id sid tid token lemma pos cord-342591-6joc2ld1 1 1 key key JJ cord-342591-6joc2ld1 1 2 : : : cord-342591-6joc2ld1 1 3 cord-342591 cord-342591 NNP cord-342591-6joc2ld1 1 4 - - HYPH cord-342591-6joc2ld1 1 5 6joc2ld1 6joc2ld1 CD cord-342591-6joc2ld1 1 6 authors author NNS cord-342591-6joc2ld1 1 7 : : : cord-342591-6joc2ld1 1 8 Higazy Higazy NNP cord-342591-6joc2ld1 1 9 , , , cord-342591-6joc2ld1 1 10 M. M. NNP cord-342591-6joc2ld1 1 11 title title NN cord-342591-6joc2ld1 1 12 : : : cord-342591-6joc2ld1 2 1 Novel Novel NNP cord-342591-6joc2ld1 2 2 Fractional Fractional NNP cord-342591-6joc2ld1 2 3 Order order NN cord-342591-6joc2ld1 2 4 SIDARTHE SIDARTHE NNP cord-342591-6joc2ld1 2 5 Mathematical Mathematical NNP cord-342591-6joc2ld1 2 6 Model Model NNP cord-342591-6joc2ld1 2 7 of of IN cord-342591-6joc2ld1 2 8 The the DT cord-342591-6joc2ld1 2 9 COVID-19 COVID-19 NNP cord-342591-6joc2ld1 2 10 Pandemic Pandemic NNP cord-342591-6joc2ld1 2 11 date date NN cord-342591-6joc2ld1 2 12 : : : cord-342591-6joc2ld1 2 13 2020 2020 CD cord-342591-6joc2ld1 2 14 - - HYPH cord-342591-6joc2ld1 2 15 06 06 CD cord-342591-6joc2ld1 2 16 - - SYM cord-342591-6joc2ld1 2 17 13 13 CD cord-342591-6joc2ld1 2 18 journal journal NN cord-342591-6joc2ld1 2 19 : : : cord-342591-6joc2ld1 3 1 Chaos Chaos NNP cord-342591-6joc2ld1 3 2 Solitons Solitons NNPS cord-342591-6joc2ld1 4 1 Fractals fractal NNS cord-342591-6joc2ld1 4 2 DOI DOI NNP cord-342591-6joc2ld1 4 3 : : : cord-342591-6joc2ld1 4 4 10.1016 10.1016 CD cord-342591-6joc2ld1 4 5 / / SYM cord-342591-6joc2ld1 4 6 j.chaos.2020.110007 j.chaos.2020.110007 NN cord-342591-6joc2ld1 4 7 sha sha NNP cord-342591-6joc2ld1 4 8 : : : cord-342591-6joc2ld1 4 9 316346d7cfb30ebf8e4bc3bc5d1ff479f58f5039 316346d7cfb30ebf8e4bc3bc5d1ff479f58f5039 NNP cord-342591-6joc2ld1 4 10 doc_id doc_id CD cord-342591-6joc2ld1 4 11 : : : cord-342591-6joc2ld1 4 12 342591 342591 CD cord-342591-6joc2ld1 4 13 cord_uid cord_uid NNS cord-342591-6joc2ld1 4 14 : : : cord-342591-6joc2ld1 5 1 6joc2ld1 6joc2ld1 CD cord-342591-6joc2ld1 6 1 Nowadays nowadays RB cord-342591-6joc2ld1 6 2 , , , cord-342591-6joc2ld1 6 3 COVID-19 COVID-19 NNP cord-342591-6joc2ld1 6 4 has have VBZ cord-342591-6joc2ld1 6 5 put put VBN cord-342591-6joc2ld1 6 6 a a DT cord-342591-6joc2ld1 6 7 significant significant JJ cord-342591-6joc2ld1 6 8 responsibility responsibility NN cord-342591-6joc2ld1 6 9 on on IN cord-342591-6joc2ld1 6 10 all all DT cord-342591-6joc2ld1 6 11 of of IN cord-342591-6joc2ld1 6 12 us -PRON- PRP cord-342591-6joc2ld1 6 13 around around IN cord-342591-6joc2ld1 6 14 the the DT cord-342591-6joc2ld1 6 15 world world NN cord-342591-6joc2ld1 6 16 from from IN cord-342591-6joc2ld1 6 17 its -PRON- PRP$ cord-342591-6joc2ld1 6 18 detection detection NN cord-342591-6joc2ld1 6 19 to to IN cord-342591-6joc2ld1 6 20 its -PRON- PRP$ cord-342591-6joc2ld1 6 21 remediation remediation NN cord-342591-6joc2ld1 6 22 . . . cord-342591-6joc2ld1 7 1 The the DT cord-342591-6joc2ld1 7 2 globe globe NN cord-342591-6joc2ld1 7 3 suffer suffer VBP cord-342591-6joc2ld1 7 4 from from IN cord-342591-6joc2ld1 7 5 lockdown lockdown NN cord-342591-6joc2ld1 7 6 due due IN cord-342591-6joc2ld1 7 7 to to IN cord-342591-6joc2ld1 7 8 COVID-19 covid-19 JJ cord-342591-6joc2ld1 7 9 pandemic pandemic NN cord-342591-6joc2ld1 7 10 . . . cord-342591-6joc2ld1 8 1 The the DT cord-342591-6joc2ld1 8 2 researchers researcher NNS cord-342591-6joc2ld1 8 3 are be VBP cord-342591-6joc2ld1 8 4 doing do VBG cord-342591-6joc2ld1 8 5 their -PRON- PRP$ cord-342591-6joc2ld1 8 6 best good JJS cord-342591-6joc2ld1 8 7 to to TO cord-342591-6joc2ld1 8 8 discover discover VB cord-342591-6joc2ld1 8 9 the the DT cord-342591-6joc2ld1 8 10 nature nature NN cord-342591-6joc2ld1 8 11 of of IN cord-342591-6joc2ld1 8 12 this this DT cord-342591-6joc2ld1 8 13 pandemic pandemic NN cord-342591-6joc2ld1 8 14 and and CC cord-342591-6joc2ld1 8 15 try try VB cord-342591-6joc2ld1 8 16 to to TO cord-342591-6joc2ld1 8 17 produce produce VB cord-342591-6joc2ld1 8 18 the the DT cord-342591-6joc2ld1 8 19 possible possible JJ cord-342591-6joc2ld1 8 20 plans plan NNS cord-342591-6joc2ld1 8 21 to to TO cord-342591-6joc2ld1 8 22 control control VB cord-342591-6joc2ld1 8 23 it -PRON- PRP cord-342591-6joc2ld1 8 24 . . . cord-342591-6joc2ld1 9 1 One one CD cord-342591-6joc2ld1 9 2 of of IN cord-342591-6joc2ld1 9 3 the the DT cord-342591-6joc2ld1 9 4 most most RBS cord-342591-6joc2ld1 9 5 effective effective JJ cord-342591-6joc2ld1 9 6 method method NN cord-342591-6joc2ld1 9 7 to to TO cord-342591-6joc2ld1 9 8 understand understand VB cord-342591-6joc2ld1 9 9 and and CC cord-342591-6joc2ld1 9 10 control control VB cord-342591-6joc2ld1 9 11 the the DT cord-342591-6joc2ld1 9 12 evolution evolution NN cord-342591-6joc2ld1 9 13 of of IN cord-342591-6joc2ld1 9 14 this this DT cord-342591-6joc2ld1 9 15 pandemic pandemic NN cord-342591-6joc2ld1 9 16 is be VBZ cord-342591-6joc2ld1 9 17 to to TO cord-342591-6joc2ld1 9 18 model model VB cord-342591-6joc2ld1 9 19 it -PRON- PRP cord-342591-6joc2ld1 9 20 via via IN cord-342591-6joc2ld1 9 21 an an DT cord-342591-6joc2ld1 9 22 efficient efficient JJ cord-342591-6joc2ld1 9 23 mathematical mathematical JJ cord-342591-6joc2ld1 9 24 model model NN cord-342591-6joc2ld1 9 25 . . . cord-342591-6joc2ld1 10 1 In in IN cord-342591-6joc2ld1 10 2 this this DT cord-342591-6joc2ld1 10 3 paper paper NN cord-342591-6joc2ld1 10 4 , , , cord-342591-6joc2ld1 10 5 we -PRON- PRP cord-342591-6joc2ld1 10 6 propose propose VBP cord-342591-6joc2ld1 10 7 to to TO cord-342591-6joc2ld1 10 8 model model VB cord-342591-6joc2ld1 10 9 the the DT cord-342591-6joc2ld1 10 10 COVID-19 covid-19 JJ cord-342591-6joc2ld1 10 11 pandemic pandemic NN cord-342591-6joc2ld1 10 12 by by IN cord-342591-6joc2ld1 10 13 fractional fractional JJ cord-342591-6joc2ld1 10 14 order order NN cord-342591-6joc2ld1 10 15 SIDARTHE SIDARTHE NNP cord-342591-6joc2ld1 10 16 model model NN cord-342591-6joc2ld1 10 17 which which WDT cord-342591-6joc2ld1 10 18 not not RB cord-342591-6joc2ld1 10 19 appear appear VBP cord-342591-6joc2ld1 10 20 in in IN cord-342591-6joc2ld1 10 21 the the DT cord-342591-6joc2ld1 10 22 literature literature NN cord-342591-6joc2ld1 10 23 before before RB cord-342591-6joc2ld1 10 24 . . . cord-342591-6joc2ld1 11 1 The the DT cord-342591-6joc2ld1 11 2 existence existence NN cord-342591-6joc2ld1 11 3 of of IN cord-342591-6joc2ld1 11 4 a a DT cord-342591-6joc2ld1 11 5 stable stable JJ cord-342591-6joc2ld1 11 6 solution solution NN cord-342591-6joc2ld1 11 7 of of IN cord-342591-6joc2ld1 11 8 the the DT cord-342591-6joc2ld1 11 9 fractional fractional JJ cord-342591-6joc2ld1 11 10 order order NN cord-342591-6joc2ld1 11 11 COVID-19 COVID-19 NNP cord-342591-6joc2ld1 11 12 SIDARTHE SIDARTHE NNP cord-342591-6joc2ld1 11 13 model model NN cord-342591-6joc2ld1 11 14 is be VBZ cord-342591-6joc2ld1 11 15 proved prove VBN cord-342591-6joc2ld1 11 16 and and CC cord-342591-6joc2ld1 11 17 the the DT cord-342591-6joc2ld1 11 18 fractional fractional JJ cord-342591-6joc2ld1 11 19 order order NN cord-342591-6joc2ld1 11 20 necessary necessary JJ cord-342591-6joc2ld1 11 21 conditions condition NNS cord-342591-6joc2ld1 11 22 of of IN cord-342591-6joc2ld1 11 23 four four CD cord-342591-6joc2ld1 11 24 proposed propose VBN cord-342591-6joc2ld1 11 25 control control NN cord-342591-6joc2ld1 11 26 strategies strategy NNS cord-342591-6joc2ld1 11 27 are be VBP cord-342591-6joc2ld1 11 28 produced produce VBN cord-342591-6joc2ld1 11 29 . . . cord-342591-6joc2ld1 12 1 The the DT cord-342591-6joc2ld1 12 2 sensitivity sensitivity NN cord-342591-6joc2ld1 12 3 of of IN cord-342591-6joc2ld1 12 4 the the DT cord-342591-6joc2ld1 12 5 fractional fractional JJ cord-342591-6joc2ld1 12 6 order order NN cord-342591-6joc2ld1 12 7 COVID-19 COVID-19 NNP cord-342591-6joc2ld1 12 8 SIDARTHE SIDARTHE NNP cord-342591-6joc2ld1 12 9 model model NN cord-342591-6joc2ld1 12 10 to to IN cord-342591-6joc2ld1 12 11 the the DT cord-342591-6joc2ld1 12 12 fractional fractional JJ cord-342591-6joc2ld1 12 13 order order NN cord-342591-6joc2ld1 12 14 and and CC cord-342591-6joc2ld1 12 15 the the DT cord-342591-6joc2ld1 12 16 infection infection NN cord-342591-6joc2ld1 12 17 rate rate NN cord-342591-6joc2ld1 12 18 parameters parameter NNS cord-342591-6joc2ld1 12 19 are be VBP cord-342591-6joc2ld1 12 20 displayed display VBN cord-342591-6joc2ld1 12 21 . . . cord-342591-6joc2ld1 13 1 All all DT cord-342591-6joc2ld1 13 2 studies study NNS cord-342591-6joc2ld1 13 3 are be VBP cord-342591-6joc2ld1 13 4 numerically numerically RB cord-342591-6joc2ld1 13 5 simulated simulate VBN cord-342591-6joc2ld1 13 6 using use VBG cord-342591-6joc2ld1 13 7 MATLAB MATLAB NNP cord-342591-6joc2ld1 13 8 software software NN cord-342591-6joc2ld1 13 9 via via IN cord-342591-6joc2ld1 13 10 fractional fractional JJ cord-342591-6joc2ld1 13 11 order order NN cord-342591-6joc2ld1 13 12 differential differential JJ cord-342591-6joc2ld1 13 13 equation equation NN cord-342591-6joc2ld1 13 14 solver solver NN cord-342591-6joc2ld1 13 15 . . . cord-342591-6joc2ld1 14 1 All all PDT cord-342591-6joc2ld1 14 2 the the DT cord-342591-6joc2ld1 14 3 world world NN cord-342591-6joc2ld1 14 4 states state VBZ cord-342591-6joc2ld1 14 5 ' ' POS cord-342591-6joc2ld1 14 6 governments government NNS cord-342591-6joc2ld1 14 7 introduce introduce VBP cord-342591-6joc2ld1 14 8 a a DT cord-342591-6joc2ld1 14 9 big big JJ cord-342591-6joc2ld1 14 10 effort effort NN cord-342591-6joc2ld1 14 11 and and CC cord-342591-6joc2ld1 14 12 vital vital JJ cord-342591-6joc2ld1 14 13 measures measure NNS cord-342591-6joc2ld1 14 14 to to TO cord-342591-6joc2ld1 14 15 eliminate eliminate VB cord-342591-6joc2ld1 14 16 the the DT cord-342591-6joc2ld1 14 17 outbreak outbreak NN cord-342591-6joc2ld1 14 18 of of IN cord-342591-6joc2ld1 14 19 COVID-19 COVID-19 NNP cord-342591-6joc2ld1 14 20 [ [ -LRB- cord-342591-6joc2ld1 14 21 22 22 CD cord-342591-6joc2ld1 14 22 ] ] -RRB- cord-342591-6joc2ld1 14 23 . . . cord-342591-6joc2ld1 15 1 COVID-19 COVID-19 NNP cord-342591-6joc2ld1 15 2 is be VBZ cord-342591-6joc2ld1 15 3 a a DT cord-342591-6joc2ld1 15 4 new new JJ cord-342591-6joc2ld1 15 5 progeny progeny NN cord-342591-6joc2ld1 15 6 of of IN cord-342591-6joc2ld1 15 7 coronavirus coronavirus NN cord-342591-6joc2ld1 15 8 , , , cord-342591-6joc2ld1 15 9 SARS SARS NNP cord-342591-6joc2ld1 15 10 - - HYPH cord-342591-6joc2ld1 15 11 CoV-2 CoV-2 NNP cord-342591-6joc2ld1 15 12 and and CC cord-342591-6joc2ld1 15 13 firstly firstly RB cord-342591-6joc2ld1 15 14 detected detect VBN cord-342591-6joc2ld1 15 15 in in IN cord-342591-6joc2ld1 15 16 Wuhan Wuhan NNP cord-342591-6joc2ld1 15 17 , , , cord-342591-6joc2ld1 15 18 China China NNP cord-342591-6joc2ld1 15 19 [ [ -LRB- cord-342591-6joc2ld1 15 20 52 52 CD cord-342591-6joc2ld1 15 21 , , , cord-342591-6joc2ld1 15 22 57 57 CD cord-342591-6joc2ld1 15 23 ] ] -RRB- cord-342591-6joc2ld1 15 24 . . . cord-342591-6joc2ld1 16 1 In in IN cord-342591-6joc2ld1 16 2 the the DT cord-342591-6joc2ld1 16 3 few few JJ cord-342591-6joc2ld1 16 4 months month NNS cord-342591-6joc2ld1 16 5 after after IN cord-342591-6joc2ld1 16 6 discovering discover VBG cord-342591-6joc2ld1 16 7 it -PRON- PRP cord-342591-6joc2ld1 16 8 , , , cord-342591-6joc2ld1 16 9 the the DT cord-342591-6joc2ld1 16 10 number number NN cord-342591-6joc2ld1 16 11 of of IN cord-342591-6joc2ld1 16 12 patients patient NNS cord-342591-6joc2ld1 16 13 were be VBD cord-342591-6joc2ld1 16 14 increasing increase VBG cord-342591-6joc2ld1 16 15 exponentially exponentially RB cord-342591-6joc2ld1 16 16 . . . cord-342591-6joc2ld1 17 1 The the DT cord-342591-6joc2ld1 17 2 taken take VBN cord-342591-6joc2ld1 17 3 measures measure NNS cord-342591-6joc2ld1 17 4 against against IN cord-342591-6joc2ld1 17 5 COVID-19 COVID-19 NNP cord-342591-6joc2ld1 17 6 until until IN cord-342591-6joc2ld1 17 7 the the DT cord-342591-6joc2ld1 17 8 day day NN cord-342591-6joc2ld1 17 9 of of IN cord-342591-6joc2ld1 17 10 writing write VBG cord-342591-6joc2ld1 17 11 these these DT cord-342591-6joc2ld1 17 12 words word NNS cord-342591-6joc2ld1 17 13 did do VBD cord-342591-6joc2ld1 17 14 n't not RB cord-342591-6joc2ld1 17 15 prevent prevent VB cord-342591-6joc2ld1 17 16 the the DT cord-342591-6joc2ld1 17 17 growth growth NN cord-342591-6joc2ld1 17 18 of of IN cord-342591-6joc2ld1 17 19 infected infected JJ cord-342591-6joc2ld1 17 20 cases case NNS cord-342591-6joc2ld1 17 21 around around IN cord-342591-6joc2ld1 17 22 the the DT cord-342591-6joc2ld1 17 23 globe globe NN cord-342591-6joc2ld1 17 24 . . . cord-342591-6joc2ld1 18 1 The the DT cord-342591-6joc2ld1 18 2 World World NNP cord-342591-6joc2ld1 18 3 Health Health NNP cord-342591-6joc2ld1 18 4 Organization Organization NNP cord-342591-6joc2ld1 18 5 situation situation NN cord-342591-6joc2ld1 18 6 report report NN cord-342591-6joc2ld1 18 7 published publish VBN cord-342591-6joc2ld1 18 8 in in IN cord-342591-6joc2ld1 18 9 25 25 CD cord-342591-6joc2ld1 18 10 May May NNP cord-342591-6joc2ld1 18 11 2020 2020 CD cord-342591-6joc2ld1 18 12 informed inform VBD cord-342591-6joc2ld1 18 13 that that IN cord-342591-6joc2ld1 18 14 5304772 5304772 CD cord-342591-6joc2ld1 18 15 cases case NNS cord-342591-6joc2ld1 18 16 as as IN cord-342591-6joc2ld1 18 17 total total JJ cord-342591-6joc2ld1 18 18 cases case NNS cord-342591-6joc2ld1 18 19 and and CC cord-342591-6joc2ld1 18 20 342029 342029 CD cord-342591-6joc2ld1 18 21 deaths death NNS cord-342591-6joc2ld1 18 22 around around IN cord-342591-6joc2ld1 18 23 the the DT cord-342591-6joc2ld1 18 24 globe globe NN cord-342591-6joc2ld1 18 25 [ [ -LRB- cord-342591-6joc2ld1 18 26 54 54 CD cord-342591-6joc2ld1 18 27 ] ] -RRB- cord-342591-6joc2ld1 18 28 . . . cord-342591-6joc2ld1 19 1 Using use VBG cord-342591-6joc2ld1 19 2 mathematical mathematical JJ cord-342591-6joc2ld1 19 3 model model NN cord-342591-6joc2ld1 19 4 to to TO cord-342591-6joc2ld1 19 5 predict predict VB cord-342591-6joc2ld1 19 6 the the DT cord-342591-6joc2ld1 19 7 epidemics epidemic NNS cord-342591-6joc2ld1 19 8 is be VBZ cord-342591-6joc2ld1 19 9 very very RB cord-342591-6joc2ld1 19 10 useful useful JJ cord-342591-6joc2ld1 19 11 in in IN cord-342591-6joc2ld1 19 12 order order NN cord-342591-6joc2ld1 19 13 to to TO cord-342591-6joc2ld1 19 14 understand understand VB cord-342591-6joc2ld1 19 15 the the DT cord-342591-6joc2ld1 19 16 nature nature NN cord-342591-6joc2ld1 19 17 of of IN cord-342591-6joc2ld1 19 18 the the DT cord-342591-6joc2ld1 19 19 epidemic epidemic NN cord-342591-6joc2ld1 19 20 and and CC cord-342591-6joc2ld1 19 21 to to TO cord-342591-6joc2ld1 19 22 design design VB cord-342591-6joc2ld1 19 23 an an DT cord-342591-6joc2ld1 19 24 efficient efficient JJ cord-342591-6joc2ld1 19 25 strategies strategy NNS cord-342591-6joc2ld1 19 26 to to TO cord-342591-6joc2ld1 19 27 control control VB cord-342591-6joc2ld1 19 28 it -PRON- PRP cord-342591-6joc2ld1 19 29 [ [ -LRB- cord-342591-6joc2ld1 19 30 4 4 CD cord-342591-6joc2ld1 19 31 , , , cord-342591-6joc2ld1 19 32 8 8 CD cord-342591-6joc2ld1 19 33 , , , cord-342591-6joc2ld1 19 34 14 14 CD cord-342591-6joc2ld1 19 35 , , , cord-342591-6joc2ld1 19 36 26 26 CD cord-342591-6joc2ld1 19 37 , , , cord-342591-6joc2ld1 19 38 27 27 CD cord-342591-6joc2ld1 19 39 ] ] -RRB- cord-342591-6joc2ld1 19 40 . . . cord-342591-6joc2ld1 20 1 It -PRON- PRP cord-342591-6joc2ld1 20 2 is be VBZ cord-342591-6joc2ld1 20 3 common common JJ cord-342591-6joc2ld1 20 4 to to TO cord-342591-6joc2ld1 20 5 study study VB cord-342591-6joc2ld1 20 6 the the DT cord-342591-6joc2ld1 20 7 humanitarian humanitarian JJ cord-342591-6joc2ld1 20 8 diffusion diffusion NN cord-342591-6joc2ld1 20 9 of of IN cord-342591-6joc2ld1 20 10 epidemics epidemic NNS cord-342591-6joc2ld1 20 11 via via IN cord-342591-6joc2ld1 20 12 SIR SIR NNP cord-342591-6joc2ld1 20 13 or or CC cord-342591-6joc2ld1 20 14 SEIR SEIR NNP cord-342591-6joc2ld1 20 15 models model NNS cord-342591-6joc2ld1 20 16 [ [ -LRB- cord-342591-6joc2ld1 20 17 11 11 CD cord-342591-6joc2ld1 20 18 , , , cord-342591-6joc2ld1 20 19 13 13 CD cord-342591-6joc2ld1 20 20 , , , cord-342591-6joc2ld1 20 21 33 33 CD cord-342591-6joc2ld1 20 22 , , , cord-342591-6joc2ld1 20 23 48 48 CD cord-342591-6joc2ld1 20 24 ] ] -RRB- cord-342591-6joc2ld1 20 25 . . . cord-342591-6joc2ld1 21 1 Various various JJ cord-342591-6joc2ld1 21 2 models model NNS cord-342591-6joc2ld1 21 3 have have VBP cord-342591-6joc2ld1 21 4 been be VBN cord-342591-6joc2ld1 21 5 proposed propose VBN cord-342591-6joc2ld1 21 6 to to TO cord-342591-6joc2ld1 21 7 model model VB cord-342591-6joc2ld1 21 8 and and CC cord-342591-6joc2ld1 21 9 study study VB cord-342591-6joc2ld1 21 10 COVID-19 COVID-19 NNP cord-342591-6joc2ld1 21 11 pandemic pandemic NN cord-342591-6joc2ld1 21 12 . . . cord-342591-6joc2ld1 22 1 Taking take VBG cord-342591-6joc2ld1 22 2 into into IN cord-342591-6joc2ld1 22 3 account account NN cord-342591-6joc2ld1 22 4 the the DT cord-342591-6joc2ld1 22 5 risk risk NN cord-342591-6joc2ld1 22 6 understanding understanding NN cord-342591-6joc2ld1 22 7 and and CC cord-342591-6joc2ld1 22 8 the the DT cord-342591-6joc2ld1 22 9 accumulative accumulative JJ cord-342591-6joc2ld1 22 10 issue issue NN cord-342591-6joc2ld1 22 11 of of IN cord-342591-6joc2ld1 22 12 cases case NNS cord-342591-6joc2ld1 22 13 , , , cord-342591-6joc2ld1 22 14 COVID-19 covid-19 JJ cord-342591-6joc2ld1 22 15 pandemic pandemic NN cord-342591-6joc2ld1 22 16 has have VBZ cord-342591-6joc2ld1 22 17 been be VBN cord-342591-6joc2ld1 22 18 modeled model VBN cord-342591-6joc2ld1 22 19 by by IN cord-342591-6joc2ld1 22 20 Lin Lin NNP cord-342591-6joc2ld1 22 21 et et NNP cord-342591-6joc2ld1 22 22 al al NNP cord-342591-6joc2ld1 22 23 . . . cord-342591-6joc2ld1 23 1 via via IN cord-342591-6joc2ld1 23 2 extending extend VBG cord-342591-6joc2ld1 23 3 SEIR SEIR NNP cord-342591-6joc2ld1 23 4 model model NN cord-342591-6joc2ld1 23 5 [ [ -LRB- cord-342591-6joc2ld1 23 6 38 38 CD cord-342591-6joc2ld1 23 7 ] ] -RRB- cord-342591-6joc2ld1 23 8 where where WRB cord-342591-6joc2ld1 23 9 S S NNP cord-342591-6joc2ld1 23 10 signifies signify VBZ cord-342591-6joc2ld1 23 11 the the DT cord-342591-6joc2ld1 23 12 susceptible susceptible JJ cord-342591-6joc2ld1 23 13 , , , cord-342591-6joc2ld1 23 14 E E NNP cord-342591-6joc2ld1 23 15 signifies signify VBZ cord-342591-6joc2ld1 23 16 the the DT cord-342591-6joc2ld1 23 17 exposed expose VBN cord-342591-6joc2ld1 23 18 , , , cord-342591-6joc2ld1 23 19 I -PRON- PRP cord-342591-6joc2ld1 23 20 signifies signify VBZ cord-342591-6joc2ld1 23 21 the the DT cord-342591-6joc2ld1 23 22 infected infected JJ cord-342591-6joc2ld1 23 23 and and CC cord-342591-6joc2ld1 23 24 R r NN cord-342591-6joc2ld1 23 25 signifies signify VBZ cord-342591-6joc2ld1 23 26 the the DT cord-342591-6joc2ld1 23 27 removed removed JJ cord-342591-6joc2ld1 23 28 cases case NNS cord-342591-6joc2ld1 23 29 . . . cord-342591-6joc2ld1 24 1 In in IN cord-342591-6joc2ld1 24 2 [ [ -LRB- cord-342591-6joc2ld1 24 3 3 3 CD cord-342591-6joc2ld1 24 4 ] ] -RRB- cord-342591-6joc2ld1 24 5 , , , cord-342591-6joc2ld1 24 6 Anastassopoulou Anastassopoulou NNP cord-342591-6joc2ld1 24 7 et et NNP cord-342591-6joc2ld1 24 8 al al NNP cord-342591-6joc2ld1 24 9 . . NNP cord-342591-6joc2ld1 24 10 have have VBP cord-342591-6joc2ld1 24 11 suggested suggest VBN cord-342591-6joc2ld1 24 12 the the DT cord-342591-6joc2ld1 24 13 SIR SIR NNP cord-342591-6joc2ld1 24 14 model model NN cord-342591-6joc2ld1 24 15 in in IN cord-342591-6joc2ld1 24 16 the the DT cord-342591-6joc2ld1 24 17 discrete discrete JJ cord-342591-6joc2ld1 24 18 time time NN cord-342591-6joc2ld1 24 19 mode mode NN cord-342591-6joc2ld1 24 20 taking take VBG cord-342591-6joc2ld1 24 21 into into IN cord-342591-6joc2ld1 24 22 account account NN cord-342591-6joc2ld1 24 23 the the DT cord-342591-6joc2ld1 24 24 dead dead JJ cord-342591-6joc2ld1 24 25 cases case NNS cord-342591-6joc2ld1 24 26 . . . cord-342591-6joc2ld1 25 1 In in IN cord-342591-6joc2ld1 25 2 [ [ -LRB- cord-342591-6joc2ld1 25 3 9 9 CD cord-342591-6joc2ld1 25 4 ] ] -RRB- cord-342591-6joc2ld1 25 5 by by IN cord-342591-6joc2ld1 25 6 Casella Casella NNP cord-342591-6joc2ld1 25 7 , , , cord-342591-6joc2ld1 25 8 SIR SIR NNP cord-342591-6joc2ld1 25 9 model model NN cord-342591-6joc2ld1 25 10 is be VBZ cord-342591-6joc2ld1 25 11 expanded expand VBN cord-342591-6joc2ld1 25 12 to to TO cord-342591-6joc2ld1 25 13 study study VB cord-342591-6joc2ld1 25 14 the the DT cord-342591-6joc2ld1 25 15 delays delay NNS cord-342591-6joc2ld1 25 16 effect effect NN cord-342591-6joc2ld1 25 17 and and CC cord-342591-6joc2ld1 25 18 to to TO cord-342591-6joc2ld1 25 19 compare compare VB cord-342591-6joc2ld1 25 20 the the DT cord-342591-6joc2ld1 25 21 policies policy NNS cord-342591-6joc2ld1 25 22 of of IN cord-342591-6joc2ld1 25 23 containment containment NN cord-342591-6joc2ld1 25 24 . . . cord-342591-6joc2ld1 26 1 In in IN cord-342591-6joc2ld1 26 2 [ [ -LRB- cord-342591-6joc2ld1 26 3 56 56 CD cord-342591-6joc2ld1 26 4 ] ] -RRB- cord-342591-6joc2ld1 26 5 by by IN cord-342591-6joc2ld1 26 6 Wu Wu NNP cord-342591-6joc2ld1 26 7 et et NNP cord-342591-6joc2ld1 26 8 al al NNP cord-342591-6joc2ld1 26 9 . . NNP cord-342591-6joc2ld1 26 10 , , , cord-342591-6joc2ld1 26 11 the the DT cord-342591-6joc2ld1 26 12 COVID-19 COVID-19 NNP cord-342591-6joc2ld1 26 13 severity severity NN cord-342591-6joc2ld1 26 14 has have VBZ cord-342591-6joc2ld1 26 15 been be VBN cord-342591-6joc2ld1 26 16 estimated estimate VBN cord-342591-6joc2ld1 26 17 using use VBG cord-342591-6joc2ld1 26 18 the the DT cord-342591-6joc2ld1 26 19 dynamics dynamic NNS cord-342591-6joc2ld1 26 20 of of IN cord-342591-6joc2ld1 26 21 transition transition NN cord-342591-6joc2ld1 26 22 . . . cord-342591-6joc2ld1 27 1 In in IN cord-342591-6joc2ld1 27 2 [ [ -LRB- cord-342591-6joc2ld1 27 3 25 25 CD cord-342591-6joc2ld1 27 4 , , , cord-342591-6joc2ld1 27 5 34 34 CD cord-342591-6joc2ld1 27 6 ] ] -RRB- cord-342591-6joc2ld1 27 7 , , , cord-342591-6joc2ld1 27 8 random random JJ cord-342591-6joc2ld1 27 9 transition transition NN cord-342591-6joc2ld1 27 10 models model NNS cord-342591-6joc2ld1 27 11 have have VBP cord-342591-6joc2ld1 27 12 been be VBN cord-342591-6joc2ld1 27 13 studied study VBN cord-342591-6joc2ld1 27 14 . . . cord-342591-6joc2ld1 28 1 In in IN cord-342591-6joc2ld1 28 2 [ [ -LRB- cord-342591-6joc2ld1 28 3 12 12 CD cord-342591-6joc2ld1 28 4 ] ] -RRB- cord-342591-6joc2ld1 28 5 , , , cord-342591-6joc2ld1 28 6 the the DT cord-342591-6joc2ld1 28 7 general general JJ cord-342591-6joc2ld1 28 8 multi multi JJ cord-342591-6joc2ld1 28 9 - - JJ cord-342591-6joc2ld1 28 10 group group JJ cord-342591-6joc2ld1 28 11 SEIRA SEIRA NNP cord-342591-6joc2ld1 28 12 model model NN cord-342591-6joc2ld1 28 13 was be VBD cord-342591-6joc2ld1 28 14 represented represent VBN cord-342591-6joc2ld1 28 15 and and CC cord-342591-6joc2ld1 28 16 numerically numerically RB cord-342591-6joc2ld1 28 17 tested test VBN cord-342591-6joc2ld1 28 18 for for IN cord-342591-6joc2ld1 28 19 modelling model VBG cord-342591-6joc2ld1 28 20 the the DT cord-342591-6joc2ld1 28 21 diffusion diffusion NN cord-342591-6joc2ld1 28 22 of of IN cord-342591-6joc2ld1 28 23 COVID-19 COVID-19 NNP cord-342591-6joc2ld1 28 24 between between IN cord-342591-6joc2ld1 28 25 a a DT cord-342591-6joc2ld1 28 26 non non JJ cord-342591-6joc2ld1 28 27 - - JJ cord-342591-6joc2ld1 28 28 homogeneous homogeneous JJ cord-342591-6joc2ld1 28 29 population population NN cord-342591-6joc2ld1 28 30 . . . cord-342591-6joc2ld1 29 1 The the DT cord-342591-6joc2ld1 29 2 basic basic JJ cord-342591-6joc2ld1 29 3 mathematical mathematical JJ cord-342591-6joc2ld1 29 4 tool tool NN cord-342591-6joc2ld1 29 5 used use VBN cord-342591-6joc2ld1 29 6 to to TO cord-342591-6joc2ld1 29 7 model model VB cord-342591-6joc2ld1 29 8 several several JJ cord-342591-6joc2ld1 29 9 epidemics epidemic NNS cord-342591-6joc2ld1 29 10 is be VBZ cord-342591-6joc2ld1 29 11 differential differential JJ cord-342591-6joc2ld1 29 12 equations equation NNS cord-342591-6joc2ld1 29 13 in in IN cord-342591-6joc2ld1 29 14 various various JJ cord-342591-6joc2ld1 29 15 modes mode NNS cord-342591-6joc2ld1 29 16 ( ( -LRB- cord-342591-6joc2ld1 29 17 ordinary ordinary JJ cord-342591-6joc2ld1 29 18 , , , cord-342591-6joc2ld1 29 19 fractional fractional JJ cord-342591-6joc2ld1 29 20 , , , cord-342591-6joc2ld1 29 21 with with IN cord-342591-6joc2ld1 29 22 delay delay NN cord-342591-6joc2ld1 29 23 , , , cord-342591-6joc2ld1 29 24 randomly randomly RB cord-342591-6joc2ld1 29 25 detected detect VBD cord-342591-6joc2ld1 29 26 or or CC cord-342591-6joc2ld1 29 27 partial partial JJ cord-342591-6joc2ld1 29 28 ) ) -RRB- cord-342591-6joc2ld1 29 29 [ [ -LRB- cord-342591-6joc2ld1 29 30 27 27 CD cord-342591-6joc2ld1 29 31 ] ] -RRB- cord-342591-6joc2ld1 29 32 [ [ -LRB- cord-342591-6joc2ld1 29 33 28 28 CD cord-342591-6joc2ld1 29 34 ] ] -RRB- cord-342591-6joc2ld1 29 35 [ [ -LRB- cord-342591-6joc2ld1 29 36 29 29 CD cord-342591-6joc2ld1 29 37 ] ] -RRB- cord-342591-6joc2ld1 29 38 . . . cord-342591-6joc2ld1 30 1 4 4 LS cord-342591-6joc2ld1 31 1 Many many JJ cord-342591-6joc2ld1 31 2 research research NN cord-342591-6joc2ld1 31 3 efforts effort NNS cord-342591-6joc2ld1 31 4 have have VBP cord-342591-6joc2ld1 31 5 been be VBN cord-342591-6joc2ld1 31 6 widely widely RB cord-342591-6joc2ld1 31 7 done do VBN cord-342591-6joc2ld1 31 8 to to TO cord-342591-6joc2ld1 31 9 control control VB cord-342591-6joc2ld1 31 10 the the DT cord-342591-6joc2ld1 31 11 outbreaks outbreak NNS cord-342591-6joc2ld1 31 12 of of IN cord-342591-6joc2ld1 31 13 epidemics epidemic NNS cord-342591-6joc2ld1 31 14 via via IN cord-342591-6joc2ld1 31 15 optimal optimal JJ cord-342591-6joc2ld1 31 16 control control NN cord-342591-6joc2ld1 31 17 [ [ -LRB- cord-342591-6joc2ld1 31 18 20 20 CD cord-342591-6joc2ld1 31 19 , , , cord-342591-6joc2ld1 31 20 [ [ -LRB- cord-342591-6joc2ld1 31 21 44 44 CD cord-342591-6joc2ld1 31 22 ] ] -RRB- cord-342591-6joc2ld1 31 23 [ [ -LRB- cord-342591-6joc2ld1 31 24 45 45 CD cord-342591-6joc2ld1 31 25 ] ] -RRB- cord-342591-6joc2ld1 31 26 [ [ -LRB- cord-342591-6joc2ld1 31 27 46 46 CD cord-342591-6joc2ld1 31 28 ] ] -RRB- cord-342591-6joc2ld1 31 29 [ [ -LRB- cord-342591-6joc2ld1 31 30 47 47 CD cord-342591-6joc2ld1 31 31 ] ] -RRB- cord-342591-6joc2ld1 31 32 . . . cord-342591-6joc2ld1 32 1 The the DT cord-342591-6joc2ld1 32 2 optimal optimal JJ cord-342591-6joc2ld1 32 3 control control NN cord-342591-6joc2ld1 32 4 idea idea NN cord-342591-6joc2ld1 32 5 is be VBZ cord-342591-6joc2ld1 32 6 to to TO cord-342591-6joc2ld1 32 7 look look VB cord-342591-6joc2ld1 32 8 for for IN cord-342591-6joc2ld1 32 9 the the DT cord-342591-6joc2ld1 32 10 utmost utmost JJ cord-342591-6joc2ld1 32 11 powerful powerful JJ cord-342591-6joc2ld1 32 12 plan plan NN cord-342591-6joc2ld1 32 13 that that WDT cord-342591-6joc2ld1 32 14 decreases decrease VBZ cord-342591-6joc2ld1 32 15 the the DT cord-342591-6joc2ld1 32 16 rate rate NN cord-342591-6joc2ld1 32 17 of of IN cord-342591-6joc2ld1 32 18 infection infection NN cord-342591-6joc2ld1 32 19 to to IN cord-342591-6joc2ld1 32 20 a a DT cord-342591-6joc2ld1 32 21 possible possible JJ cord-342591-6joc2ld1 32 22 minimum minimum JJ cord-342591-6joc2ld1 32 23 limit limit NN cord-342591-6joc2ld1 32 24 with with IN cord-342591-6joc2ld1 32 25 optimal optimal JJ cord-342591-6joc2ld1 32 26 minimum minimum NN cord-342591-6joc2ld1 32 27 cost cost NN cord-342591-6joc2ld1 32 28 of of IN cord-342591-6joc2ld1 32 29 circulating circulate VBG cord-342591-6joc2ld1 32 30 a a DT cord-342591-6joc2ld1 32 31 treatment treatment NN cord-342591-6joc2ld1 32 32 or or CC cord-342591-6joc2ld1 32 33 preventative preventative JJ cord-342591-6joc2ld1 32 34 inoculation inoculation NN cord-342591-6joc2ld1 32 35 [ [ -LRB- cord-342591-6joc2ld1 32 36 39 39 CD cord-342591-6joc2ld1 32 37 , , , cord-342591-6joc2ld1 32 38 [ [ -LRB- cord-342591-6joc2ld1 32 39 44 44 CD cord-342591-6joc2ld1 32 40 ] ] -RRB- cord-342591-6joc2ld1 32 41 [ [ -LRB- cord-342591-6joc2ld1 32 42 45 45 CD cord-342591-6joc2ld1 32 43 ] ] -RRB- cord-342591-6joc2ld1 32 44 [ [ -LRB- cord-342591-6joc2ld1 32 45 46 46 CD cord-342591-6joc2ld1 32 46 ] ] -RRB- cord-342591-6joc2ld1 32 47 [ [ -LRB- cord-342591-6joc2ld1 32 48 47 47 CD cord-342591-6joc2ld1 32 49 ] ] -RRB- cord-342591-6joc2ld1 32 50 51 51 CD cord-342591-6joc2ld1 32 51 ] ] -RRB- cord-342591-6joc2ld1 32 52 . . . cord-342591-6joc2ld1 33 1 These these DT cord-342591-6joc2ld1 33 2 plans plan NNS cord-342591-6joc2ld1 33 3 may may MD cord-342591-6joc2ld1 33 4 include include VB cord-342591-6joc2ld1 33 5 treatments treatment NNS cord-342591-6joc2ld1 33 6 , , , cord-342591-6joc2ld1 33 7 inoculation inoculation NN cord-342591-6joc2ld1 33 8 with with IN cord-342591-6joc2ld1 33 9 vaccines vaccine NNS cord-342591-6joc2ld1 33 10 , , , cord-342591-6joc2ld1 33 11 social social JJ cord-342591-6joc2ld1 33 12 distances distance NNS cord-342591-6joc2ld1 33 13 , , , cord-342591-6joc2ld1 33 14 educational educational JJ cord-342591-6joc2ld1 33 15 programs program NNS cord-342591-6joc2ld1 33 16 [ [ -LRB- cord-342591-6joc2ld1 33 17 6 6 CD cord-342591-6joc2ld1 33 18 , , , cord-342591-6joc2ld1 33 19 10 10 CD cord-342591-6joc2ld1 33 20 ] ] -RRB- cord-342591-6joc2ld1 33 21 . . . cord-342591-6joc2ld1 34 1 Studying study VBG cord-342591-6joc2ld1 34 2 the the DT cord-342591-6joc2ld1 34 3 epidemiological epidemiological JJ cord-342591-6joc2ld1 34 4 diseases disease NNS cord-342591-6joc2ld1 34 5 mathematically mathematically RB cord-342591-6joc2ld1 34 6 become become VBP cord-342591-6joc2ld1 34 7 very very RB cord-342591-6joc2ld1 34 8 important important JJ cord-342591-6joc2ld1 34 9 [ [ -LRB- cord-342591-6joc2ld1 34 10 6 6 CD cord-342591-6joc2ld1 34 11 , , , cord-342591-6joc2ld1 34 12 7 7 CD cord-342591-6joc2ld1 34 13 , , , cord-342591-6joc2ld1 34 14 16 16 CD cord-342591-6joc2ld1 34 15 , , , cord-342591-6joc2ld1 34 16 17 17 CD cord-342591-6joc2ld1 34 17 , , , cord-342591-6joc2ld1 34 18 37 37 CD cord-342591-6joc2ld1 34 19 , , , cord-342591-6joc2ld1 34 20 40 40 CD cord-342591-6joc2ld1 34 21 ] ] -RRB- cord-342591-6joc2ld1 34 22 . . . cord-342591-6joc2ld1 35 1 The the DT cord-342591-6joc2ld1 35 2 literature literature NN cord-342591-6joc2ld1 35 3 has have VBZ cord-342591-6joc2ld1 35 4 several several JJ cord-342591-6joc2ld1 35 5 studies study NNS cord-342591-6joc2ld1 35 6 to to TO cord-342591-6joc2ld1 35 7 control control VB cord-342591-6joc2ld1 35 8 for for IN cord-342591-6joc2ld1 35 9 example example NN cord-342591-6joc2ld1 35 10 models model NNS cord-342591-6joc2ld1 35 11 of of IN cord-342591-6joc2ld1 35 12 HIV HIV NNP cord-342591-6joc2ld1 35 13 [ [ -LRB- cord-342591-6joc2ld1 35 14 24 24 CD cord-342591-6joc2ld1 35 15 ] ] -RRB- cord-342591-6joc2ld1 35 16 , , , cord-342591-6joc2ld1 35 17 dengue dengue NN cord-342591-6joc2ld1 35 18 fever fever NN cord-342591-6joc2ld1 35 19 [ [ -LRB- cord-342591-6joc2ld1 35 20 2 2 CD cord-342591-6joc2ld1 35 21 ] ] -RRB- cord-342591-6joc2ld1 35 22 , , , cord-342591-6joc2ld1 35 23 tuberculosis tuberculosis NN cord-342591-6joc2ld1 35 24 [ [ -LRB- cord-342591-6joc2ld1 35 25 50 50 CD cord-342591-6joc2ld1 35 26 ] ] -RRB- cord-342591-6joc2ld1 35 27 , , , cord-342591-6joc2ld1 35 28 delayed delay VBD cord-342591-6joc2ld1 35 29 SIR SIR NNP cord-342591-6joc2ld1 35 30 [ [ -LRB- cord-342591-6joc2ld1 35 31 1 1 CD cord-342591-6joc2ld1 35 32 ] ] -RRB- cord-342591-6joc2ld1 35 33 and and CC cord-342591-6joc2ld1 35 34 delayed delay VBN cord-342591-6joc2ld1 35 35 SIRS SIRS NNP cord-342591-6joc2ld1 35 36 [ [ -LRB- cord-342591-6joc2ld1 35 37 29 29 CD cord-342591-6joc2ld1 35 38 , , , cord-342591-6joc2ld1 35 39 58 58 CD cord-342591-6joc2ld1 35 40 ] ] -RRB- cord-342591-6joc2ld1 35 41 . . . cord-342591-6joc2ld1 36 1 The the DT cord-342591-6joc2ld1 36 2 fractional fractional JJ cord-342591-6joc2ld1 36 3 order order NN cord-342591-6joc2ld1 36 4 differential differential NN cord-342591-6joc2ld1 36 5 equations equation NNS cord-342591-6joc2ld1 36 6 add add VBP cord-342591-6joc2ld1 36 7 an an DT cord-342591-6joc2ld1 36 8 extra extra JJ cord-342591-6joc2ld1 36 9 dimensions dimension NNS cord-342591-6joc2ld1 36 10 in in IN cord-342591-6joc2ld1 36 11 the the DT cord-342591-6joc2ld1 36 12 study study NN cord-342591-6joc2ld1 36 13 of of IN cord-342591-6joc2ld1 36 14 dynamics dynamic NNS cord-342591-6joc2ld1 36 15 of of IN cord-342591-6joc2ld1 36 16 epidemiological epidemiological JJ cord-342591-6joc2ld1 36 17 models model NNS cord-342591-6joc2ld1 36 18 . . . cord-342591-6joc2ld1 37 1 Therefore therefore RB cord-342591-6joc2ld1 37 2 the the DT cord-342591-6joc2ld1 37 3 fractional fractional JJ cord-342591-6joc2ld1 37 4 version version NN cord-342591-6joc2ld1 37 5 of of IN cord-342591-6joc2ld1 37 6 many many JJ cord-342591-6joc2ld1 37 7 epidemical epidemical JJ cord-342591-6joc2ld1 37 8 models model NNS cord-342591-6joc2ld1 37 9 have have VBP cord-342591-6joc2ld1 37 10 been be VBN cord-342591-6joc2ld1 37 11 investigated investigate VBN cord-342591-6joc2ld1 37 12 as as IN cord-342591-6joc2ld1 37 13 in in IN cord-342591-6joc2ld1 37 14 [ [ -LRB- cord-342591-6joc2ld1 37 15 29 29 CD cord-342591-6joc2ld1 37 16 ] ] -RRB- cord-342591-6joc2ld1 37 17 [ [ -LRB- cord-342591-6joc2ld1 37 18 30 30 CD cord-342591-6joc2ld1 37 19 ] ] -RRB- cord-342591-6joc2ld1 37 20 [ [ -LRB- cord-342591-6joc2ld1 37 21 31 31 CD cord-342591-6joc2ld1 37 22 ] ] -RRB- cord-342591-6joc2ld1 37 23 [ [ -LRB- cord-342591-6joc2ld1 37 24 32 32 CD cord-342591-6joc2ld1 37 25 ] ] -RRB- cord-342591-6joc2ld1 37 26 , , , cord-342591-6joc2ld1 37 27 [ [ -LRB- cord-342591-6joc2ld1 37 28 39 39 CD cord-342591-6joc2ld1 37 29 , , , cord-342591-6joc2ld1 37 30 41 41 CD cord-342591-6joc2ld1 37 31 ] ] -RRB- cord-342591-6joc2ld1 37 32 and and CC cord-342591-6joc2ld1 37 33 [ [ -LRB- cord-342591-6joc2ld1 37 34 53 53 CD cord-342591-6joc2ld1 37 35 ] ] -RRB- cord-342591-6joc2ld1 37 36 . . . cord-342591-6joc2ld1 38 1 Here here RB cord-342591-6joc2ld1 38 2 , , , cord-342591-6joc2ld1 38 3 a a DT cord-342591-6joc2ld1 38 4 new new JJ cord-342591-6joc2ld1 38 5 epidemiological epidemiological JJ cord-342591-6joc2ld1 38 6 fractional fractional JJ cord-342591-6joc2ld1 38 7 mathematical mathematical JJ cord-342591-6joc2ld1 38 8 model model NN cord-342591-6joc2ld1 38 9 for for IN cord-342591-6joc2ld1 38 10 the the DT cord-342591-6joc2ld1 38 11 COVID-19 covid-19 JJ cord-342591-6joc2ld1 38 12 epidemic epidemic NN cord-342591-6joc2ld1 38 13 is be VBZ cord-342591-6joc2ld1 38 14 proposed propose VBN cord-342591-6joc2ld1 38 15 as as IN cord-342591-6joc2ld1 38 16 an an DT cord-342591-6joc2ld1 38 17 extension extension NN cord-342591-6joc2ld1 38 18 of of IN cord-342591-6joc2ld1 38 19 the the DT cord-342591-6joc2ld1 38 20 classical classical JJ cord-342591-6joc2ld1 38 21 SIR SIR NNP cord-342591-6joc2ld1 38 22 model model NN cord-342591-6joc2ld1 38 23 , , , cord-342591-6joc2ld1 38 24 similar similar JJ cord-342591-6joc2ld1 38 25 to to IN cord-342591-6joc2ld1 38 26 that that DT cord-342591-6joc2ld1 38 27 introduced introduce VBN cord-342591-6joc2ld1 38 28 by by IN cord-342591-6joc2ld1 38 29 Gumel Gumel NNP cord-342591-6joc2ld1 38 30 et et NNP cord-342591-6joc2ld1 38 31 al al NNP cord-342591-6joc2ld1 38 32 . . . cord-342591-6joc2ld1 39 1 for for IN cord-342591-6joc2ld1 39 2 SARS SARS NNP cord-342591-6joc2ld1 39 3 in in IN cord-342591-6joc2ld1 39 4 [ [ -LRB- cord-342591-6joc2ld1 39 5 23 23 CD cord-342591-6joc2ld1 39 6 ] ] -RRB- cord-342591-6joc2ld1 39 7 and and CC cord-342591-6joc2ld1 39 8 as as IN cord-342591-6joc2ld1 39 9 a a DT cord-342591-6joc2ld1 39 10 generalization generalization NN cord-342591-6joc2ld1 39 11 of of IN cord-342591-6joc2ld1 39 12 SIDARTHE SIDARTHE NNP cord-342591-6joc2ld1 39 13 model model NN cord-342591-6joc2ld1 39 14 proposed propose VBN cord-342591-6joc2ld1 39 15 in in IN cord-342591-6joc2ld1 39 16 [ [ -LRB- cord-342591-6joc2ld1 39 17 21 21 CD cord-342591-6joc2ld1 39 18 ] ] -RRB- cord-342591-6joc2ld1 39 19 . . . cord-342591-6joc2ld1 40 1 As as IN cord-342591-6joc2ld1 40 2 explained explain VBN cord-342591-6joc2ld1 40 3 in in IN cord-342591-6joc2ld1 40 4 Section section NN cord-342591-6joc2ld1 40 5 3 3 CD cord-342591-6joc2ld1 40 6 , , , cord-342591-6joc2ld1 40 7 in in IN cord-342591-6joc2ld1 40 8 SIDARTHE SIDARTHE NNP cord-342591-6joc2ld1 40 9 model model NN cord-342591-6joc2ld1 40 10 , , , cord-342591-6joc2ld1 40 11 the the DT cord-342591-6joc2ld1 40 12 infected infected JJ cord-342591-6joc2ld1 40 13 cases case NNS cord-342591-6joc2ld1 40 14 are be VBP cord-342591-6joc2ld1 40 15 classified classify VBN cord-342591-6joc2ld1 40 16 into into IN cord-342591-6joc2ld1 40 17 five five CD cord-342591-6joc2ld1 40 18 different different JJ cord-342591-6joc2ld1 40 19 classes class NNS cord-342591-6joc2ld1 40 20 depending depend VBG cord-342591-6joc2ld1 40 21 on on IN cord-342591-6joc2ld1 40 22 the the DT cord-342591-6joc2ld1 40 23 detection detection NN cord-342591-6joc2ld1 40 24 and and CC cord-342591-6joc2ld1 40 25 the the DT cord-342591-6joc2ld1 40 26 appearance appearance NN cord-342591-6joc2ld1 40 27 of of IN cord-342591-6joc2ld1 40 28 symptoms symptom NNS cord-342591-6joc2ld1 40 29 [ [ -LRB- cord-342591-6joc2ld1 40 30 21 21 CD cord-342591-6joc2ld1 40 31 ] ] -RRB- cord-342591-6joc2ld1 40 32 . . . cord-342591-6joc2ld1 41 1 In in IN cord-342591-6joc2ld1 41 2 this this DT cord-342591-6joc2ld1 41 3 work work NN cord-342591-6joc2ld1 41 4 , , , cord-342591-6joc2ld1 41 5 we -PRON- PRP cord-342591-6joc2ld1 41 6 consider consider VBP cord-342591-6joc2ld1 41 7 the the DT cord-342591-6joc2ld1 41 8 fractional fractional JJ cord-342591-6joc2ld1 41 9 order order NN cord-342591-6joc2ld1 41 10 SIDARTHE SIDARTHE NNP cord-342591-6joc2ld1 41 11 model model NN cord-342591-6joc2ld1 42 1 and and CC cord-342591-6joc2ld1 42 2 then then RB cord-342591-6joc2ld1 42 3 we -PRON- PRP cord-342591-6joc2ld1 42 4 derive derive VBP cord-342591-6joc2ld1 42 5 the the DT cord-342591-6joc2ld1 42 6 fractional fractional JJ cord-342591-6joc2ld1 42 7 order order NN cord-342591-6joc2ld1 42 8 necessary necessary JJ cord-342591-6joc2ld1 42 9 conditions condition NNS cord-342591-6joc2ld1 42 10 for for IN cord-342591-6joc2ld1 42 11 existence existence NN cord-342591-6joc2ld1 42 12 of of IN cord-342591-6joc2ld1 42 13 a a DT cord-342591-6joc2ld1 42 14 stable stable JJ cord-342591-6joc2ld1 42 15 solution solution NN cord-342591-6joc2ld1 42 16 . . . cord-342591-6joc2ld1 43 1 In in IN cord-342591-6joc2ld1 43 2 addition addition NN cord-342591-6joc2ld1 43 3 , , , cord-342591-6joc2ld1 43 4 we -PRON- PRP cord-342591-6joc2ld1 43 5 study study VBP cord-342591-6joc2ld1 43 6 an an DT cord-342591-6joc2ld1 43 7 optimal optimal JJ cord-342591-6joc2ld1 43 8 control control NN cord-342591-6joc2ld1 43 9 plans plan NNS cord-342591-6joc2ld1 43 10 for for IN cord-342591-6joc2ld1 43 11 the the DT cord-342591-6joc2ld1 43 12 fractional fractional JJ cord-342591-6joc2ld1 43 13 order order NN cord-342591-6joc2ld1 43 14 SIDARTHE SIDARTHE NNP cord-342591-6joc2ld1 43 15 model model NN cord-342591-6joc2ld1 43 16 via via IN cord-342591-6joc2ld1 43 17 four four CD cord-342591-6joc2ld1 43 18 control control NN cord-342591-6joc2ld1 43 19 strategies strategy NNS cord-342591-6joc2ld1 43 20 that that WDT cord-342591-6joc2ld1 43 21 include include VBP cord-342591-6joc2ld1 43 22 the the DT cord-342591-6joc2ld1 43 23 availability availability NN cord-342591-6joc2ld1 43 24 of of IN cord-342591-6joc2ld1 43 25 vaccination vaccination NN cord-342591-6joc2ld1 43 26 and and CC cord-342591-6joc2ld1 43 27 existence existence NN cord-342591-6joc2ld1 43 28 of of IN cord-342591-6joc2ld1 43 29 treatments treatment NNS cord-342591-6joc2ld1 43 30 for for IN cord-342591-6joc2ld1 43 31 the the DT cord-342591-6joc2ld1 43 32 infected infect VBN cord-342591-6joc2ld1 43 33 detected detect VBN cord-342591-6joc2ld1 43 34 three three CD cord-342591-6joc2ld1 43 35 population population NN cord-342591-6joc2ld1 43 36 fraction fraction NN cord-342591-6joc2ld1 43 37 phases phase NNS cord-342591-6joc2ld1 43 38 . . . cord-342591-6joc2ld1 44 1 Applying apply VBG cord-342591-6joc2ld1 44 2 the the DT cord-342591-6joc2ld1 44 3 fractional fractional JJ cord-342591-6joc2ld1 44 4 order order NN cord-342591-6joc2ld1 44 5 differential differential NN cord-342591-6joc2ld1 44 6 equations equation NNS cord-342591-6joc2ld1 44 7 numerical numerical JJ cord-342591-6joc2ld1 44 8 solver solver NN cord-342591-6joc2ld1 44 9 using use VBG cord-342591-6joc2ld1 44 10 MATLAB MATLAB NNP cord-342591-6joc2ld1 44 11 software software NN cord-342591-6joc2ld1 44 12 , , , cord-342591-6joc2ld1 44 13 we -PRON- PRP cord-342591-6joc2ld1 44 14 show show VBP cord-342591-6joc2ld1 44 15 the the DT cord-342591-6joc2ld1 44 16 dynamics dynamic NNS cord-342591-6joc2ld1 44 17 of of IN cord-342591-6joc2ld1 44 18 the the DT cord-342591-6joc2ld1 44 19 state state NN cord-342591-6joc2ld1 44 20 variables variable NNS cord-342591-6joc2ld1 44 21 of of IN cord-342591-6joc2ld1 44 22 the the DT cord-342591-6joc2ld1 44 23 model model NN cord-342591-6joc2ld1 44 24 and and CC cord-342591-6joc2ld1 44 25 display display VB cord-342591-6joc2ld1 44 26 the the DT cord-342591-6joc2ld1 44 27 effect effect NN cord-342591-6joc2ld1 44 28 of of IN cord-342591-6joc2ld1 44 29 changing change VBG cord-342591-6joc2ld1 44 30 the the DT cord-342591-6joc2ld1 44 31 fractional fractional JJ cord-342591-6joc2ld1 44 32 derivative derivative JJ cord-342591-6joc2ld1 44 33 order order NN cord-342591-6joc2ld1 44 34 on on IN cord-342591-6joc2ld1 44 35 the the DT cord-342591-6joc2ld1 44 36 system system NN cord-342591-6joc2ld1 44 37 response response NN cord-342591-6joc2ld1 44 38 . . . cord-342591-6joc2ld1 45 1 Also also RB cord-342591-6joc2ld1 45 2 , , , cord-342591-6joc2ld1 45 3 the the DT cord-342591-6joc2ld1 45 4 effect effect NN cord-342591-6joc2ld1 45 5 of of IN cord-342591-6joc2ld1 45 6 changing change VBG cord-342591-6joc2ld1 45 7 the the DT cord-342591-6joc2ld1 45 8 infection infection NN cord-342591-6joc2ld1 45 9 rates rate NNS cord-342591-6joc2ld1 45 10 on on IN cord-342591-6joc2ld1 45 11 the the DT cord-342591-6joc2ld1 45 12 fractional fractional JJ cord-342591-6joc2ld1 45 13 order order NN cord-342591-6joc2ld1 45 14 SIDARTHE SIDARTHE NNP cord-342591-6joc2ld1 45 15 model model NN cord-342591-6joc2ld1 45 16 's 's POS cord-342591-6joc2ld1 45 17 state state NN cord-342591-6joc2ld1 45 18 5 5 CD cord-342591-6joc2ld1 45 19 variables variable NNS cord-342591-6joc2ld1 45 20 . . . cord-342591-6joc2ld1 46 1 We -PRON- PRP cord-342591-6joc2ld1 46 2 also also RB cord-342591-6joc2ld1 46 3 implement implement VBP cord-342591-6joc2ld1 46 4 the the DT cord-342591-6joc2ld1 46 5 optimal optimal JJ cord-342591-6joc2ld1 46 6 control control NN cord-342591-6joc2ld1 46 7 strategies strategy NNS cord-342591-6joc2ld1 46 8 numerically numerically RB cord-342591-6joc2ld1 46 9 for for IN cord-342591-6joc2ld1 46 10 the the DT cord-342591-6joc2ld1 46 11 fractional fractional JJ cord-342591-6joc2ld1 46 12 order order NN cord-342591-6joc2ld1 46 13 SIDARTHE SIDARTHE NNP cord-342591-6joc2ld1 46 14 model model NN cord-342591-6joc2ld1 46 15 . . . cord-342591-6joc2ld1 47 1 The the DT cord-342591-6joc2ld1 47 2 remaining remain VBG cord-342591-6joc2ld1 47 3 parts part NNS cord-342591-6joc2ld1 47 4 of of IN cord-342591-6joc2ld1 47 5 the the DT cord-342591-6joc2ld1 47 6 paper paper NN cord-342591-6joc2ld1 47 7 are be VBP cord-342591-6joc2ld1 47 8 organized organize VBN cord-342591-6joc2ld1 47 9 as as IN cord-342591-6joc2ld1 47 10 follows follow VBZ cord-342591-6joc2ld1 47 11 . . . cord-342591-6joc2ld1 48 1 In in IN cord-342591-6joc2ld1 48 2 Section section NN cord-342591-6joc2ld1 48 3 2 2 CD cord-342591-6joc2ld1 48 4 , , , cord-342591-6joc2ld1 48 5 Preliminaries Preliminaries NNPS cord-342591-6joc2ld1 48 6 and and CC cord-342591-6joc2ld1 48 7 basic basic JJ cord-342591-6joc2ld1 48 8 definition definition NN cord-342591-6joc2ld1 48 9 of of IN cord-342591-6joc2ld1 48 10 the the DT cord-342591-6joc2ld1 48 11 fractional fractional JJ cord-342591-6joc2ld1 48 12 derivative derivative NN cord-342591-6joc2ld1 48 13 are be VBP cord-342591-6joc2ld1 48 14 introduced introduce VBN cord-342591-6joc2ld1 48 15 . . . cord-342591-6joc2ld1 49 1 Describing describe VBG cord-342591-6joc2ld1 49 2 COVID-19 covid-19 JJ cord-342591-6joc2ld1 49 3 epidemic epidemic NN cord-342591-6joc2ld1 49 4 SIDARTHE SIDARTHE NNP cord-342591-6joc2ld1 49 5 fractional fractional JJ cord-342591-6joc2ld1 49 6 mathematical mathematical JJ cord-342591-6joc2ld1 49 7 model model NN cord-342591-6joc2ld1 49 8 is be VBZ cord-342591-6joc2ld1 49 9 introduced introduce VBN cord-342591-6joc2ld1 49 10 in in IN cord-342591-6joc2ld1 49 11 Section section NN cord-342591-6joc2ld1 49 12 3 3 CD cord-342591-6joc2ld1 49 13 . . . cord-342591-6joc2ld1 50 1 The the DT cord-342591-6joc2ld1 50 2 details detail NNS cord-342591-6joc2ld1 50 3 of of IN cord-342591-6joc2ld1 50 4 the the DT cord-342591-6joc2ld1 50 5 optimal optimal JJ cord-342591-6joc2ld1 50 6 control control NN cord-342591-6joc2ld1 50 7 strategy strategy NN cord-342591-6joc2ld1 50 8 and and CC cord-342591-6joc2ld1 50 9 its -PRON- PRP$ cord-342591-6joc2ld1 50 10 implementation implementation NN cord-342591-6joc2ld1 50 11 are be VBP cord-342591-6joc2ld1 50 12 given give VBN cord-342591-6joc2ld1 50 13 in in IN cord-342591-6joc2ld1 50 14 Section section NN cord-342591-6joc2ld1 50 15 4 4 CD cord-342591-6joc2ld1 50 16 . . . cord-342591-6joc2ld1 51 1 Numerical numerical JJ cord-342591-6joc2ld1 51 2 simulations simulation NNS cord-342591-6joc2ld1 51 3 of of IN cord-342591-6joc2ld1 51 4 the the DT cord-342591-6joc2ld1 51 5 uncontrolled uncontrolled JJ cord-342591-6joc2ld1 51 6 fractional fractional JJ cord-342591-6joc2ld1 51 7 order order NN cord-342591-6joc2ld1 51 8 SIDARTHE SIDARTHE NNP cord-342591-6joc2ld1 51 9 model model NN cord-342591-6joc2ld1 51 10 , , , cord-342591-6joc2ld1 51 11 the the DT cord-342591-6joc2ld1 51 12 effects effect NNS cord-342591-6joc2ld1 51 13 of of IN cord-342591-6joc2ld1 51 14 changing change VBG cord-342591-6joc2ld1 51 15 the the DT cord-342591-6joc2ld1 51 16 fractional fractional JJ cord-342591-6joc2ld1 51 17 derivative derivative JJ cord-342591-6joc2ld1 51 18 order order NN cord-342591-6joc2ld1 51 19 on on IN cord-342591-6joc2ld1 51 20 the the DT cord-342591-6joc2ld1 51 21 system system NN cord-342591-6joc2ld1 51 22 response response NN cord-342591-6joc2ld1 51 23 and and CC cord-342591-6joc2ld1 51 24 the the DT cord-342591-6joc2ld1 51 25 effects effect NNS cord-342591-6joc2ld1 51 26 of of IN cord-342591-6joc2ld1 51 27 changing change VBG cord-342591-6joc2ld1 51 28 the the DT cord-342591-6joc2ld1 51 29 infection infection NN cord-342591-6joc2ld1 51 30 rates rate NNS cord-342591-6joc2ld1 51 31 are be VBP cord-342591-6joc2ld1 51 32 all all DT cord-342591-6joc2ld1 51 33 given give VBN cord-342591-6joc2ld1 51 34 in in IN cord-342591-6joc2ld1 51 35 Section section NN cord-342591-6joc2ld1 51 36 5 5 CD cord-342591-6joc2ld1 51 37 . . . cord-342591-6joc2ld1 52 1 Numerical numerical JJ cord-342591-6joc2ld1 52 2 simulations simulation NNS cord-342591-6joc2ld1 52 3 of of IN cord-342591-6joc2ld1 52 4 the the DT cord-342591-6joc2ld1 52 5 controlled control VBN cord-342591-6joc2ld1 52 6 fractional fractional JJ cord-342591-6joc2ld1 52 7 order order NN cord-342591-6joc2ld1 52 8 SIDARTHE SIDARTHE NNP cord-342591-6joc2ld1 52 9 model model NN cord-342591-6joc2ld1 52 10 and and CC cord-342591-6joc2ld1 52 11 the the DT cord-342591-6joc2ld1 52 12 effects effect NNS cord-342591-6joc2ld1 52 13 of of IN cord-342591-6joc2ld1 52 14 applying apply VBG cord-342591-6joc2ld1 52 15 the the DT cord-342591-6joc2ld1 52 16 proposed propose VBN cord-342591-6joc2ld1 52 17 control control NN cord-342591-6joc2ld1 52 18 strategies strategy NNS cord-342591-6joc2ld1 52 19 are be VBP cord-342591-6joc2ld1 52 20 represented represent VBN cord-342591-6joc2ld1 52 21 in in IN cord-342591-6joc2ld1 52 22 Section section NN cord-342591-6joc2ld1 52 23 6 6 CD cord-342591-6joc2ld1 52 24 . . . cord-342591-6joc2ld1 53 1 The the DT cord-342591-6joc2ld1 53 2 concluding conclude VBG cord-342591-6joc2ld1 53 3 remarks remark NNS cord-342591-6joc2ld1 53 4 are be VBP cord-342591-6joc2ld1 53 5 put put VBN cord-342591-6joc2ld1 53 6 in in IN cord-342591-6joc2ld1 53 7 Section section NN cord-342591-6joc2ld1 53 8 7 7 CD cord-342591-6joc2ld1 53 9 followed follow VBN cord-342591-6joc2ld1 53 10 by by IN cord-342591-6joc2ld1 53 11 the the DT cord-342591-6joc2ld1 53 12 list list NN cord-342591-6joc2ld1 53 13 of of IN cord-342591-6joc2ld1 53 14 cited cited JJ cord-342591-6joc2ld1 53 15 references reference NNS cord-342591-6joc2ld1 53 16 . . . cord-342591-6joc2ld1 54 1 Many many JJ cord-342591-6joc2ld1 54 2 definitions definition NNS cord-342591-6joc2ld1 54 3 of of IN cord-342591-6joc2ld1 54 4 fractional fractional JJ cord-342591-6joc2ld1 54 5 order order NN cord-342591-6joc2ld1 54 6 derivatives derivative NNS cord-342591-6joc2ld1 54 7 exist exist VBP cord-342591-6joc2ld1 54 8 such such JJ cord-342591-6joc2ld1 54 9 as as IN cord-342591-6joc2ld1 54 10 Riemann Riemann NNP cord-342591-6joc2ld1 54 11 - - HYPH cord-342591-6joc2ld1 54 12 Lioville Lioville NNP cord-342591-6joc2ld1 54 13 's 's POS cord-342591-6joc2ld1 54 14 derivative derivative NN cord-342591-6joc2ld1 54 15 , , , cord-342591-6joc2ld1 54 16 Grunwald Grunwald NNP cord-342591-6joc2ld1 54 17 Letnikov Letnikov NNP cord-342591-6joc2ld1 54 18 's 's POS cord-342591-6joc2ld1 54 19 derivative derivative JJ cord-342591-6joc2ld1 54 20 , , , cord-342591-6joc2ld1 54 21 Caputo Caputo NNP cord-342591-6joc2ld1 54 22 's 's POS cord-342591-6joc2ld1 54 23 derivative derivative JJ cord-342591-6joc2ld1 54 24 , , , cord-342591-6joc2ld1 54 25 Caputo Caputo NNP cord-342591-6joc2ld1 54 26 - - HYPH cord-342591-6joc2ld1 54 27 Fabrizio Fabrizio NNP cord-342591-6joc2ld1 54 28 , , , cord-342591-6joc2ld1 54 29 Atangana Atangana NNP cord-342591-6joc2ld1 54 30 - - HYPH cord-342591-6joc2ld1 54 31 Baleanu Baleanu NNP cord-342591-6joc2ld1 54 32 , , , cord-342591-6joc2ld1 54 33 etc etc FW cord-342591-6joc2ld1 54 34 . . . cord-342591-6joc2ld1 55 1 The the DT cord-342591-6joc2ld1 55 2 interested interested JJ cord-342591-6joc2ld1 55 3 reader reader NN cord-342591-6joc2ld1 55 4 can can MD cord-342591-6joc2ld1 55 5 consult consult VB cord-342591-6joc2ld1 55 6 for for IN cord-342591-6joc2ld1 55 7 example example NN cord-342591-6joc2ld1 55 8 [ [ -LRB- cord-342591-6joc2ld1 55 9 42 42 CD cord-342591-6joc2ld1 55 10 , , , cord-342591-6joc2ld1 55 11 43 43 CD cord-342591-6joc2ld1 55 12 ] ] -RRB- cord-342591-6joc2ld1 55 13 and and CC cord-342591-6joc2ld1 55 14 the the DT cord-342591-6joc2ld1 55 15 references reference NNS cord-342591-6joc2ld1 55 16 therein therein RB cord-342591-6joc2ld1 55 17 for for IN cord-342591-6joc2ld1 55 18 more more JJR cord-342591-6joc2ld1 55 19 details detail NNS cord-342591-6joc2ld1 55 20 about about IN cord-342591-6joc2ld1 55 21 fractional fractional JJ cord-342591-6joc2ld1 55 22 order order NN cord-342591-6joc2ld1 55 23 defintions defintion NNS cord-342591-6joc2ld1 55 24 with with IN cord-342591-6joc2ld1 55 25 applications application NNS cord-342591-6joc2ld1 55 26 . . . cord-342591-6joc2ld1 56 1 We -PRON- PRP cord-342591-6joc2ld1 56 2 have have VBP cord-342591-6joc2ld1 56 3 used use VBN cord-342591-6joc2ld1 56 4 Caputo Caputo NNP cord-342591-6joc2ld1 56 5 's 's POS cord-342591-6joc2ld1 56 6 definition definition NN cord-342591-6joc2ld1 56 7 throughout throughout IN cord-342591-6joc2ld1 56 8 the the DT cord-342591-6joc2ld1 56 9 paper paper NN cord-342591-6joc2ld1 56 10 . . . cord-342591-6joc2ld1 57 1 Caputo Caputo NNP cord-342591-6joc2ld1 57 2 fractional fractional JJ cord-342591-6joc2ld1 57 3 derivative derivative JJ cord-342591-6joc2ld1 57 4 operator operator NN cord-342591-6joc2ld1 57 5 q q NN cord-342591-6joc2ld1 57 6   NN cord-342591-6joc2ld1 57 7 of of IN cord-342591-6joc2ld1 57 8 order order NN cord-342591-6joc2ld1 58 1 q q NNP cord-342591-6joc2ld1 58 2 ( ( -LRB- cord-342591-6joc2ld1 58 3 see see VB cord-342591-6joc2ld1 58 4 [ [ -LRB- cord-342591-6joc2ld1 58 5 18 18 CD cord-342591-6joc2ld1 58 6 , , , cord-342591-6joc2ld1 58 7 30 30 CD cord-342591-6joc2ld1 58 8 , , , cord-342591-6joc2ld1 58 9 39 39 CD cord-342591-6joc2ld1 58 10 , , , cord-342591-6joc2ld1 58 11 42 42 CD cord-342591-6joc2ld1 58 12 , , , cord-342591-6joc2ld1 58 13 43 43 CD cord-342591-6joc2ld1 58 14 , , , cord-342591-6joc2ld1 58 15 49 49 CD cord-342591-6joc2ld1 58 16 ] ] -RRB- cord-342591-6joc2ld1 58 17 ) ) -RRB- cord-342591-6joc2ld1 58 18 is be VBZ cord-342591-6joc2ld1 58 19 defined define VBN cord-342591-6joc2ld1 58 20 as as IN cord-342591-6joc2ld1 58 21 : : : cord-342591-6joc2ld1 58 22 symbolizes symbolize VBZ cord-342591-6joc2ld1 58 23 the the DT cord-342591-6joc2ld1 58 24 Gamma Gamma NNP cord-342591-6joc2ld1 58 25 function function NN cord-342591-6joc2ld1 58 26 . . . cord-342591-6joc2ld1 59 1 For for IN cord-342591-6joc2ld1 59 2 more more JJR cord-342591-6joc2ld1 59 3 details detail NNS cord-342591-6joc2ld1 59 4 about about IN cord-342591-6joc2ld1 59 5 the the DT cord-342591-6joc2ld1 59 6 basic basic JJ cord-342591-6joc2ld1 59 7 definitions definition NNS cord-342591-6joc2ld1 59 8 and and CC cord-342591-6joc2ld1 59 9 characteristics characteristic NNS cord-342591-6joc2ld1 59 10 of of IN cord-342591-6joc2ld1 59 11 fractional fractional JJ cord-342591-6joc2ld1 59 12 derivatives derivative NNS cord-342591-6joc2ld1 59 13 see see VBP cord-342591-6joc2ld1 59 14 [ [ -LRB- cord-342591-6joc2ld1 59 15 18 18 CD cord-342591-6joc2ld1 59 16 , , , cord-342591-6joc2ld1 59 17 30 30 CD cord-342591-6joc2ld1 59 18 , , , cord-342591-6joc2ld1 59 19 39 39 CD cord-342591-6joc2ld1 59 20 , , , cord-342591-6joc2ld1 59 21 49 49 CD cord-342591-6joc2ld1 59 22 ] ] -RRB- cord-342591-6joc2ld1 59 23 . . . cord-342591-6joc2ld1 60 1 Notation notation NN cord-342591-6joc2ld1 60 2 : : : cord-342591-6joc2ld1 61 1 For for IN cord-342591-6joc2ld1 61 2 numerical numerical JJ cord-342591-6joc2ld1 61 3 simulations simulation NNS cord-342591-6joc2ld1 61 4 , , , cord-342591-6joc2ld1 61 5 the the DT cord-342591-6joc2ld1 61 6 predictor predictor NN cord-342591-6joc2ld1 61 7 - - HYPH cord-342591-6joc2ld1 61 8 corrector corrector NN cord-342591-6joc2ld1 61 9 PECE PECE NNP cord-342591-6joc2ld1 61 10 method method NN cord-342591-6joc2ld1 61 11 of of IN cord-342591-6joc2ld1 61 12 Adams Adams NNP cord-342591-6joc2ld1 61 13 - - HYPH cord-342591-6joc2ld1 61 14 Bashforth Bashforth NNP cord-342591-6joc2ld1 61 15 - - HYPH cord-342591-6joc2ld1 61 16 Moulton Moulton NNP cord-342591-6joc2ld1 61 17 type type NN cord-342591-6joc2ld1 61 18 described describe VBN cord-342591-6joc2ld1 61 19 in in IN cord-342591-6joc2ld1 61 20 details detail NNS cord-342591-6joc2ld1 61 21 in in IN cord-342591-6joc2ld1 61 22 [ [ -LRB- cord-342591-6joc2ld1 61 23 15 15 CD cord-342591-6joc2ld1 61 24 , , , cord-342591-6joc2ld1 61 25 19 19 CD cord-342591-6joc2ld1 61 26 ] ] -RRB- cord-342591-6joc2ld1 61 27 has have VBZ cord-342591-6joc2ld1 61 28 been be VBN cord-342591-6joc2ld1 61 29 utilized utilize VBN cord-342591-6joc2ld1 61 30 and and CC cord-342591-6joc2ld1 61 31 programmed program VBN cord-342591-6joc2ld1 61 32 with with IN cord-342591-6joc2ld1 61 33 MATLAB MATLAB NNP cord-342591-6joc2ld1 61 34 software software NN cord-342591-6joc2ld1 61 35 . . . cord-342591-6joc2ld1 61 36 _SP cord-342591-6joc2ld1 62 1 Giulia Giulia NNP cord-342591-6joc2ld1 62 2 Giordano Giordano NNP cord-342591-6joc2ld1 62 3 et et NNP cord-342591-6joc2ld1 62 4 al al NNP cord-342591-6joc2ld1 62 5 . . . cord-342591-6joc2ld1 63 1 in in IN cord-342591-6joc2ld1 63 2 [ [ -LRB- cord-342591-6joc2ld1 63 3 21 21 CD cord-342591-6joc2ld1 63 4 ] ] -RRB- cord-342591-6joc2ld1 63 5 modeled model VBD cord-342591-6joc2ld1 63 6 the the DT cord-342591-6joc2ld1 63 7 COVID-19 covid-19 JJ cord-342591-6joc2ld1 63 8 epidemic epidemic NN cord-342591-6joc2ld1 63 9 via via IN cord-342591-6joc2ld1 63 10 SIDARTHE SIDARTHE NNP cord-342591-6joc2ld1 63 11 and and CC cord-342591-6joc2ld1 63 12 compare compare VB cord-342591-6joc2ld1 63 13 its -PRON- PRP$ cord-342591-6joc2ld1 63 14 response response NN cord-342591-6joc2ld1 63 15 with with IN cord-342591-6joc2ld1 63 16 the the DT cord-342591-6joc2ld1 63 17 real real JJ cord-342591-6joc2ld1 63 18 data datum NNS cord-342591-6joc2ld1 63 19 in in IN cord-342591-6joc2ld1 63 20 Italy Italy NNP cord-342591-6joc2ld1 63 21 . . . cord-342591-6joc2ld1 64 1 SIDARTHE SIDARTHE NNP cord-342591-6joc2ld1 64 2 distinguishes distinguish VBZ cord-342591-6joc2ld1 64 3 between between IN cord-342591-6joc2ld1 64 4 determined determined JJ cord-342591-6joc2ld1 64 5 infected infected JJ cord-342591-6joc2ld1 64 6 cases case NNS cord-342591-6joc2ld1 64 7 and and CC cord-342591-6joc2ld1 64 8 undetermined undetermined JJ cord-342591-6joc2ld1 64 9 infected infected JJ cord-342591-6joc2ld1 64 10 cases case NNS cord-342591-6joc2ld1 64 11 and and CC cord-342591-6joc2ld1 64 12 between between IN cord-342591-6joc2ld1 64 13 various various JJ cord-342591-6joc2ld1 64 14 degrees degree NNS cord-342591-6joc2ld1 64 15 of of IN cord-342591-6joc2ld1 64 16 illness illness NN cord-342591-6joc2ld1 64 17 ( ( -LRB- cord-342591-6joc2ld1 64 18 DOI DOI NNP cord-342591-6joc2ld1 64 19 ) ) -RRB- cord-342591-6joc2ld1 64 20 . . . cord-342591-6joc2ld1 65 1 In in IN cord-342591-6joc2ld1 65 2 SIDARTHE SIDARTHE NNP cord-342591-6joc2ld1 65 3 COVID-19 COVID-19 NNP cord-342591-6joc2ld1 65 4 epidemic epidemic NN cord-342591-6joc2ld1 65 5 model model NN cord-342591-6joc2ld1 65 6 , , , cord-342591-6joc2ld1 65 7 the the DT cord-342591-6joc2ld1 65 8 total total JJ cord-342591-6joc2ld1 65 9 population population NN cord-342591-6joc2ld1 65 10 is be VBZ cord-342591-6joc2ld1 65 11 partitioned partition VBN cord-342591-6joc2ld1 65 12 into into IN cord-342591-6joc2ld1 65 13 eight eight CD cord-342591-6joc2ld1 65 14 phases phase NNS cord-342591-6joc2ld1 65 15 of of IN cord-342591-6joc2ld1 65 16 malady malady NN cord-342591-6joc2ld1 65 17 as as IN cord-342591-6joc2ld1 65 18 recorded record VBN cord-342591-6joc2ld1 65 19 in in IN cord-342591-6joc2ld1 65 20 the the DT cord-342591-6joc2ld1 65 21 Table Table NNP cord-342591-6joc2ld1 65 22 1 1 CD cord-342591-6joc2ld1 65 23 . . . cord-342591-6joc2ld1 66 1 Figure figure NN cord-342591-6joc2ld1 66 2 1 1 CD cord-342591-6joc2ld1 66 3 shows show VBZ cord-342591-6joc2ld1 66 4 the the DT cord-342591-6joc2ld1 66 5 interaction interaction NN cord-342591-6joc2ld1 66 6 graph graph NN cord-342591-6joc2ld1 66 7 ( ( -LRB- cord-342591-6joc2ld1 66 8   NNP cord-342591-6joc2ld1 66 9 ) ) -RRB- cord-342591-6joc2ld1 66 10 between between IN cord-342591-6joc2ld1 66 11 the the DT cord-342591-6joc2ld1 66 12 eight eight CD cord-342591-6joc2ld1 66 13 phases phase NNS cord-342591-6joc2ld1 66 14 of of IN cord-342591-6joc2ld1 66 15 malady malady NN cord-342591-6joc2ld1 66 16 . . . cord-342591-6joc2ld1 67 1 In in IN cord-342591-6joc2ld1 67 2 Figure figure NN cord-342591-6joc2ld1 67 3 1 1 CD cord-342591-6joc2ld1 67 4 , , , cord-342591-6joc2ld1 67 5 the the DT cord-342591-6joc2ld1 67 6 susceptible susceptible JJ cord-342591-6joc2ld1 67 7 population population NN cord-342591-6joc2ld1 67 8 partition partition NN cord-342591-6joc2ld1 67 9 is be VBZ cord-342591-6joc2ld1 67 10 partitioned partition VBN cord-342591-6joc2ld1 67 11 into into IN cord-342591-6joc2ld1 67 12 four four CD cord-342591-6joc2ld1 67 13 sub sub NN cord-342591-6joc2ld1 67 14 - - NNS cord-342591-6joc2ld1 67 15 phases phase NNS cord-342591-6joc2ld1 67 16 to to TO cord-342591-6joc2ld1 67 17 show show VB cord-342591-6joc2ld1 67 18 the the DT cord-342591-6joc2ld1 67 19 hidden hide VBN cord-342591-6joc2ld1 67 20 sub sub NN cord-342591-6joc2ld1 67 21 - - NNS cord-342591-6joc2ld1 67 22 phases phase NNS cord-342591-6joc2ld1 67 23 of of IN cord-342591-6joc2ld1 67 24 the the DT cord-342591-6joc2ld1 67 25 susceptible susceptible JJ cord-342591-6joc2ld1 67 26 population population NN cord-342591-6joc2ld1 67 27 partition partition NN cord-342591-6joc2ld1 67 28 , , , cord-342591-6joc2ld1 67 29 namely namely RB cord-342591-6joc2ld1 67 30 . . . cord-342591-6joc2ld1 68 1 The the DT cord-342591-6joc2ld1 68 2 detailed detailed JJ cord-342591-6joc2ld1 68 3 interaction interaction NN cord-342591-6joc2ld1 68 4 digraph digraph NN cord-342591-6joc2ld1 68 5 in in IN cord-342591-6joc2ld1 68 6 Figure Figure NNP cord-342591-6joc2ld1 68 7 1 1 CD cord-342591-6joc2ld1 68 8 is be VBZ cord-342591-6joc2ld1 68 9 named name VBN cord-342591-6joc2ld1 68 10   NNP cord-342591-6joc2ld1 68 11 that that WDT cord-342591-6joc2ld1 68 12 may may MD cord-342591-6joc2ld1 68 13 be be VB cord-342591-6joc2ld1 68 14 studied study VBN cord-342591-6joc2ld1 68 15 using use VBG cord-342591-6joc2ld1 68 16 graph graph NN cord-342591-6joc2ld1 68 17 theory theory NN cord-342591-6joc2ld1 68 18 tools tool NNS cord-342591-6joc2ld1 68 19 to to TO cord-342591-6joc2ld1 68 20 discover discover VB cord-342591-6joc2ld1 68 21 more more JJR cord-342591-6joc2ld1 68 22 features feature NNS cord-342591-6joc2ld1 68 23 about about IN cord-342591-6joc2ld1 68 24 the the DT cord-342591-6joc2ld1 68 25 model model NN cord-342591-6joc2ld1 68 26 . . . cord-342591-6joc2ld1 69 1 Infected infected JJ cord-342591-6joc2ld1 69 2 ( ( -LRB- cord-342591-6joc2ld1 69 3 symptomless symptomless JJ cord-342591-6joc2ld1 69 4 , , , cord-342591-6joc2ld1 69 5 undetermined undetermined JJ cord-342591-6joc2ld1 69 6 ) ) -RRB- cord-342591-6joc2ld1 69 7 population population NN cord-342591-6joc2ld1 69 8 fraction fraction NN cord-342591-6joc2ld1 69 9 . . . cord-342591-6joc2ld1 70 1 Diagnosed diagnose VBN cord-342591-6joc2ld1 70 2 ( ( -LRB- cord-342591-6joc2ld1 70 3 infected infect VBN cord-342591-6joc2ld1 70 4 , , , cord-342591-6joc2ld1 70 5 symptomless symptomless JJ cord-342591-6joc2ld1 70 6 , , , cord-342591-6joc2ld1 70 7 determined determined JJ cord-342591-6joc2ld1 70 8 ) ) -RRB- cord-342591-6joc2ld1 70 9 population population NN cord-342591-6joc2ld1 70 10 fraction fraction NN cord-342591-6joc2ld1 70 11 . . . cord-342591-6joc2ld1 71 1 Ailing ail VBG cord-342591-6joc2ld1 71 2 ( ( -LRB- cord-342591-6joc2ld1 71 3 infected infect VBN cord-342591-6joc2ld1 71 4 , , , cord-342591-6joc2ld1 71 5 with with IN cord-342591-6joc2ld1 71 6 symptoms symptom NNS cord-342591-6joc2ld1 71 7 undetermined undetermined JJ cord-342591-6joc2ld1 71 8 ) ) -RRB- cord-342591-6joc2ld1 71 9 population population NN cord-342591-6joc2ld1 71 10 fraction fraction NN cord-342591-6joc2ld1 71 11 . . . cord-342591-6joc2ld1 72 1 Recognized recognize VBN cord-342591-6joc2ld1 72 2 ( ( -LRB- cord-342591-6joc2ld1 72 3 infected infect VBN cord-342591-6joc2ld1 72 4 , , , cord-342591-6joc2ld1 72 5 with with IN cord-342591-6joc2ld1 72 6 symptoms symptom NNS cord-342591-6joc2ld1 72 7 , , , cord-342591-6joc2ld1 72 8 determined determine VBN cord-342591-6joc2ld1 72 9 ) ) -RRB- cord-342591-6joc2ld1 72 10 population population NN cord-342591-6joc2ld1 72 11 fraction fraction NN cord-342591-6joc2ld1 72 12 . . . cord-342591-6joc2ld1 73 1 Threatened threaten VBN cord-342591-6joc2ld1 73 2 ( ( -LRB- cord-342591-6joc2ld1 73 3 infected infect VBN cord-342591-6joc2ld1 73 4 , , , cord-342591-6joc2ld1 73 5 with with IN cord-342591-6joc2ld1 73 6 life life NN cord-342591-6joc2ld1 73 7 - - HYPH cord-342591-6joc2ld1 73 8 menacing menace VBG cord-342591-6joc2ld1 73 9 symptoms symptom NNS cord-342591-6joc2ld1 73 10 , , , cord-342591-6joc2ld1 73 11 determined determine VBN cord-342591-6joc2ld1 73 12 ) ) -RRB- cord-342591-6joc2ld1 73 13 population population NN cord-342591-6joc2ld1 73 14 fraction fraction NN cord-342591-6joc2ld1 73 15 . . . cord-342591-6joc2ld1 74 1 Healed heal VBN cord-342591-6joc2ld1 74 2 ( ( -LRB- cord-342591-6joc2ld1 74 3 recuperate recuperate VB cord-342591-6joc2ld1 74 4 ) ) -RRB- cord-342591-6joc2ld1 75 1 population population NN cord-342591-6joc2ld1 75 2 fraction fraction NN cord-342591-6joc2ld1 75 3 . . . cord-342591-6joc2ld1 76 1 Extinct Extinct NNP cord-342591-6joc2ld1 76 2 ( ( -LRB- cord-342591-6joc2ld1 76 3 died die VBN cord-342591-6joc2ld1 76 4 out out RP cord-342591-6joc2ld1 76 5 ) ) -RRB- cord-342591-6joc2ld1 76 6 population population NN cord-342591-6joc2ld1 76 7 fraction fraction NN cord-342591-6joc2ld1 76 8 . . . cord-342591-6joc2ld1 77 1 Table table NN cord-342591-6joc2ld1 77 2 1 1 CD cord-342591-6joc2ld1 77 3 where where WRB cord-342591-6joc2ld1 77 4 the the DT cord-342591-6joc2ld1 77 5 sub sub JJ cord-342591-6joc2ld1 77 6 - - HYPH cord-342591-6joc2ld1 77 7 phases phase NNS cord-342591-6joc2ld1 77 8 SI SI NNP cord-342591-6joc2ld1 77 9 , , , cord-342591-6joc2ld1 77 10 SD SD NNP cord-342591-6joc2ld1 77 11 , , , cord-342591-6joc2ld1 77 12 SA SA NNP cord-342591-6joc2ld1 77 13 , , , cord-342591-6joc2ld1 77 14 SR SR NNP cord-342591-6joc2ld1 77 15 are be VBP cord-342591-6joc2ld1 77 16 appeared appear VBN cord-342591-6joc2ld1 77 17 . . . cord-342591-6joc2ld1 78 1 The the DT cord-342591-6joc2ld1 78 2 COVID-19 covid-19 JJ cord-342591-6joc2ld1 78 3 epidemic epidemic NN cord-342591-6joc2ld1 78 4 SIDARTHE SIDARTHE NNP cord-342591-6joc2ld1 78 5 is be VBZ cord-342591-6joc2ld1 78 6 modeled model VBN cord-342591-6joc2ld1 78 7 mathematically mathematically RB cord-342591-6joc2ld1 78 8 by by IN cord-342591-6joc2ld1 78 9 eight eight CD cord-342591-6joc2ld1 78 10 ordinary ordinary JJ cord-342591-6joc2ld1 78 11 differential differential JJ cord-342591-6joc2ld1 78 12 equations equation NNS cord-342591-6joc2ld1 78 13 [ [ -LRB- cord-342591-6joc2ld1 78 14 21 21 CD cord-342591-6joc2ld1 78 15 ] ] -RRB- cord-342591-6joc2ld1 78 16 . . . cord-342591-6joc2ld1 79 1 The the DT cord-342591-6joc2ld1 79 2 deterministic deterministic JJ cord-342591-6joc2ld1 79 3 characteristic characteristic NN cord-342591-6joc2ld1 79 4 is be VBZ cord-342591-6joc2ld1 79 5 essential essential JJ cord-342591-6joc2ld1 79 6 in in IN cord-342591-6joc2ld1 79 7 modeling model VBG cord-342591-6joc2ld1 79 8 the the DT cord-342591-6joc2ld1 79 9 epidemics epidemic NNS cord-342591-6joc2ld1 79 10 transition transition NN cord-342591-6joc2ld1 79 11 phenomena phenomenon NNS cord-342591-6joc2ld1 79 12 ; ; : cord-342591-6joc2ld1 79 13 the the DT cord-342591-6joc2ld1 79 14 fractional fractional JJ cord-342591-6joc2ld1 79 15 derivative derivative NN cord-342591-6joc2ld1 79 16 is be VBZ cord-342591-6joc2ld1 79 17 very very RB cord-342591-6joc2ld1 79 18 useful useful JJ cord-342591-6joc2ld1 79 19 in in IN cord-342591-6joc2ld1 79 20 modeling model VBG cord-342591-6joc2ld1 79 21 the the DT cord-342591-6joc2ld1 79 22 epidemics epidemic NNS cord-342591-6joc2ld1 79 23 transition transition NN cord-342591-6joc2ld1 79 24 systems system NNS cord-342591-6joc2ld1 79 25 because because IN cord-342591-6joc2ld1 79 26 they -PRON- PRP cord-342591-6joc2ld1 79 27 consider consider VBP cord-342591-6joc2ld1 79 28 the the DT cord-342591-6joc2ld1 79 29 memory memory NN cord-342591-6joc2ld1 79 30 effect effect NN cord-342591-6joc2ld1 79 31 and and CC cord-342591-6joc2ld1 79 32 the the DT cord-342591-6joc2ld1 79 33 universal universal JJ cord-342591-6joc2ld1 79 34 properties property NNS cord-342591-6joc2ld1 79 35 of of IN cord-342591-6joc2ld1 79 36 the the DT cord-342591-6joc2ld1 79 37 system system NN cord-342591-6joc2ld1 79 38 , , , cord-342591-6joc2ld1 79 39 that that WDT cord-342591-6joc2ld1 79 40 are be VBP cord-342591-6joc2ld1 79 41 primary primary JJ cord-342591-6joc2ld1 79 42 in in IN cord-342591-6joc2ld1 79 43 the the DT cord-342591-6joc2ld1 79 44 deterministic deterministic JJ cord-342591-6joc2ld1 79 45 feature feature NN cord-342591-6joc2ld1 79 46 . . . cord-342591-6joc2ld1 80 1 The the DT cord-342591-6joc2ld1 80 2 system system NN cord-342591-6joc2ld1 80 3 is be VBZ cord-342591-6joc2ld1 80 4 said say VBN cord-342591-6joc2ld1 80 5 to to TO cord-342591-6joc2ld1 80 6 have have VB cord-342591-6joc2ld1 80 7 a a DT cord-342591-6joc2ld1 80 8 memory memory NN cord-342591-6joc2ld1 80 9 effect effect NN cord-342591-6joc2ld1 80 10 if if IN cord-342591-6joc2ld1 80 11 its -PRON- PRP$ cord-342591-6joc2ld1 80 12 future future JJ cord-342591-6joc2ld1 80 13 states state NNS cord-342591-6joc2ld1 80 14 depend depend VBP cord-342591-6joc2ld1 80 15 on on IN cord-342591-6joc2ld1 80 16 its -PRON- PRP$ cord-342591-6joc2ld1 80 17 current current JJ cord-342591-6joc2ld1 80 18 states state NNS cord-342591-6joc2ld1 80 19 and and CC cord-342591-6joc2ld1 80 20 the the DT cord-342591-6joc2ld1 80 21 history history NN cord-342591-6joc2ld1 80 22 of of IN cord-342591-6joc2ld1 80 23 the the DT cord-342591-6joc2ld1 80 24 states state NNS cord-342591-6joc2ld1 80 25 , , , cord-342591-6joc2ld1 80 26 and and CC cord-342591-6joc2ld1 80 27 the the DT cord-342591-6joc2ld1 80 28 fractional fractional JJ cord-342591-6joc2ld1 80 29 operator operator NN cord-342591-6joc2ld1 80 30 has have VBZ cord-342591-6joc2ld1 80 31 this this DT cord-342591-6joc2ld1 80 32 memory memory NN cord-342591-6joc2ld1 80 33 effect effect NN cord-342591-6joc2ld1 80 34 feature feature NN cord-342591-6joc2ld1 80 35 so so IN cord-342591-6joc2ld1 80 36 it -PRON- PRP cord-342591-6joc2ld1 80 37 is be VBZ cord-342591-6joc2ld1 80 38 very very RB cord-342591-6joc2ld1 80 39 helpful helpful JJ cord-342591-6joc2ld1 80 40 in in IN cord-342591-6joc2ld1 80 41 modeling model VBG cord-342591-6joc2ld1 80 42 the the DT cord-342591-6joc2ld1 80 43 COVID-19 COVID-19 NNP cord-342591-6joc2ld1 80 44 diffusion diffusion NN cord-342591-6joc2ld1 80 45 model model NN cord-342591-6joc2ld1 80 46 . . . cord-342591-6joc2ld1 81 1 Here here RB cord-342591-6joc2ld1 81 2 , , , cord-342591-6joc2ld1 81 3 as as IN cord-342591-6joc2ld1 81 4 recorded record VBN cord-342591-6joc2ld1 81 5 in in IN cord-342591-6joc2ld1 81 6 equations equation NNS cord-342591-6joc2ld1 81 7 ( ( -LRB- cord-342591-6joc2ld1 81 8 3.1 3.1 CD cord-342591-6joc2ld1 81 9 ) ) -RRB- cord-342591-6joc2ld1 81 10 to to IN cord-342591-6joc2ld1 81 11 ( ( -LRB- cord-342591-6joc2ld1 81 12 3.8 3.8 CD cord-342591-6joc2ld1 81 13 ) ) -RRB- cord-342591-6joc2ld1 81 14 , , , cord-342591-6joc2ld1 81 15 the the DT cord-342591-6joc2ld1 81 16 dynamics dynamic NNS cord-342591-6joc2ld1 81 17 of of IN cord-342591-6joc2ld1 81 18 the the DT cord-342591-6joc2ld1 81 19 population population NN cord-342591-6joc2ld1 81 20 in in IN cord-342591-6joc2ld1 81 21 each each DT cord-342591-6joc2ld1 81 22 phase phase NN cord-342591-6joc2ld1 81 23 with with IN cord-342591-6joc2ld1 81 24 time time NN cord-342591-6joc2ld1 81 25 is be VBZ cord-342591-6joc2ld1 81 26 described describe VBN cord-342591-6joc2ld1 81 27 with with IN cord-342591-6joc2ld1 81 28 eight eight CD cord-342591-6joc2ld1 81 29 fractional fractional JJ cord-342591-6joc2ld1 81 30 order order NN cord-342591-6joc2ld1 81 31 ( ( -LRB- cord-342591-6joc2ld1 81 32 ) ) -RRB- cord-342591-6joc2ld1 81 33 differential differential JJ cord-342591-6joc2ld1 81 34 equations equation NNS cord-342591-6joc2ld1 81 35 : : : cord-342591-6joc2ld1 81 36 [ [ -LRB- cord-342591-6joc2ld1 81 37 21 21 CD cord-342591-6joc2ld1 81 38 ] ] -RRB- cord-342591-6joc2ld1 81 39 using use VBG cord-342591-6joc2ld1 81 40 the the DT cord-342591-6joc2ld1 81 41 real real JJ cord-342591-6joc2ld1 81 42 data datum NNS cord-342591-6joc2ld1 81 43 . . . cord-342591-6joc2ld1 82 1 Figure figure NN cord-342591-6joc2ld1 82 2 1 1 CD cord-342591-6joc2ld1 82 3 shows show VBZ cord-342591-6joc2ld1 82 4 the the DT cord-342591-6joc2ld1 82 5 impact impact NN cord-342591-6joc2ld1 82 6 of of IN cord-342591-6joc2ld1 82 7 each each DT cord-342591-6joc2ld1 82 8 different different JJ cord-342591-6joc2ld1 82 9 phases phase NNS cord-342591-6joc2ld1 82 10 of of IN cord-342591-6joc2ld1 82 11 epidemic epidemic NN cord-342591-6joc2ld1 82 12 graphically graphically RB cord-342591-6joc2ld1 82 13 . . . cord-342591-6joc2ld1 83 1 The the DT cord-342591-6joc2ld1 83 2 SIDARTHE SIDARTHE NNP cord-342591-6joc2ld1 83 3 Covid-19 covid-19 NN cord-342591-6joc2ld1 83 4 model model NN cord-342591-6joc2ld1 83 5 parameters parameter NNS cord-342591-6joc2ld1 83 6 have have VBP cord-342591-6joc2ld1 83 7 the the DT cord-342591-6joc2ld1 83 8 following follow VBG cord-342591-6joc2ld1 83 9 real real JJ cord-342591-6joc2ld1 83 10 meaning meaning NN cord-342591-6joc2ld1 83 11 : : : cord-342591-6joc2ld1 83 12   NFP cord-342591-6joc2ld1 83 13 a a DT cord-342591-6joc2ld1 83 14 signifies signify VBZ cord-342591-6joc2ld1 83 15 the the DT cord-342591-6joc2ld1 83 16 rate rate NN cord-342591-6joc2ld1 83 17 of of IN cord-342591-6joc2ld1 83 18 infection infection NN cord-342591-6joc2ld1 83 19 as as IN cord-342591-6joc2ld1 83 20 a a DT cord-342591-6joc2ld1 83 21 result result NN cord-342591-6joc2ld1 83 22 of of IN cord-342591-6joc2ld1 83 23 contacting contact VBG cord-342591-6joc2ld1 83 24 among among IN cord-342591-6joc2ld1 83 25 a a DT cord-342591-6joc2ld1 83 26 susceptible susceptible JJ cord-342591-6joc2ld1 83 27 case case NN cord-342591-6joc2ld1 83 28 and and CC cord-342591-6joc2ld1 83 29 an an DT cord-342591-6joc2ld1 83 30 infected infected JJ cord-342591-6joc2ld1 83 31 case case NN cord-342591-6joc2ld1 83 32 . . . cord-342591-6joc2ld1 84 1   NFP cord-342591-6joc2ld1 85 1 b b LS cord-342591-6joc2ld1 85 2 signifies signify VBZ cord-342591-6joc2ld1 85 3 the the DT cord-342591-6joc2ld1 85 4 rate rate NN cord-342591-6joc2ld1 85 5 of of IN cord-342591-6joc2ld1 85 6 infection infection NN cord-342591-6joc2ld1 85 7 as as IN cord-342591-6joc2ld1 85 8 a a DT cord-342591-6joc2ld1 85 9 result result NN cord-342591-6joc2ld1 85 10 of of IN cord-342591-6joc2ld1 85 11 contacting contact VBG cord-342591-6joc2ld1 85 12 among among IN cord-342591-6joc2ld1 85 13 a a DT cord-342591-6joc2ld1 85 14 susceptible susceptible JJ cord-342591-6joc2ld1 85 15 case case NN cord-342591-6joc2ld1 85 16 and and CC cord-342591-6joc2ld1 85 17 a a DT cord-342591-6joc2ld1 85 18 diagnosed diagnose VBN cord-342591-6joc2ld1 85 19 case case NN cord-342591-6joc2ld1 85 20 . . . cord-342591-6joc2ld1 86 1   NFP cord-342591-6joc2ld1 87 1 c c NNP cord-342591-6joc2ld1 87 2 signifies signify VBZ cord-342591-6joc2ld1 87 3 the the DT cord-342591-6joc2ld1 87 4 rate rate NN cord-342591-6joc2ld1 87 5 of of IN cord-342591-6joc2ld1 87 6 infection infection NN cord-342591-6joc2ld1 87 7 as as IN cord-342591-6joc2ld1 87 8 a a DT cord-342591-6joc2ld1 87 9 result result NN cord-342591-6joc2ld1 87 10 of of IN cord-342591-6joc2ld1 87 11 contacting contact VBG cord-342591-6joc2ld1 87 12 among among IN cord-342591-6joc2ld1 87 13 a a DT cord-342591-6joc2ld1 87 14 susceptible susceptible JJ cord-342591-6joc2ld1 87 15 case case NN cord-342591-6joc2ld1 87 16 and and CC cord-342591-6joc2ld1 87 17 an an DT cord-342591-6joc2ld1 87 18 ailing ailing JJ cord-342591-6joc2ld1 87 19 case case NN cord-342591-6joc2ld1 87 20 . . . cord-342591-6joc2ld1 88 1   NFP cord-342591-6joc2ld1 89 1 d d NNP cord-342591-6joc2ld1 89 2 signifies signify VBZ cord-342591-6joc2ld1 89 3 the the DT cord-342591-6joc2ld1 89 4 rate rate NN cord-342591-6joc2ld1 89 5 of of IN cord-342591-6joc2ld1 89 6 infection infection NN cord-342591-6joc2ld1 89 7 as as IN cord-342591-6joc2ld1 89 8 a a DT cord-342591-6joc2ld1 89 9 result result NN cord-342591-6joc2ld1 89 10 of of IN cord-342591-6joc2ld1 89 11 contacting contact VBG cord-342591-6joc2ld1 89 12 among among IN cord-342591-6joc2ld1 89 13 a a DT cord-342591-6joc2ld1 89 14 susceptible susceptible JJ cord-342591-6joc2ld1 89 15 case case NN cord-342591-6joc2ld1 89 16 and and CC cord-342591-6joc2ld1 89 17 a a DT cord-342591-6joc2ld1 89 18 recognized recognize VBN cord-342591-6joc2ld1 89 19 case case NN cord-342591-6joc2ld1 89 20 . . . cord-342591-6joc2ld1 90 1   NNP cord-342591-6joc2ld1 90 2 e e NNP cord-342591-6joc2ld1 90 3 signifies signify VBZ cord-342591-6joc2ld1 90 4 the the DT cord-342591-6joc2ld1 90 5 detection detection NN cord-342591-6joc2ld1 90 6 probability probability NN cord-342591-6joc2ld1 90 7 rate rate NN cord-342591-6joc2ld1 90 8 of of IN cord-342591-6joc2ld1 90 9 infected infected JJ cord-342591-6joc2ld1 90 10 symptomless symptomless JJ cord-342591-6joc2ld1 90 11 cases case NNS cord-342591-6joc2ld1 90 12 . . . cord-342591-6joc2ld1 91 1   NFP cord-342591-6joc2ld1 92 1 θ θ NNP cord-342591-6joc2ld1 92 2 signifies signify VBZ cord-342591-6joc2ld1 92 3 the the DT cord-342591-6joc2ld1 92 4 detection detection NN cord-342591-6joc2ld1 92 5 probability probability NN cord-342591-6joc2ld1 92 6 rate rate NN cord-342591-6joc2ld1 92 7 of of IN cord-342591-6joc2ld1 92 8 infected infect VBN cord-342591-6joc2ld1 92 9 with with IN cord-342591-6joc2ld1 92 10 symptoms symptom NNS cord-342591-6joc2ld1 92 11 cases case NNS cord-342591-6joc2ld1 92 12 . . . cord-342591-6joc2ld1 93 1   NFP cord-342591-6joc2ld1 94 1 z z NNP cord-342591-6joc2ld1 94 2 signifies signify VBZ cord-342591-6joc2ld1 94 3 the the DT cord-342591-6joc2ld1 94 4 rate rate NN cord-342591-6joc2ld1 94 5 of of IN cord-342591-6joc2ld1 94 6 probability probability NN cord-342591-6joc2ld1 94 7 at at IN cord-342591-6joc2ld1 94 8 which which WDT cord-342591-6joc2ld1 94 9 an an DT cord-342591-6joc2ld1 94 10 infected infected JJ cord-342591-6joc2ld1 94 11 case case NN cord-342591-6joc2ld1 94 12 is be VBZ cord-342591-6joc2ld1 94 13 not not RB cord-342591-6joc2ld1 94 14 conscious conscious JJ cord-342591-6joc2ld1 94 15 of of IN cord-342591-6joc2ld1 94 16 becoming become VBG cord-342591-6joc2ld1 94 17 infected infect VBN cord-342591-6joc2ld1 94 18 . . . cord-342591-6joc2ld1 95 1   NFP cord-342591-6joc2ld1 96 1 h h NNP cord-342591-6joc2ld1 96 2 signifies signify VBZ cord-342591-6joc2ld1 96 3 the the DT cord-342591-6joc2ld1 96 4 rate rate NN cord-342591-6joc2ld1 96 5 of of IN cord-342591-6joc2ld1 96 6 probability probability NN cord-342591-6joc2ld1 96 7 at at IN cord-342591-6joc2ld1 96 8 which which WDT cord-342591-6joc2ld1 96 9 an an DT cord-342591-6joc2ld1 96 10 infected infected JJ cord-342591-6joc2ld1 96 11 case case NN cord-342591-6joc2ld1 96 12 is be VBZ cord-342591-6joc2ld1 96 13 conscious conscious JJ cord-342591-6joc2ld1 96 14 of of IN cord-342591-6joc2ld1 96 15 becoming become VBG cord-342591-6joc2ld1 96 16 infected infect VBN cord-342591-6joc2ld1 96 17 . . . cord-342591-6joc2ld1 97 1   NNP cord-342591-6joc2ld1 97 2 m m NNP cord-342591-6joc2ld1 97 3 signifies signify VBZ cord-342591-6joc2ld1 97 4 the the DT cord-342591-6joc2ld1 97 5 rate rate NN cord-342591-6joc2ld1 97 6 at at IN cord-342591-6joc2ld1 97 7 which which WDT cord-342591-6joc2ld1 97 8 undetermined undetermined JJ cord-342591-6joc2ld1 97 9 infected infected JJ cord-342591-6joc2ld1 97 10 case case NN cord-342591-6joc2ld1 97 11 develops develop VBZ cord-342591-6joc2ld1 97 12 life life NN cord-342591-6joc2ld1 97 13 - - HYPH cord-342591-6joc2ld1 97 14 menacing menacing JJ cord-342591-6joc2ld1 97 15 signs sign NNS cord-342591-6joc2ld1 97 16 . . . cord-342591-6joc2ld1 98 1   NFP cord-342591-6joc2ld1 99 1 v v NNP cord-342591-6joc2ld1 99 2 signifies signify VBZ cord-342591-6joc2ld1 99 3 the the DT cord-342591-6joc2ld1 99 4 rate rate NN cord-342591-6joc2ld1 99 5 at at IN cord-342591-6joc2ld1 99 6 which which WDT cord-342591-6joc2ld1 99 7 the the DT cord-342591-6joc2ld1 99 8 determined determine VBD cord-342591-6joc2ld1 99 9 infected infected JJ cord-342591-6joc2ld1 99 10 case case NN cord-342591-6joc2ld1 99 11 develops develop VBZ cord-342591-6joc2ld1 99 12 life life NN cord-342591-6joc2ld1 99 13 - - HYPH cord-342591-6joc2ld1 99 14 menacing menacing JJ cord-342591-6joc2ld1 99 15 signs sign NNS cord-342591-6joc2ld1 99 16 . . . cord-342591-6joc2ld1 100 1   NNP cord-342591-6joc2ld1 100 2 τ τ NNP cord-342591-6joc2ld1 100 3 signifies signify VBZ cord-342591-6joc2ld1 100 4 the the DT cord-342591-6joc2ld1 100 5 death death NN cord-342591-6joc2ld1 100 6 rate rate NN cord-342591-6joc2ld1 100 7 ( ( -LRB- cord-342591-6joc2ld1 100 8 for for IN cord-342591-6joc2ld1 100 9 infected infected JJ cord-342591-6joc2ld1 100 10 cases case NNS cord-342591-6joc2ld1 100 11 with with IN cord-342591-6joc2ld1 100 12 life life NN cord-342591-6joc2ld1 100 13 - - HYPH cord-342591-6joc2ld1 100 14 menacing menacing JJ cord-342591-6joc2ld1 100 15 signs sign NNS cord-342591-6joc2ld1 100 16 ) ) -RRB- cord-342591-6joc2ld1 100 17 . . . cord-342591-6joc2ld1 101 1   NFP cord-342591-6joc2ld1 102 1 g g NNP cord-342591-6joc2ld1 102 2 , , , cord-342591-6joc2ld1 102 3 k k NNP cord-342591-6joc2ld1 102 4 , , , cord-342591-6joc2ld1 103 1 x x LS cord-342591-6joc2ld1 103 2 , , , cord-342591-6joc2ld1 103 3 r r NN cord-342591-6joc2ld1 103 4 and and CC cord-342591-6joc2ld1 103 5 σ σ NNP cord-342591-6joc2ld1 103 6 signify signify VB cord-342591-6joc2ld1 103 7 the the DT cord-342591-6joc2ld1 103 8 rate rate NN cord-342591-6joc2ld1 103 9 of of IN cord-342591-6joc2ld1 103 10 healing healing NN cord-342591-6joc2ld1 103 11 for for IN cord-342591-6joc2ld1 103 12 the the DT cord-342591-6joc2ld1 103 13 five five CD cord-342591-6joc2ld1 103 14 phases phase NNS cord-342591-6joc2ld1 103 15 of of IN cord-342591-6joc2ld1 103 16 infected infected JJ cord-342591-6joc2ld1 103 17 cases case NNS cord-342591-6joc2ld1 103 18 . . . cord-342591-6joc2ld1 104 1 For for IN cord-342591-6joc2ld1 104 2 more more JJR cord-342591-6joc2ld1 104 3 details detail NNS cord-342591-6joc2ld1 104 4 about about IN cord-342591-6joc2ld1 104 5 the the DT cord-342591-6joc2ld1 104 6 model model NN cord-342591-6joc2ld1 104 7 choices choice NNS cord-342591-6joc2ld1 104 8 see see VBP cord-342591-6joc2ld1 104 9 [ [ -LRB- cord-342591-6joc2ld1 104 10 21 21 CD cord-342591-6joc2ld1 104 11 ] ] -RRB- cord-342591-6joc2ld1 104 12 and and CC cord-342591-6joc2ld1 104 13 the the DT cord-342591-6joc2ld1 104 14 references reference NNS cord-342591-6joc2ld1 104 15 cited cite VBN cord-342591-6joc2ld1 104 16 there there RB cord-342591-6joc2ld1 104 17 . . . cord-342591-6joc2ld1 105 1 9 9 CD cord-342591-6joc2ld1 105 2 _SP cord-342591-6joc2ld1 106 1 From from IN cord-342591-6joc2ld1 106 2 equations equation NNS cord-342591-6joc2ld1 106 3 ( ( -LRB- cord-342591-6joc2ld1 106 4 3.1 3.1 CD cord-342591-6joc2ld1 106 5 ) ) -RRB- cord-342591-6joc2ld1 106 6 to to IN cord-342591-6joc2ld1 106 7 ( ( -LRB- cord-342591-6joc2ld1 106 8 3.8 3.8 CD cord-342591-6joc2ld1 106 9 ) ) -RRB- cord-342591-6joc2ld1 106 10 and and CC cord-342591-6joc2ld1 106 11 since since IN cord-342591-6joc2ld1 106 12 the the DT cord-342591-6joc2ld1 106 13 states state NNS cord-342591-6joc2ld1 106 14 and and CC cord-342591-6joc2ld1 106 15 are be VBP cord-342591-6joc2ld1 106 16 sink sink NN cord-342591-6joc2ld1 106 17 vertices vertex NNS cord-342591-6joc2ld1 106 18 in in IN cord-342591-6joc2ld1 106 19 the the DT cord-342591-6joc2ld1 106 20 model model NN cord-342591-6joc2ld1 106 21 graph graph NN cord-342591-6joc2ld1 106 22   NNP cord-342591-6joc2ld1 106 23 ( ( -LRB- cord-342591-6joc2ld1 106 24 see see VB cord-342591-6joc2ld1 106 25 Figure figure NN cord-342591-6joc2ld1 106 26 1 1 CD cord-342591-6joc2ld1 106 27 ) ) -RRB- cord-342591-6joc2ld1 106 28 , , , cord-342591-6joc2ld1 106 29 then then RB cord-342591-6joc2ld1 106 30 they -PRON- PRP cord-342591-6joc2ld1 106 31 are be VBP cord-342591-6joc2ld1 106 32 considered consider VBN cord-342591-6joc2ld1 106 33 as as IN cord-342591-6joc2ld1 106 34 accumulative accumulative JJ cord-342591-6joc2ld1 106 35 state state NN cord-342591-6joc2ld1 106 36 variables variable NNS cord-342591-6joc2ld1 106 37 that that WDT cord-342591-6joc2ld1 106 38 rely rely VBP cord-342591-6joc2ld1 106 39 only only RB cord-342591-6joc2ld1 106 40 on on IN cord-342591-6joc2ld1 106 41 their -PRON- PRP$ cord-342591-6joc2ld1 106 42 own own JJ cord-342591-6joc2ld1 106 43 starting starting NN cord-342591-6joc2ld1 106 44 situations situation NNS cord-342591-6joc2ld1 106 45 and and CC cord-342591-6joc2ld1 106 46 the the DT cord-342591-6joc2ld1 106 47 other other JJ cord-342591-6joc2ld1 106 48 state state NN cord-342591-6joc2ld1 106 49 variables variable NNS cord-342591-6joc2ld1 106 50 . . . cord-342591-6joc2ld1 107 1 Since since IN cord-342591-6joc2ld1 107 2 summing sum VBG cord-342591-6joc2ld1 107 3 up up RP cord-342591-6joc2ld1 107 4 all all DT cord-342591-6joc2ld1 107 5 equations equation NNS cord-342591-6joc2ld1 107 6 ( ( -LRB- cord-342591-6joc2ld1 107 7 3.1 3.1 CD cord-342591-6joc2ld1 107 8 ) ) -RRB- cord-342591-6joc2ld1 107 9 to to IN cord-342591-6joc2ld1 107 10 ( ( -LRB- cord-342591-6joc2ld1 107 11 3.8 3.8 CD cord-342591-6joc2ld1 107 12 ) ) -RRB- cord-342591-6joc2ld1 107 13 gives give VBZ cord-342591-6joc2ld1 107 14 zero zero CD cord-342591-6joc2ld1 107 15 as as IN cord-342591-6joc2ld1 107 16 a a DT cord-342591-6joc2ld1 107 17 result result NN cord-342591-6joc2ld1 107 18 then then RB cord-342591-6joc2ld1 107 19 the the DT cord-342591-6joc2ld1 107 20 system system NN cord-342591-6joc2ld1 107 21 is be VBZ cord-342591-6joc2ld1 107 22 compartmentalized compartmentalize VBN cord-342591-6joc2ld1 107 23 and and CC cord-342591-6joc2ld1 107 24 shows show VBZ cord-342591-6joc2ld1 107 25 the the DT cord-342591-6joc2ld1 107 26 conservation conservation NN cord-342591-6joc2ld1 107 27 property property NN cord-342591-6joc2ld1 107 28 of of IN cord-342591-6joc2ld1 107 29 mass mass NN cord-342591-6joc2ld1 107 30 : : : cord-342591-6joc2ld1 107 31 as as IN cord-342591-6joc2ld1 107 32 can can MD cord-342591-6joc2ld1 107 33 be be VB cord-342591-6joc2ld1 107 34 directly directly RB cord-342591-6joc2ld1 107 35 proved prove VBN cord-342591-6joc2ld1 107 36 , , , cord-342591-6joc2ld1 107 37 Which which WDT cord-342591-6joc2ld1 107 38 implies imply VBZ cord-342591-6joc2ld1 107 39 that that IN cord-342591-6joc2ld1 107 40 the the DT cord-342591-6joc2ld1 107 41 total total JJ cord-342591-6joc2ld1 107 42 population population NN cord-342591-6joc2ld1 107 43 ( ( -LRB- cord-342591-6joc2ld1 107 44 the the DT cord-342591-6joc2ld1 107 45 sum sum NN cord-342591-6joc2ld1 107 46 of of IN cord-342591-6joc2ld1 107 47 all all DT cord-342591-6joc2ld1 107 48 state state NN cord-342591-6joc2ld1 107 49 variables variable NNS cord-342591-6joc2ld1 107 50 ) ) -RRB- cord-342591-6joc2ld1 107 51 is be VBZ cord-342591-6joc2ld1 107 52 constant constant JJ cord-342591-6joc2ld1 107 53 . . . cord-342591-6joc2ld1 108 1 Let let VB cord-342591-6joc2ld1 108 2 ( ( -LRB- cord-342591-6joc2ld1 108 3 3.10 3.10 CD cord-342591-6joc2ld1 108 4 ) ) -RRB- cord-342591-6joc2ld1 108 5 be be VB cord-342591-6joc2ld1 108 6 the the DT cord-342591-6joc2ld1 108 7 state state NN cord-342591-6joc2ld1 108 8 variables variable NNS cord-342591-6joc2ld1 108 9 vector vector VBP cord-342591-6joc2ld1 108 10 . . . cord-342591-6joc2ld1 109 1 Since since IN cord-342591-6joc2ld1 109 2 the the DT cord-342591-6joc2ld1 109 3 state state NN cord-342591-6joc2ld1 109 4 variables variable NNS cord-342591-6joc2ld1 109 5 signify signify VBP cord-342591-6joc2ld1 109 6 the the DT cord-342591-6joc2ld1 109 7 population population NN cord-342591-6joc2ld1 109 8 fractions fraction NNS cord-342591-6joc2ld1 109 9 , , , cord-342591-6joc2ld1 109 10 we -PRON- PRP cord-342591-6joc2ld1 109 11 can can MD cord-342591-6joc2ld1 109 12 suppose suppose VB cord-342591-6joc2ld1 109 13 that that IN cord-342591-6joc2ld1 109 14 ∑ ∑ NNP cord-342591-6joc2ld1 109 15 , , , cord-342591-6joc2ld1 109 16 such such JJ cord-342591-6joc2ld1 109 17 that that IN cord-342591-6joc2ld1 109 18 1 1 CD cord-342591-6joc2ld1 109 19 signifies signify VBZ cord-342591-6joc2ld1 109 20 the the DT cord-342591-6joc2ld1 109 21 total total JJ cord-342591-6joc2ld1 109 22 population population NN cord-342591-6joc2ld1 109 23 , , , cord-342591-6joc2ld1 109 24 dead dead JJ cord-342591-6joc2ld1 109 25 are be VBP cord-342591-6joc2ld1 109 26 included include VBN cord-342591-6joc2ld1 109 27 . . . cord-342591-6joc2ld1 110 1 ; ; : cord-342591-6joc2ld1 110 2 ; ; : cord-342591-6joc2ld1 110 3 ; ; : cord-342591-6joc2ld1 110 4 ; ; : cord-342591-6joc2ld1 110 5 20 20 CD cord-342591-6joc2ld1 110 6 ) ) -RRB- cord-342591-6joc2ld1 110 7 _SP cord-342591-6joc2ld1 110 8 3 3 CD cord-342591-6joc2ld1 110 9 _SP cord-342591-6joc2ld1 110 10 3 3 CD cord-342591-6joc2ld1 110 11 _SP cord-342591-6joc2ld1 110 12 3 3 CD cord-342591-6joc2ld1 110 13 _SP cord-342591-6joc2ld1 110 14 3 3 CD cord-342591-6joc2ld1 110 15 _SP cord-342591-6joc2ld1 110 16 31 31 CD cord-342591-6joc2ld1 110 17 _SP cord-342591-6joc2ld1 110 18 32 32 CD cord-342591-6joc2ld1 110 19 _SP cord-342591-6joc2ld1 110 20 3 3 CD cord-342591-6joc2ld1 110 21 _SP cord-342591-6joc2ld1 110 22 3 3 CD cord-342591-6joc2ld1 110 23 _SP cord-342591-6joc2ld1 110 24 2 2 CD cord-342591-6joc2ld1 110 25 _SP cord-342591-6joc2ld1 110 26 33 33 CD cord-342591-6joc2ld1 110 27 _SP cord-342591-6joc2ld1 110 28 3 3 CD cord-342591-6joc2ld1 110 29 _SP cord-342591-6joc2ld1 110 30 34 34 CD cord-342591-6joc2ld1 110 31 _SP cord-342591-6joc2ld1 110 32 3 3 CD cord-342591-6joc2ld1 110 33 _SP cord-342591-6joc2ld1 110 34 3 3 CD cord-342591-6joc2ld1 110 35 _SP cord-342591-6joc2ld1 110 36 3 3 CD cord-342591-6joc2ld1 110 37 _SP cord-342591-6joc2ld1 110 38 3 3 CD cord-342591-6joc2ld1 110 39 _SP cord-342591-6joc2ld1 110 40 35 35 CD cord-342591-6joc2ld1 110 41 _SP cord-342591-6joc2ld1 110 42 3 3 CD cord-342591-6joc2ld1 110 43 _SP cord-342591-6joc2ld1 110 44 36 36 CD cord-342591-6joc2ld1 110 45 _SP cord-342591-6joc2ld1 110 46 3 3 CD cord-342591-6joc2ld1 110 47 _SP cord-342591-6joc2ld1 110 48 37 37 CD cord-342591-6joc2ld1 110 49 _SP cord-342591-6joc2ld1 110 50 3 3 CD cord-342591-6joc2ld1 110 51 3 3 CD cord-342591-6joc2ld1 110 52 38 38 CD cord-342591-6joc2ld1 110 53 0 0 CD cord-342591-6joc2ld1 110 54 ( ( -LRB- cord-342591-6joc2ld1 110 55 ) ) -RRB- cord-342591-6joc2ld1 110 56 ; ; : cord-342591-6joc2ld1 110 57 ; ; : cord-342591-6joc2ld1 110 58 ; ; : cord-342591-6joc2ld1 110 59 _SP cord-342591-6joc2ld1 110 60 Where where WRB cord-342591-6joc2ld1 110 61 ( ( -LRB- cord-342591-6joc2ld1 110 62 ) ) -RRB- cord-342591-6joc2ld1 110 63 are be VBP cord-342591-6joc2ld1 110 64 all all DT cord-342591-6joc2ld1 110 65 positive positive JJ cord-342591-6joc2ld1 110 66 constants constant NNS cord-342591-6joc2ld1 110 67 . . . cord-342591-6joc2ld1 111 1 Then then RB cord-342591-6joc2ld1 111 2 from from IN cord-342591-6joc2ld1 111 3 ( ( -LRB- cord-342591-6joc2ld1 111 4 3.19 3.19 CD cord-342591-6joc2ld1 111 5 ) ) -RRB- cord-342591-6joc2ld1 111 6 to to IN cord-342591-6joc2ld1 111 7 ( ( -LRB- cord-342591-6joc2ld1 111 8 3.26 3.26 CD cord-342591-6joc2ld1 111 9 ) ) -RRB- cord-342591-6joc2ld1 111 10 , , , cord-342591-6joc2ld1 111 11 each each DT cord-342591-6joc2ld1 111 12 of of IN cord-342591-6joc2ld1 111 13 the the DT cord-342591-6joc2ld1 111 14 eight eight CD cord-342591-6joc2ld1 111 15 functions function NNS cord-342591-6joc2ld1 111 16 agree agree VBP cord-342591-6joc2ld1 111 17 with with IN cord-342591-6joc2ld1 111 18 the the DT cord-342591-6joc2ld1 111 19 Lipschitz Lipschitz NNP cord-342591-6joc2ld1 111 20 condition condition NN cord-342591-6joc2ld1 111 21 [ [ -LRB- cord-342591-6joc2ld1 111 22 18 18 CD cord-342591-6joc2ld1 111 23 , , , cord-342591-6joc2ld1 111 24 39 39 CD cord-342591-6joc2ld1 111 25 ] ] -RRB- cord-342591-6joc2ld1 111 26 . . . cord-342591-6joc2ld1 112 1 With with IN cord-342591-6joc2ld1 112 2 respect respect NN cord-342591-6joc2ld1 112 3 to to IN cord-342591-6joc2ld1 112 4 the the DT cord-342591-6joc2ld1 112 5 eight eight CD cord-342591-6joc2ld1 112 6 arguments argument NNS cord-342591-6joc2ld1 112 7 , , , cord-342591-6joc2ld1 112 8 then then RB cord-342591-6joc2ld1 112 9 all all DT cord-342591-6joc2ld1 112 10 eight eight CD cord-342591-6joc2ld1 112 11 functions function NNS cord-342591-6joc2ld1 112 12 are be VBP cord-342591-6joc2ld1 112 13 absolutely absolutely RB cord-342591-6joc2ld1 112 14 continuous continuous JJ cord-342591-6joc2ld1 112 15 . . . cord-342591-6joc2ld1 113 1 In in IN cord-342591-6joc2ld1 113 2 this this DT cord-342591-6joc2ld1 113 3 area area NN cord-342591-6joc2ld1 113 4 , , , cord-342591-6joc2ld1 113 5 the the DT cord-342591-6joc2ld1 113 6 existence existence NN cord-342591-6joc2ld1 113 7 of of IN cord-342591-6joc2ld1 113 8 the the DT cord-342591-6joc2ld1 113 9 fractional fractional JJ cord-342591-6joc2ld1 113 10 order order NN cord-342591-6joc2ld1 113 11 SIDARTHE SIDARTHE NNP cord-342591-6joc2ld1 113 12 model model NN cord-342591-6joc2ld1 113 13 's 's POS cord-342591-6joc2ld1 113 14 optimal optimal JJ cord-342591-6joc2ld1 113 15 control control NN cord-342591-6joc2ld1 113 16 is be VBZ cord-342591-6joc2ld1 113 17 investigated investigate VBN cord-342591-6joc2ld1 113 18 and and CC cord-342591-6joc2ld1 113 19 then then RB cord-342591-6joc2ld1 113 20 the the DT cord-342591-6joc2ld1 113 21 Hamiltonian Hamiltonian NNP cord-342591-6joc2ld1 113 22 of of IN cord-342591-6joc2ld1 113 23 the the DT cord-342591-6joc2ld1 113 24 optimal optimal JJ cord-342591-6joc2ld1 113 25 control control NN cord-342591-6joc2ld1 113 26 problem problem NN cord-342591-6joc2ld1 113 27 is be VBZ cord-342591-6joc2ld1 113 28 constructed construct VBN cord-342591-6joc2ld1 113 29 in in IN cord-342591-6joc2ld1 113 30 order order NN cord-342591-6joc2ld1 113 31 to to TO cord-342591-6joc2ld1 113 32 produce produce VB cord-342591-6joc2ld1 113 33 the the DT cord-342591-6joc2ld1 113 34 optimal optimal JJ cord-342591-6joc2ld1 113 35 control control NN cord-342591-6joc2ld1 113 36 necessary necessary JJ cord-342591-6joc2ld1 113 37 requirements requirement NNS cord-342591-6joc2ld1 113 38 . . . cord-342591-6joc2ld1 114 1 Compute compute VB cord-342591-6joc2ld1 114 2 the the DT cord-342591-6joc2ld1 114 3 optimal optimal JJ cord-342591-6joc2ld1 114 4 values value NNS cord-342591-6joc2ld1 114 5 of of IN cord-342591-6joc2ld1 114 6 vaccination vaccination NN cord-342591-6joc2ld1 114 7 and and CC cord-342591-6joc2ld1 114 8 treatment treatment NN cord-342591-6joc2ld1 114 9 strategies strategy NNS cord-342591-6joc2ld1 114 10 that that WDT cord-342591-6joc2ld1 114 11 would would MD cord-342591-6joc2ld1 114 12 maximize maximize VB cord-342591-6joc2ld1 114 13 the the DT cord-342591-6joc2ld1 114 14 Healed heal VBN cord-342591-6joc2ld1 114 15 population population NN cord-342591-6joc2ld1 114 16 phase phase NN cord-342591-6joc2ld1 114 17 ( ( -LRB- cord-342591-6joc2ld1 114 18 ) ) -RRB- cord-342591-6joc2ld1 114 19 and and CC cord-342591-6joc2ld1 114 20 minimize minimize VB cord-342591-6joc2ld1 114 21 the the DT cord-342591-6joc2ld1 114 22 determined determine VBN cord-342591-6joc2ld1 114 23 infected infected JJ cord-342591-6joc2ld1 114 24 phases phase NNS cord-342591-6joc2ld1 114 25 ( ( -LRB- cord-342591-6joc2ld1 114 26 ) ) -RRB- cord-342591-6joc2ld1 114 27 and and CC cord-342591-6joc2ld1 114 28 susceptible susceptible JJ cord-342591-6joc2ld1 114 29 ( ( -LRB- cord-342591-6joc2ld1 114 30 ) ) -RRB- cord-342591-6joc2ld1 114 31 population population NN cord-342591-6joc2ld1 114 32 phases phase NNS cord-342591-6joc2ld1 114 33 . . . cord-342591-6joc2ld1 115 1 In in IN cord-342591-6joc2ld1 115 2 addition addition NN cord-342591-6joc2ld1 115 3 , , , cord-342591-6joc2ld1 115 4 the the DT cord-342591-6joc2ld1 115 5 charges charge NNS cord-342591-6joc2ld1 115 6 of of IN cord-342591-6joc2ld1 115 7 utilizing utilize VBG cord-342591-6joc2ld1 115 8 the the DT cord-342591-6joc2ld1 115 9 vaccination vaccination NN cord-342591-6joc2ld1 115 10 and and CC cord-342591-6joc2ld1 115 11 treatment treatment NN cord-342591-6joc2ld1 115 12 methods method NNS cord-342591-6joc2ld1 115 13 are be VBP cord-342591-6joc2ld1 115 14 minimized minimize VBN cord-342591-6joc2ld1 115 15 . . . cord-342591-6joc2ld1 116 1 Then then RB cord-342591-6joc2ld1 116 2 the the DT cord-342591-6joc2ld1 116 3 optimal optimal JJ cord-342591-6joc2ld1 116 4 control control NN cord-342591-6joc2ld1 116 5 problem problem NN cord-342591-6joc2ld1 116 6 of of IN cord-342591-6joc2ld1 116 7 the the DT cord-342591-6joc2ld1 116 8 following following JJ cord-342591-6joc2ld1 116 9 form form NN cord-342591-6joc2ld1 116 10 is be VBZ cord-342591-6joc2ld1 116 11 considered consider VBN cord-342591-6joc2ld1 116 12 ( ( -LRB- cord-342591-6joc2ld1 116 13 see see VB cord-342591-6joc2ld1 116 14 for for IN cord-342591-6joc2ld1 116 15 example example NN cord-342591-6joc2ld1 116 16 [ [ -LRB- cord-342591-6joc2ld1 116 17 1 1 CD cord-342591-6joc2ld1 116 18 , , , cord-342591-6joc2ld1 116 19 2 2 CD cord-342591-6joc2ld1 116 20 , , , cord-342591-6joc2ld1 116 21 5 5 CD cord-342591-6joc2ld1 116 22 , , , cord-342591-6joc2ld1 116 23 6 6 CD cord-342591-6joc2ld1 116 24 , , , cord-342591-6joc2ld1 116 25 10 10 CD cord-342591-6joc2ld1 116 26 , , , cord-342591-6joc2ld1 116 27 20 20 CD cord-342591-6joc2ld1 116 28 , , , cord-342591-6joc2ld1 116 29 24 24 CD cord-342591-6joc2ld1 116 30 , , , cord-342591-6joc2ld1 116 31 25 25 CD cord-342591-6joc2ld1 116 32 , , , cord-342591-6joc2ld1 116 33 34 34 CD cord-342591-6joc2ld1 116 34 , , , cord-342591-6joc2ld1 116 35 37 37 CD cord-342591-6joc2ld1 116 36 , , , cord-342591-6joc2ld1 116 37 [ [ -LRB- cord-342591-6joc2ld1 116 38 44 44 CD cord-342591-6joc2ld1 116 39 ] ] -RRB- cord-342591-6joc2ld1 116 40 [ [ -LRB- cord-342591-6joc2ld1 116 41 45 45 CD cord-342591-6joc2ld1 116 42 ] ] -RRB- cord-342591-6joc2ld1 116 43 [ [ -LRB- cord-342591-6joc2ld1 116 44 46 46 CD cord-342591-6joc2ld1 116 45 ] ] -RRB- cord-342591-6joc2ld1 116 46 [ [ -LRB- cord-342591-6joc2ld1 116 47 47 47 CD cord-342591-6joc2ld1 116 48 ] ] -RRB- cord-342591-6joc2ld1 116 49 . . . cord-342591-6joc2ld1 117 1 That that DT cord-342591-6joc2ld1 117 2 obeys obey VBZ cord-342591-6joc2ld1 117 3 the the DT cord-342591-6joc2ld1 117 4 constraints constraint NNS cord-342591-6joc2ld1 117 5 _SP cord-342591-6joc2ld1 118 1 The the DT cord-342591-6joc2ld1 118 2 control control NN cord-342591-6joc2ld1 118 3 function function NN cord-342591-6joc2ld1 118 4 represents represent VBZ cord-342591-6joc2ld1 118 5 the the DT cord-342591-6joc2ld1 118 6 vaccination vaccination NN cord-342591-6joc2ld1 118 7 strategy strategy NN cord-342591-6joc2ld1 118 8 applied apply VBN cord-342591-6joc2ld1 118 9 on on IN cord-342591-6joc2ld1 118 10 the the DT cord-342591-6joc2ld1 118 11 susceptible susceptible JJ cord-342591-6joc2ld1 118 12 _SP cord-342591-6joc2ld1 119 1 The the DT cord-342591-6joc2ld1 119 2 four four CD cord-342591-6joc2ld1 119 3 constants constant NNS cord-342591-6joc2ld1 119 4 1 1 CD cord-342591-6joc2ld1 119 5 2 2 CD cord-342591-6joc2ld1 119 6 3 3 CD cord-342591-6joc2ld1 119 7 , , , cord-342591-6joc2ld1 119 8 , , , cord-342591-6joc2ld1 119 9 c c NNP cord-342591-6joc2ld1 119 10 c c NN cord-342591-6joc2ld1 119 11 c c NNP cord-342591-6joc2ld1 119 12 and and CC cord-342591-6joc2ld1 119 13 4 4 CD cord-342591-6joc2ld1 119 14 c c NN cord-342591-6joc2ld1 119 15 are be VBP cord-342591-6joc2ld1 119 16 the the DT cord-342591-6joc2ld1 119 17 cost cost NN cord-342591-6joc2ld1 119 18 correspond correspond NN cord-342591-6joc2ld1 119 19 to to IN cord-342591-6joc2ld1 119 20 utilizing utilize VBG cord-342591-6joc2ld1 119 21 each each DT cord-342591-6joc2ld1 119 22 control control NN cord-342591-6joc2ld1 119 23 function function NN cord-342591-6joc2ld1 119 24 . . . cord-342591-6joc2ld1 120 1 The the DT cord-342591-6joc2ld1 120 2 uncontrolled uncontrolled JJ cord-342591-6joc2ld1 120 3 system system NN cord-342591-6joc2ld1 120 4 ( ( -LRB- cord-342591-6joc2ld1 120 5 put put VB cord-342591-6joc2ld1 120 6 0 0 CD cord-342591-6joc2ld1 121 1 i i PRP cord-342591-6joc2ld1 121 2 u u NNP cord-342591-6joc2ld1 121 3   NNP cord-342591-6joc2ld1 121 4 in in IN cord-342591-6joc2ld1 121 5 ( ( -LRB- cord-342591-6joc2ld1 121 6 4.2 4.2 CD cord-342591-6joc2ld1 121 7 ) ) -RRB- cord-342591-6joc2ld1 121 8 ) ) -RRB- cord-342591-6joc2ld1 121 9 . . . cord-342591-6joc2ld1 122 1 For for IN cord-342591-6joc2ld1 122 2 certain certain JJ cord-342591-6joc2ld1 122 3 initial initial JJ cord-342591-6joc2ld1 122 4 conditions condition NNS cord-342591-6joc2ld1 122 5 : : : cord-342591-6joc2ld1 122 6 that that IN cord-342591-6joc2ld1 122 7 their -PRON- PRP$ cord-342591-6joc2ld1 122 8 sum sum NN cord-342591-6joc2ld1 122 9 equal equal JJ cord-342591-6joc2ld1 122 10 one one NN cord-342591-6joc2ld1 122 11 , , , cord-342591-6joc2ld1 122 12 it -PRON- PRP cord-342591-6joc2ld1 122 13 is be VBZ cord-342591-6joc2ld1 122 14 obvious obvious JJ cord-342591-6joc2ld1 122 15 that that IN cord-342591-6joc2ld1 122 16 the the DT cord-342591-6joc2ld1 122 17 final final JJ cord-342591-6joc2ld1 122 18 values value NNS cord-342591-6joc2ld1 122 19 of of IN cord-342591-6joc2ld1 122 20 the the DT cord-342591-6joc2ld1 122 21 state state NN cord-342591-6joc2ld1 122 22 variables variable NNS cord-342591-6joc2ld1 122 23 approach approach VBP cord-342591-6joc2ld1 122 24 to to IN cord-342591-6joc2ld1 122 25 an an DT cord-342591-6joc2ld1 122 26 equilibrium equilibrium NN cord-342591-6joc2ld1 122 27 : : : cord-342591-6joc2ld1 122 28   NNS cord-342591-6joc2ld1 122 29 which which WDT cord-342591-6joc2ld1 122 30 means mean VBZ cord-342591-6joc2ld1 122 31 that that IN cord-342591-6joc2ld1 122 32 the the DT cord-342591-6joc2ld1 122 33 phenomenon phenomenon NN cord-342591-6joc2ld1 122 34 of of IN cord-342591-6joc2ld1 122 35 epidemic epidemic NN cord-342591-6joc2ld1 122 36 is be VBZ cord-342591-6joc2ld1 122 37 finished finish VBN cord-342591-6joc2ld1 122 38 ( ( -LRB- cord-342591-6joc2ld1 122 39 see see VB cord-342591-6joc2ld1 122 40 [ [ -LRB- cord-342591-6joc2ld1 122 41 21 21 CD cord-342591-6joc2ld1 122 42 ] ] -RRB- cord-342591-6joc2ld1 122 43 ) ) -RRB- cord-342591-6joc2ld1 122 44 . . . cord-342591-6joc2ld1 123 1 The the DT cord-342591-6joc2ld1 123 2 possible possible JJ cord-342591-6joc2ld1 123 3 equilibrium equilibrium NN cord-342591-6joc2ld1 123 4 points point NNS cord-342591-6joc2ld1 123 5 of of IN cord-342591-6joc2ld1 123 6 the the DT cord-342591-6joc2ld1 123 7 system system NN cord-342591-6joc2ld1 123 8 are be VBP cord-342591-6joc2ld1 123 9 given give VBN cord-342591-6joc2ld1 123 10 by by IN cord-342591-6joc2ld1 123 11 ( ( -LRB- cord-342591-6joc2ld1 123 12 , , , cord-342591-6joc2ld1 123 13 0 0 CD cord-342591-6joc2ld1 123 14 , , , cord-342591-6joc2ld1 123 15 0 0 CD cord-342591-6joc2ld1 123 16 , , , cord-342591-6joc2ld1 123 17 0 0 CD cord-342591-6joc2ld1 123 18 , , , cord-342591-6joc2ld1 123 19 0 0 CD cord-342591-6joc2ld1 123 20 , , , cord-342591-6joc2ld1 123 21 0 0 CD cord-342591-6joc2ld1 123 22 , , , cord-342591-6joc2ld1 123 23 , , , cord-342591-6joc2ld1 123 24 ) ) -RRB- cord-342591-6joc2ld1 124 1 The the DT cord-342591-6joc2ld1 124 2 incidence incidence NN cord-342591-6joc2ld1 124 3 function function NN cord-342591-6joc2ld1 124 4 of of IN cord-342591-6joc2ld1 124 5 the the DT cord-342591-6joc2ld1 124 6 system system NN cord-342591-6joc2ld1 124 7 is be VBZ cord-342591-6joc2ld1 124 8 : : : cord-342591-6joc2ld1 124 9 In in IN cord-342591-6joc2ld1 124 10 the the DT cord-342591-6joc2ld1 124 11 following following JJ cord-342591-6joc2ld1 124 12 result result NN cord-342591-6joc2ld1 124 13 , , , cord-342591-6joc2ld1 124 14 the the DT cord-342591-6joc2ld1 124 15 existence existence NN cord-342591-6joc2ld1 124 16 of of IN cord-342591-6joc2ld1 124 17 the the DT cord-342591-6joc2ld1 124 18 optimal optimal JJ cord-342591-6joc2ld1 124 19 control control NN cord-342591-6joc2ld1 124 20 is be VBZ cord-342591-6joc2ld1 124 21 proved prove VBN cord-342591-6joc2ld1 124 22 . . . cord-342591-6joc2ld1 125 1 Proof proof NN cord-342591-6joc2ld1 125 2 . . . cord-342591-6joc2ld1 126 1 In in IN cord-342591-6joc2ld1 126 2 order order NN cord-342591-6joc2ld1 126 3 to to TO cord-342591-6joc2ld1 126 4 prove prove VB cord-342591-6joc2ld1 126 5 the the DT cord-342591-6joc2ld1 126 6 optimal optimal JJ cord-342591-6joc2ld1 126 7 control control NN cord-342591-6joc2ld1 126 8 quadruple quadruple JJ cord-342591-6joc2ld1 126 9 _SP cord-342591-6joc2ld1 126 10   NNP cord-342591-6joc2ld1 126 11   NNP cord-342591-6joc2ld1 126 12   CD cord-342591-6joc2ld1 126 13   CD cord-342591-6joc2ld1 126 14   NNP cord-342591-6joc2ld1 126 15   NNP cord-342591-6joc2ld1 126 16   NNP cord-342591-6joc2ld1 126 17   NNP cord-342591-6joc2ld1 126 18   CD cord-342591-6joc2ld1 126 19   NNS cord-342591-6joc2ld1 126 20   NNP cord-342591-6joc2ld1 126 21   CD cord-342591-6joc2ld1 126 22   CD cord-342591-6joc2ld1 126 23   CD cord-342591-6joc2ld1 126 24   NNS cord-342591-6joc2ld1 126 25 Since since IN cord-342591-6joc2ld1 126 26 1 1 CD cord-342591-6joc2ld1 126 27 S s NN cord-342591-6joc2ld1 126 28 I i NN cord-342591-6joc2ld1 126 29 D d NN cord-342591-6joc2ld1 126 30 A a NN cord-342591-6joc2ld1 126 31 R r NN cord-342591-6joc2ld1 126 32 T t NN cord-342591-6joc2ld1 126 33 H h NN cord-342591-6joc2ld1 126 34 E e NN cord-342591-6joc2ld1 126 35   NNP cord-342591-6joc2ld1 126 36   NN cord-342591-6joc2ld1 126 37   NNP cord-342591-6joc2ld1 126 38   NNP cord-342591-6joc2ld1 126 39   NNP cord-342591-6joc2ld1 126 40   NNP cord-342591-6joc2ld1 126 41   NNP cord-342591-6joc2ld1 126 42   NNPS cord-342591-6joc2ld1 126 43 This this DT cord-342591-6joc2ld1 126 44 subsection subsection NN cord-342591-6joc2ld1 126 45 records record VBZ cord-342591-6joc2ld1 126 46 the the DT cord-342591-6joc2ld1 126 47 needed need VBN cord-342591-6joc2ld1 126 48 conditions condition NNS cord-342591-6joc2ld1 126 49 for for IN cord-342591-6joc2ld1 126 50 the the DT cord-342591-6joc2ld1 126 51 optimal optimal JJ cord-342591-6joc2ld1 126 52 control control NN cord-342591-6joc2ld1 126 53 to to TO cord-342591-6joc2ld1 126 54 be be VB cord-342591-6joc2ld1 126 55 exist exist VB cord-342591-6joc2ld1 126 56 . . . cord-342591-6joc2ld1 127 1 The the DT cord-342591-6joc2ld1 127 2 necessary necessary JJ cord-342591-6joc2ld1 127 3 conditions condition NNS cord-342591-6joc2ld1 127 4 are be VBP cord-342591-6joc2ld1 127 5 computed compute VBN cord-342591-6joc2ld1 127 6 here here RB cord-342591-6joc2ld1 127 7 via via IN cord-342591-6joc2ld1 127 8 constructing construct VBG cord-342591-6joc2ld1 127 9 the the DT cord-342591-6joc2ld1 127 10 Hamiltonian Hamiltonian NNP cord-342591-6joc2ld1 127 11 ( ( -LRB- cord-342591-6joc2ld1 127 12   NFP cord-342591-6joc2ld1 127 13 ) ) -RRB- cord-342591-6joc2ld1 127 14 and and CC cord-342591-6joc2ld1 127 15 satisfying satisfy VBG cord-342591-6joc2ld1 127 16 the the DT cord-342591-6joc2ld1 127 17 maximum maximum JJ cord-342591-6joc2ld1 127 18 basis basis NN cord-342591-6joc2ld1 127 19 of of IN cord-342591-6joc2ld1 127 20 Pontryagin Pontryagin NNP cord-342591-6joc2ld1 127 21 [ [ -LRB- cord-342591-6joc2ld1 127 22 5 5 CD cord-342591-6joc2ld1 127 23 ] ] -RRB- cord-342591-6joc2ld1 127 24 . . . cord-342591-6joc2ld1 128 1 Let let VB cord-342591-6joc2ld1 128 2 us -PRON- PRP cord-342591-6joc2ld1 128 3 denote denote VB cord-342591-6joc2ld1 128 4 by by IN cord-342591-6joc2ld1 128 5 is be VBZ cord-342591-6joc2ld1 128 6 the the DT cord-342591-6joc2ld1 128 7 optimal optimal JJ cord-342591-6joc2ld1 128 8 controls control NNS cord-342591-6joc2ld1 128 9 and and CC cord-342591-6joc2ld1 128 10 be be VB cord-342591-6joc2ld1 128 11 the the DT cord-342591-6joc2ld1 128 12 related related JJ cord-342591-6joc2ld1 128 13 optimal optimal JJ cord-342591-6joc2ld1 128 14 population population NN cord-342591-6joc2ld1 128 15 phases phase NNS cord-342591-6joc2ld1 128 16 fractions fraction NNS cord-342591-6joc2ld1 128 17 . . . cord-342591-6joc2ld1 129 1 Consequently consequently RB cord-342591-6joc2ld1 129 2 , , , cord-342591-6joc2ld1 129 3 there there EX cord-342591-6joc2ld1 129 4 exists exist VBZ cord-342591-6joc2ld1 129 5 such such JJ cord-342591-6joc2ld1 129 6 that that IN cord-342591-6joc2ld1 129 7 the the DT cord-342591-6joc2ld1 129 8 necessary necessary JJ cord-342591-6joc2ld1 129 9 conditions condition NNS cord-342591-6joc2ld1 129 10 for for IN cord-342591-6joc2ld1 129 11 the the DT cord-342591-6joc2ld1 129 12 optimal optimal JJ cord-342591-6joc2ld1 129 13 control control NN cord-342591-6joc2ld1 129 14 to to TO cord-342591-6joc2ld1 129 15 be be VB cord-342591-6joc2ld1 129 16 exist exist VBN cord-342591-6joc2ld1 129 17 are be VBP cord-342591-6joc2ld1 129 18 produced produce VBN cord-342591-6joc2ld1 129 19 by by IN cord-342591-6joc2ld1 129 20 ( ( -LRB- cord-342591-6joc2ld1 129 21 see see VB cord-342591-6joc2ld1 129 22 for for IN cord-342591-6joc2ld1 129 23 example example NN cord-342591-6joc2ld1 129 24 [ [ -LRB- cord-342591-6joc2ld1 129 25 5 5 CD cord-342591-6joc2ld1 129 26 ] ] -RRB- cord-342591-6joc2ld1 130 1 ): ): NNP cord-342591-6joc2ld1 131 1 From from IN cord-342591-6joc2ld1 131 2 ( ( -LRB- cord-342591-6joc2ld1 131 3 4.4 4.4 CD cord-342591-6joc2ld1 131 4 ) ) -RRB- cord-342591-6joc2ld1 131 5 and and CC cord-342591-6joc2ld1 131 6 ( ( -LRB- cord-342591-6joc2ld1 131 7 4.6 4.6 CD cord-342591-6joc2ld1 131 8 ) ) -RRB- cord-342591-6joc2ld1 131 9 , , , cord-342591-6joc2ld1 131 10 the the DT cord-342591-6joc2ld1 131 11 optimization optimization NN cord-342591-6joc2ld1 131 12 constraints constraint NNS cord-342591-6joc2ld1 131 13 can can MD cord-342591-6joc2ld1 131 14 be be VB cord-342591-6joc2ld1 131 15 found find VBN cord-342591-6joc2ld1 131 16 as as IN cord-342591-6joc2ld1 131 17 : : : cord-342591-6joc2ld1 131 18 _SP cord-342591-6joc2ld1 131 19 From from IN cord-342591-6joc2ld1 131 20 ( ( -LRB- cord-342591-6joc2ld1 131 21 4.7 4.7 CD cord-342591-6joc2ld1 131 22 ) ) -RRB- cord-342591-6joc2ld1 131 23 , , , cord-342591-6joc2ld1 131 24 we -PRON- PRP cord-342591-6joc2ld1 131 25 can can MD cord-342591-6joc2ld1 131 26 find find VB cord-342591-6joc2ld1 131 27 that that IN cord-342591-6joc2ld1 131 28 _SP cord-342591-6joc2ld1 131 29 From from IN cord-342591-6joc2ld1 131 30 the the DT cord-342591-6joc2ld1 131 31 state state NN cord-342591-6joc2ld1 131 32 variables variable NNS cord-342591-6joc2ld1 131 33 system system NN cord-342591-6joc2ld1 131 34 given give VBN cord-342591-6joc2ld1 131 35 in in IN cord-342591-6joc2ld1 131 36 ( ( -LRB- cord-342591-6joc2ld1 131 37 4.2 4.2 CD cord-342591-6joc2ld1 131 38 ) ) -RRB- cord-342591-6joc2ld1 131 39 , , , cord-342591-6joc2ld1 131 40 the the DT cord-342591-6joc2ld1 131 41 co co JJ cord-342591-6joc2ld1 131 42 - - JJ cord-342591-6joc2ld1 131 43 state state NN cord-342591-6joc2ld1 131 44 conditions condition NNS cord-342591-6joc2ld1 131 45 are be VBP cord-342591-6joc2ld1 131 46 : : : cord-342591-6joc2ld1 131 47 Which which WDT cord-342591-6joc2ld1 131 48 can can MD cord-342591-6joc2ld1 131 49 be be VB cord-342591-6joc2ld1 131 50 simplified simplify VBN cord-342591-6joc2ld1 131 51 to to TO cord-342591-6joc2ld1 131 52 produce produce VB cord-342591-6joc2ld1 131 53 the the DT cord-342591-6joc2ld1 131 54 following follow VBG cord-342591-6joc2ld1 131 55 co co JJ cord-342591-6joc2ld1 131 56 - - JJ cord-342591-6joc2ld1 131 57 state state JJ cord-342591-6joc2ld1 131 58 system system NN cord-342591-6joc2ld1 131 59 : : : cord-342591-6joc2ld1 131 60 _SP cord-342591-6joc2ld1 132 1 The the DT cord-342591-6joc2ld1 132 2 transversality transversality NN cord-342591-6joc2ld1 132 3 conditions condition NNS cord-342591-6joc2ld1 132 4 leads lead VBZ cord-342591-6joc2ld1 132 5 to to IN cord-342591-6joc2ld1 132 6 The the DT cord-342591-6joc2ld1 132 7 collection collection NN cord-342591-6joc2ld1 132 8 of of IN cord-342591-6joc2ld1 132 9 permissible permissible JJ cord-342591-6joc2ld1 132 10 controls control NNS cord-342591-6joc2ld1 133 1 U U NNP cord-342591-6joc2ld1 133 2 is be VBZ cord-342591-6joc2ld1 133 3 convex convex JJ cord-342591-6joc2ld1 133 4 . . . cord-342591-6joc2ld1 134 1 17 17 CD cord-342591-6joc2ld1 135 1 The the DT cord-342591-6joc2ld1 135 2 effect effect NN cord-342591-6joc2ld1 135 3 of of IN cord-342591-6joc2ld1 135 4 applying apply VBG cord-342591-6joc2ld1 135 5 the the DT cord-342591-6joc2ld1 135 6 different different JJ cord-342591-6joc2ld1 135 7 control control NN cord-342591-6joc2ld1 135 8 strategies strategy NNS cord-342591-6joc2ld1 135 9 will will MD cord-342591-6joc2ld1 135 10 be be VB cord-342591-6joc2ld1 135 11 simulated simulate VBN cord-342591-6joc2ld1 135 12 numerically numerically RB cord-342591-6joc2ld1 135 13 in in IN cord-342591-6joc2ld1 135 14 Section section NN cord-342591-6joc2ld1 135 15 6 6 CD cord-342591-6joc2ld1 135 16 . . . cord-342591-6joc2ld1 136 1 In in IN cord-342591-6joc2ld1 136 2 this this DT cord-342591-6joc2ld1 136 3 fifth fifth JJ cord-342591-6joc2ld1 136 4 section section NN cord-342591-6joc2ld1 136 5 , , , cord-342591-6joc2ld1 136 6 we -PRON- PRP cord-342591-6joc2ld1 136 7 solve solve VBP cord-342591-6joc2ld1 136 8 the the DT cord-342591-6joc2ld1 136 9 fractional fractional JJ cord-342591-6joc2ld1 136 10 order order NN cord-342591-6joc2ld1 136 11 SIDARTHE SIDARTHE NNP cord-342591-6joc2ld1 136 12 model model NN cord-342591-6joc2ld1 136 13 numerically numerically RB cord-342591-6joc2ld1 136 14 utilizing utilize VBG cord-342591-6joc2ld1 136 15 the the DT cord-342591-6joc2ld1 136 16 predictor predictor NN cord-342591-6joc2ld1 136 17 - - HYPH cord-342591-6joc2ld1 136 18 corrector corrector NN cord-342591-6joc2ld1 136 19 PECE PECE NNP cord-342591-6joc2ld1 136 20 method method NN cord-342591-6joc2ld1 136 21 of of IN cord-342591-6joc2ld1 136 22 Adams Adams NNP cord-342591-6joc2ld1 136 23 - - HYPH cord-342591-6joc2ld1 136 24 Bashforth Bashforth NNP cord-342591-6joc2ld1 136 25 - - HYPH cord-342591-6joc2ld1 136 26 Moulton Moulton NNP cord-342591-6joc2ld1 136 27 type type NN cord-342591-6joc2ld1 136 28 described describe VBN cord-342591-6joc2ld1 136 29 in in IN cord-342591-6joc2ld1 136 30 details detail NNS cord-342591-6joc2ld1 136 31 in in IN cord-342591-6joc2ld1 136 32 [ [ -LRB- cord-342591-6joc2ld1 136 33 15 15 CD cord-342591-6joc2ld1 136 34 , , , cord-342591-6joc2ld1 136 35 19 19 CD cord-342591-6joc2ld1 136 36 ] ] -RRB- cord-342591-6joc2ld1 136 37 . . . cord-342591-6joc2ld1 137 1 The the DT cord-342591-6joc2ld1 137 2 parameters parameter NNS cord-342591-6joc2ld1 137 3 ' ' POS cord-342591-6joc2ld1 137 4 values value NNS cord-342591-6joc2ld1 137 5 used use VBN cord-342591-6joc2ld1 137 6 for for IN cord-342591-6joc2ld1 137 7 the the DT cord-342591-6joc2ld1 137 8 numerical numerical JJ cord-342591-6joc2ld1 137 9 simulation simulation NN cord-342591-6joc2ld1 137 10 are be VBP cord-342591-6joc2ld1 137 11 estimated estimate VBN cord-342591-6joc2ld1 137 12 from from IN cord-342591-6joc2ld1 137 13 the the DT cord-342591-6joc2ld1 137 14 Italian italian JJ cord-342591-6joc2ld1 137 15 real real JJ cord-342591-6joc2ld1 137 16 life life NN cord-342591-6joc2ld1 137 17 statistics statistic NNS cord-342591-6joc2ld1 137 18 published publish VBN cord-342591-6joc2ld1 137 19 in in IN cord-342591-6joc2ld1 137 20 [ [ -LRB- cord-342591-6joc2ld1 137 21 21 21 CD cord-342591-6joc2ld1 137 22 ] ] -RRB- cord-342591-6joc2ld1 137 23 where where WRB cord-342591-6joc2ld1 137 24 : : : cord-342591-6joc2ld1 137 25 The the DT cord-342591-6joc2ld1 137 26 total total JJ cord-342591-6joc2ld1 137 27 population population NN cord-342591-6joc2ld1 137 28 are be VBP cord-342591-6joc2ld1 137 29 taken take VBN cord-342591-6joc2ld1 137 30 100 100 CD cord-342591-6joc2ld1 137 31 Million million CD cord-342591-6joc2ld1 137 32 and and CC cord-342591-6joc2ld1 137 33 the the DT cord-342591-6joc2ld1 137 34 initial initial JJ cord-342591-6joc2ld1 137 35 values value NNS cord-342591-6joc2ld1 137 36 of of IN cord-342591-6joc2ld1 137 37 the the DT cord-342591-6joc2ld1 137 38 different different JJ cord-342591-6joc2ld1 137 39 population population NN cord-342591-6joc2ld1 137 40 phases phase NNS cord-342591-6joc2ld1 137 41 after after IN cord-342591-6joc2ld1 137 42 normalization normalization NN cord-342591-6joc2ld1 137 43 are be VBP cord-342591-6joc2ld1 137 44 ( ( -LRB- cord-342591-6joc2ld1 137 45 let let VB cord-342591-6joc2ld1 137 46 be be VB cord-342591-6joc2ld1 137 47 the the DT cord-342591-6joc2ld1 137 48 total total JJ cord-342591-6joc2ld1 137 49 population population NN cord-342591-6joc2ld1 137 50 ) ) -RRB- cord-342591-6joc2ld1 137 51 : : : cord-342591-6joc2ld1 137 52 In in IN cord-342591-6joc2ld1 137 53 the the DT cord-342591-6joc2ld1 137 54 following following NN cord-342591-6joc2ld1 137 55 , , , cord-342591-6joc2ld1 137 56 we -PRON- PRP cord-342591-6joc2ld1 137 57 display display VBP cord-342591-6joc2ld1 137 58 the the DT cord-342591-6joc2ld1 137 59 results result NNS cord-342591-6joc2ld1 137 60 of of IN cord-342591-6joc2ld1 137 61 the the DT cord-342591-6joc2ld1 137 62 numerical numerical JJ cord-342591-6joc2ld1 137 63 simulation simulation NN cord-342591-6joc2ld1 137 64 of of IN cord-342591-6joc2ld1 137 65 the the DT cord-342591-6joc2ld1 137 66 uncontrolled uncontrolled JJ cord-342591-6joc2ld1 137 67 SIDARTHE SIDARTHE NNP cord-342591-6joc2ld1 137 68 model model NN cord-342591-6joc2ld1 137 69 . . . cord-342591-6joc2ld1 138 1 Figure figure NN cord-342591-6joc2ld1 138 2 2 2 CD cord-342591-6joc2ld1 138 3 with with IN cord-342591-6joc2ld1 138 4 different different JJ cord-342591-6joc2ld1 138 5 fractional fractional JJ cord-342591-6joc2ld1 138 6 derivative derivative JJ cord-342591-6joc2ld1 138 7 order order NN cord-342591-6joc2ld1 138 8 . . . cord-342591-6joc2ld1 139 1 Figure figure NN cord-342591-6joc2ld1 139 2 9 9 CD cord-342591-6joc2ld1 139 3 displays display NNS cord-342591-6joc2ld1 139 4 the the DT cord-342591-6joc2ld1 139 5 phase phase NN cord-342591-6joc2ld1 139 6 plane plane NN cord-342591-6joc2ld1 139 7 of of IN cord-342591-6joc2ld1 139 8 state state NN cord-342591-6joc2ld1 139 9 variables variable NNS cord-342591-6joc2ld1 139 10 : : : cord-342591-6joc2ld1 139 11 total total JJ cord-342591-6joc2ld1 139 12 infected infected JJ cord-342591-6joc2ld1 139 13 ( ( -LRB- cord-342591-6joc2ld1 139 14 ) ) -RRB- cord-342591-6joc2ld1 139 15 and and CC cord-342591-6joc2ld1 139 16 susceptible susceptible JJ cord-342591-6joc2ld1 139 17 cases case NNS cord-342591-6joc2ld1 139 18 ( ( -LRB- cord-342591-6joc2ld1 139 19 S(t S(t NNP cord-342591-6joc2ld1 139 20 ) ) -RRB- cord-342591-6joc2ld1 139 21 ) ) -RRB- cord-342591-6joc2ld1 139 22 with with IN cord-342591-6joc2ld1 139 23 different different JJ cord-342591-6joc2ld1 139 24 fractional fractional JJ cord-342591-6joc2ld1 139 25 derivative derivative JJ cord-342591-6joc2ld1 139 26 order order NN cord-342591-6joc2ld1 139 27 . . . cord-342591-6joc2ld1 140 1 Figure figure NN cord-342591-6joc2ld1 140 2 10 10 CD cord-342591-6joc2ld1 140 3 displays display NNS cord-342591-6joc2ld1 140 4 the the DT cord-342591-6joc2ld1 140 5 phase phase NN cord-342591-6joc2ld1 140 6 plane plane NN cord-342591-6joc2ld1 140 7 of of IN cord-342591-6joc2ld1 140 8 state state NN cord-342591-6joc2ld1 140 9 variables variable NNS cord-342591-6joc2ld1 140 10 : : : cord-342591-6joc2ld1 140 11 total total JJ cord-342591-6joc2ld1 140 12 infected infected JJ cord-342591-6joc2ld1 140 13 ) ) -RRB- cord-342591-6joc2ld1 140 14 and and CC cord-342591-6joc2ld1 140 15 healed heal VBN cord-342591-6joc2ld1 140 16 cases case NNS cord-342591-6joc2ld1 140 17 ( ( -LRB- cord-342591-6joc2ld1 140 18 H(t H(t NNP cord-342591-6joc2ld1 140 19 ) ) -RRB- cord-342591-6joc2ld1 140 20 ) ) -RRB- cord-342591-6joc2ld1 140 21 with with IN cord-342591-6joc2ld1 140 22 different different JJ cord-342591-6joc2ld1 140 23 fractional fractional JJ cord-342591-6joc2ld1 140 24 derivative derivative JJ cord-342591-6joc2ld1 140 25 order order NN cord-342591-6joc2ld1 140 26 . . . cord-342591-6joc2ld1 141 1 From from IN cord-342591-6joc2ld1 141 2 the the DT cord-342591-6joc2ld1 141 3 results result NNS cord-342591-6joc2ld1 141 4 and and CC cord-342591-6joc2ld1 141 5 the the DT cord-342591-6joc2ld1 141 6 figures figure NNS cord-342591-6joc2ld1 141 7 mentioned mention VBN cord-342591-6joc2ld1 141 8 here here RB cord-342591-6joc2ld1 141 9 , , , cord-342591-6joc2ld1 141 10 we -PRON- PRP cord-342591-6joc2ld1 141 11 can can MD cord-342591-6joc2ld1 141 12 state state VB cord-342591-6joc2ld1 141 13 that that IN cord-342591-6joc2ld1 141 14 decreasing decrease VBG cord-342591-6joc2ld1 141 15 the the DT cord-342591-6joc2ld1 141 16 fractional fractional JJ cord-342591-6joc2ld1 141 17 derivative derivative JJ cord-342591-6joc2ld1 141 18 order order NN cord-342591-6joc2ld1 141 19 decreases decrease VBZ cord-342591-6joc2ld1 141 20 the the DT cord-342591-6joc2ld1 141 21 number number NN cord-342591-6joc2ld1 141 22 of of IN cord-342591-6joc2ld1 141 23 each each DT cord-342591-6joc2ld1 141 24 population population NN cord-342591-6joc2ld1 141 25 phase phase NN cord-342591-6joc2ld1 141 26 ( ( -LRB- cord-342591-6joc2ld1 141 27 except except IN cord-342591-6joc2ld1 141 28 Susceptible susceptible JJ cord-342591-6joc2ld1 141 29 19 19 CD cord-342591-6joc2ld1 141 30 population population NN cord-342591-6joc2ld1 141 31 fraction fraction NN cord-342591-6joc2ld1 141 32 as as IN cord-342591-6joc2ld1 141 33 expected expect VBN cord-342591-6joc2ld1 141 34 ) ) -RRB- cord-342591-6joc2ld1 141 35 and and CC cord-342591-6joc2ld1 141 36 flatten flatten VB cord-342591-6joc2ld1 141 37 the the DT cord-342591-6joc2ld1 141 38 curves curve NNS cord-342591-6joc2ld1 141 39 also also RB cord-342591-6joc2ld1 141 40 delays delay VBZ cord-342591-6joc2ld1 141 41 reaching reach VBG cord-342591-6joc2ld1 141 42 the the DT cord-342591-6joc2ld1 141 43 maximum maximum NN cord-342591-6joc2ld1 141 44 in in IN cord-342591-6joc2ld1 141 45 each each DT cord-342591-6joc2ld1 141 46 population population NN cord-342591-6joc2ld1 141 47 phase phase NN cord-342591-6joc2ld1 141 48 . . . cord-342591-6joc2ld1 142 1 23 23 CD cord-342591-6joc2ld1 142 2 Figure figure NN cord-342591-6joc2ld1 142 3 10 10 CD cord-342591-6joc2ld1 142 4 . . . cord-342591-6joc2ld1 143 1 The the DT cord-342591-6joc2ld1 143 2 phase phase NN cord-342591-6joc2ld1 143 3 plane plane NN cord-342591-6joc2ld1 143 4 of of IN cord-342591-6joc2ld1 143 5 state state NN cord-342591-6joc2ld1 143 6 variables variable NNS cord-342591-6joc2ld1 143 7 : : : cord-342591-6joc2ld1 143 8 Total total JJ cord-342591-6joc2ld1 143 9 infected infected JJ cord-342591-6joc2ld1 143 10 ) ) -RRB- cord-342591-6joc2ld1 143 11 and and CC cord-342591-6joc2ld1 143 12 Healed heal VBN cord-342591-6joc2ld1 143 13 cases case NNS cord-342591-6joc2ld1 143 14 ( ( -LRB- cord-342591-6joc2ld1 143 15 H(t H(t NNP cord-342591-6joc2ld1 143 16 ) ) -RRB- cord-342591-6joc2ld1 143 17 ) ) -RRB- cord-342591-6joc2ld1 143 18 with with IN cord-342591-6joc2ld1 143 19 different different JJ cord-342591-6joc2ld1 143 20 fractional fractional JJ cord-342591-6joc2ld1 143 21 derivative derivative JJ cord-342591-6joc2ld1 143 22 order order NN cord-342591-6joc2ld1 143 23 . . . cord-342591-6joc2ld1 144 1 In in IN cord-342591-6joc2ld1 144 2 this this DT cord-342591-6joc2ld1 144 3 subsection subsection NN cord-342591-6joc2ld1 144 4 , , , cord-342591-6joc2ld1 144 5 we -PRON- PRP cord-342591-6joc2ld1 144 6 show show VBP cord-342591-6joc2ld1 144 7 the the DT cord-342591-6joc2ld1 144 8 effect effect NN cord-342591-6joc2ld1 144 9 of of IN cord-342591-6joc2ld1 144 10 changing change VBG cord-342591-6joc2ld1 144 11 certain certain JJ cord-342591-6joc2ld1 144 12 system system NN cord-342591-6joc2ld1 144 13 parameters parameter NNS cord-342591-6joc2ld1 144 14 on on IN cord-342591-6joc2ld1 144 15 different different JJ cord-342591-6joc2ld1 144 16 population population NN cord-342591-6joc2ld1 144 17 phases phase NNS cord-342591-6joc2ld1 144 18 at at IN cord-342591-6joc2ld1 144 19 day day NN cord-342591-6joc2ld1 144 20 60 60 CD cord-342591-6joc2ld1 144 21 with with IN cord-342591-6joc2ld1 144 22 various various JJ cord-342591-6joc2ld1 144 23 fractional fractional JJ cord-342591-6joc2ld1 144 24 derivative derivative JJ cord-342591-6joc2ld1 144 25 order order NN cord-342591-6joc2ld1 144 26 . . . cord-342591-6joc2ld1 145 1 Figure figure NN cord-342591-6joc2ld1 145 2 _SP cord-342591-6joc2ld1 146 1 The the DT cord-342591-6joc2ld1 146 2 mean mean JJ cord-342591-6joc2ld1 146 3 rate rate NN cord-342591-6joc2ld1 146 4 of of IN cord-342591-6joc2ld1 146 5 separation separation NN cord-342591-6joc2ld1 146 6 or or CC cord-342591-6joc2ld1 146 7 contraction contraction NN cord-342591-6joc2ld1 146 8 of of IN cord-342591-6joc2ld1 146 9 tiny tiny JJ cord-342591-6joc2ld1 146 10 phase phase NN cord-342591-6joc2ld1 146 11 - - HYPH cord-342591-6joc2ld1 146 12 space space NN cord-342591-6joc2ld1 146 13 disturbances disturbance NNS cord-342591-6joc2ld1 146 14 of of IN cord-342591-6joc2ld1 146 15 a a DT cord-342591-6joc2ld1 146 16 dynamical dynamical JJ cord-342591-6joc2ld1 146 17 system system NN cord-342591-6joc2ld1 146 18 beginning begin VBG cord-342591-6joc2ld1 146 19 from from IN cord-342591-6joc2ld1 146 20 near near IN cord-342591-6joc2ld1 146 21 starting starting NN cord-342591-6joc2ld1 146 22 points point NNS cord-342591-6joc2ld1 146 23 is be VBZ cord-342591-6joc2ld1 146 24 metered meter VBN cord-342591-6joc2ld1 146 25 by by IN cord-342591-6joc2ld1 146 26 the the DT cord-342591-6joc2ld1 146 27 Lyapunov Lyapunov NNP cord-342591-6joc2ld1 146 28 exponents exponent NNS cord-342591-6joc2ld1 146 29 ( ( -LRB- cord-342591-6joc2ld1 146 30 LEs LEs NNP cord-342591-6joc2ld1 146 31 ) ) -RRB- cord-342591-6joc2ld1 146 32 [ [ -LRB- cord-342591-6joc2ld1 146 33 55 55 CD cord-342591-6joc2ld1 146 34 ] ] -RRB- cord-342591-6joc2ld1 146 35 . . . cord-342591-6joc2ld1 147 1 Thus thus RB cord-342591-6joc2ld1 147 2 , , , cord-342591-6joc2ld1 147 3 they -PRON- PRP cord-342591-6joc2ld1 147 4 can can MD cord-342591-6joc2ld1 147 5 be be VB cord-342591-6joc2ld1 147 6 utilized utilize VBN cord-342591-6joc2ld1 147 7 to to TO cord-342591-6joc2ld1 147 8 study study VB cord-342591-6joc2ld1 147 9 the the DT cord-342591-6joc2ld1 147 10 stability stability NN cord-342591-6joc2ld1 147 11 of of IN cord-342591-6joc2ld1 147 12 dynamical dynamical JJ cord-342591-6joc2ld1 147 13 systems system NNS cord-342591-6joc2ld1 147 14 and and CC cord-342591-6joc2ld1 147 15 to to TO cord-342591-6joc2ld1 147 16 examine examine VB cord-342591-6joc2ld1 147 17 sensitive sensitive JJ cord-342591-6joc2ld1 147 18 reliance reliance NN cord-342591-6joc2ld1 147 19 on on IN cord-342591-6joc2ld1 147 20 starting start VBG cord-342591-6joc2ld1 147 21 conditions condition NNS cord-342591-6joc2ld1 147 22 , , , cord-342591-6joc2ld1 147 23 that that DT cord-342591-6joc2ld1 147 24 implies imply VBZ cord-342591-6joc2ld1 147 25 , , , cord-342591-6joc2ld1 147 26 the the DT cord-342591-6joc2ld1 147 27 presence presence NN cord-342591-6joc2ld1 147 28 of of IN cord-342591-6joc2ld1 147 29 hidden hidden JJ cord-342591-6joc2ld1 147 30 chaotic chaotic JJ cord-342591-6joc2ld1 147 31 dynamics dynamic NNS cord-342591-6joc2ld1 147 32 . . . cord-342591-6joc2ld1 148 1 It -PRON- PRP cord-342591-6joc2ld1 148 2 is be VBZ cord-342591-6joc2ld1 148 3 important important JJ cord-342591-6joc2ld1 148 4 to to TO cord-342591-6joc2ld1 148 5 check check VB cord-342591-6joc2ld1 148 6 the the DT cord-342591-6joc2ld1 148 7 epidemic epidemic NN cord-342591-6joc2ld1 148 8 transition transition NN cord-342591-6joc2ld1 148 9 models model NNS cord-342591-6joc2ld1 148 10 if if IN cord-342591-6joc2ld1 148 11 it -PRON- PRP cord-342591-6joc2ld1 148 12 is be VBZ cord-342591-6joc2ld1 148 13 chaotic chaotic JJ cord-342591-6joc2ld1 148 14 or or CC cord-342591-6joc2ld1 148 15 not not RB cord-342591-6joc2ld1 148 16 via via IN cord-342591-6joc2ld1 148 17 calculating calculate VBG cord-342591-6joc2ld1 148 18 LEs LEs NNP cord-342591-6joc2ld1 148 19 . . . cord-342591-6joc2ld1 149 1 Corresponding correspond VBG cord-342591-6joc2ld1 149 2 techniques technique NNS cord-342591-6joc2ld1 149 3 for for IN cord-342591-6joc2ld1 149 4 the the DT cord-342591-6joc2ld1 149 5 LEs LEs NNP cord-342591-6joc2ld1 149 6 calculation calculation NN cord-342591-6joc2ld1 149 7 and and CC cord-342591-6joc2ld1 149 8 their -PRON- PRP$ cord-342591-6joc2ld1 149 9 distinction distinction NN cord-342591-6joc2ld1 149 10 are be VBP cord-342591-6joc2ld1 149 11 studied study VBN cord-342591-6joc2ld1 149 12 , , , cord-342591-6joc2ld1 149 13 e.g. e.g. RB cord-342591-6joc2ld1 149 14 , , , cord-342591-6joc2ld1 149 15 in in IN cord-342591-6joc2ld1 149 16 [ [ -LRB- cord-342591-6joc2ld1 149 17 35 35 CD cord-342591-6joc2ld1 149 18 , , , cord-342591-6joc2ld1 149 19 36 36 CD cord-342591-6joc2ld1 149 20 ] ] -RRB- cord-342591-6joc2ld1 149 21 . . . cord-342591-6joc2ld1 150 1 The the DT cord-342591-6joc2ld1 150 2 studied study VBN cord-342591-6joc2ld1 150 3 system system NN cord-342591-6joc2ld1 150 4 represented represent VBN cord-342591-6joc2ld1 150 5 by by IN cord-342591-6joc2ld1 150 6 equations equation NNS cord-342591-6joc2ld1 150 7 : : : cord-342591-6joc2ld1 150 8 ( ( -LRB- cord-342591-6joc2ld1 150 9 3.1 3.1 LS cord-342591-6joc2ld1 150 10 ) ) -RRB- cord-342591-6joc2ld1 150 11 -(3.8 -(3.8 NFP cord-342591-6joc2ld1 150 12 ) ) -RRB- cord-342591-6joc2ld1 150 13 is be VBZ cord-342591-6joc2ld1 150 14 stable stable JJ cord-342591-6joc2ld1 150 15 [ [ -LRB- cord-342591-6joc2ld1 150 16 21 21 CD cord-342591-6joc2ld1 150 17 ] ] -RRB- cord-342591-6joc2ld1 150 18 . . . cord-342591-6joc2ld1 151 1 Here here RB cord-342591-6joc2ld1 151 2 , , , cord-342591-6joc2ld1 151 3 we -PRON- PRP cord-342591-6joc2ld1 151 4 confirm confirm VBP cord-342591-6joc2ld1 151 5 its -PRON- PRP$ cord-342591-6joc2ld1 151 6 stability stability NN cord-342591-6joc2ld1 151 7 for for IN cord-342591-6joc2ld1 151 8 different different JJ cord-342591-6joc2ld1 151 9 values value NNS cord-342591-6joc2ld1 151 10 of of IN cord-342591-6joc2ld1 151 11 fractional fractional JJ cord-342591-6joc2ld1 151 12 derivative derivative JJ cord-342591-6joc2ld1 151 13 order order NN cord-342591-6joc2ld1 151 14 via via IN cord-342591-6joc2ld1 151 15 plotting plot VBG cord-342591-6joc2ld1 151 16 the the DT cord-342591-6joc2ld1 151 17 relationship relationship NN cord-342591-6joc2ld1 151 18 between between IN cord-342591-6joc2ld1 151 19 the the DT cord-342591-6joc2ld1 151 20 fraction fraction NN cord-342591-6joc2ld1 151 21 derivative derivative JJ cord-342591-6joc2ld1 151 22 order order NN cord-342591-6joc2ld1 151 23 and and CC cord-342591-6joc2ld1 151 24 the the DT cord-342591-6joc2ld1 151 25 eight eight CD cord-342591-6joc2ld1 151 26 Lyapunov Lyapunov NNP cord-342591-6joc2ld1 151 27 exponents exponent NNS cord-342591-6joc2ld1 151 28 of of IN cord-342591-6joc2ld1 151 29 the the DT cord-342591-6joc2ld1 151 30 system system NN cord-342591-6joc2ld1 151 31 . . . cord-342591-6joc2ld1 152 1 Figure figure NN cord-342591-6joc2ld1 152 2 _SP cord-342591-6joc2ld1 152 3 23 23 CD cord-342591-6joc2ld1 152 4 shows show NNS cord-342591-6joc2ld1 152 5 that that IN cord-342591-6joc2ld1 152 6 all all DT cord-342591-6joc2ld1 152 7 system system NN cord-342591-6joc2ld1 152 8 eight eight CD cord-342591-6joc2ld1 153 1 Lyapunov lyapunov JJ cord-342591-6joc2ld1 153 2 exponents exponent NNS cord-342591-6joc2ld1 153 3 are be VBP cord-342591-6joc2ld1 153 4 negative negative JJ cord-342591-6joc2ld1 153 5 with with IN cord-342591-6joc2ld1 153 6 different different JJ cord-342591-6joc2ld1 153 7 fraction fraction NN cord-342591-6joc2ld1 153 8 derivative derivative JJ cord-342591-6joc2ld1 153 9 order order NN cord-342591-6joc2ld1 153 10 as as IN cord-342591-6joc2ld1 153 11 time time NN cord-342591-6joc2ld1 153 12 approaches approach VBZ cord-342591-6joc2ld1 153 13 infinity infinity NN cord-342591-6joc2ld1 153 14 ( ( -LRB- cord-342591-6joc2ld1 153 15 here here RB cord-342591-6joc2ld1 153 16 , , , cord-342591-6joc2ld1 153 17 time time NN cord-342591-6joc2ld1 153 18 is be VBZ cord-342591-6joc2ld1 153 19 taken take VBN cord-342591-6joc2ld1 153 20 1500 1500 CD cord-342591-6joc2ld1 153 21 ) ) -RRB- cord-342591-6joc2ld1 153 22 . . . cord-342591-6joc2ld1 154 1 Figure figure NN cord-342591-6joc2ld1 154 2 24 24 CD cord-342591-6joc2ld1 154 3 shows show VBZ cord-342591-6joc2ld1 154 4 the the DT cord-342591-6joc2ld1 154 5 31 31 CD cord-342591-6joc2ld1 154 6 dynamics dynamic NNS cord-342591-6joc2ld1 154 7 of of IN cord-342591-6joc2ld1 154 8 the the DT cord-342591-6joc2ld1 154 9 system system NN cord-342591-6joc2ld1 154 10 eight eight CD cord-342591-6joc2ld1 154 11 Lyapunov Lyapunov NNP cord-342591-6joc2ld1 154 12 exponents exponent NNS cord-342591-6joc2ld1 154 13 with with IN cord-342591-6joc2ld1 154 14 time time NN cord-342591-6joc2ld1 154 15 . . . cord-342591-6joc2ld1 155 1 In in IN cord-342591-6joc2ld1 155 2 Figure figure NN cord-342591-6joc2ld1 155 3 24 24 CD cord-342591-6joc2ld1 155 4 -(a -(a CD cord-342591-6joc2ld1 155 5 ) ) -RRB- cord-342591-6joc2ld1 155 6 to to IN cord-342591-6joc2ld1 155 7 24-(d 24-(d CD cord-342591-6joc2ld1 155 8 ) ) -RRB- cord-342591-6joc2ld1 155 9 with with IN cord-342591-6joc2ld1 155 10 different different JJ cord-342591-6joc2ld1 155 11 fraction fraction NN cord-342591-6joc2ld1 155 12 derivative derivative JJ cord-342591-6joc2ld1 155 13 order order NN cord-342591-6joc2ld1 155 14 , , , cord-342591-6joc2ld1 155 15 the the DT cord-342591-6joc2ld1 155 16 system system NN cord-342591-6joc2ld1 155 17 eight eight CD cord-342591-6joc2ld1 155 18 Lyapunov Lyapunov NNP cord-342591-6joc2ld1 155 19 exponents exponent NNS cord-342591-6joc2ld1 155 20 approaches approach VBZ cord-342591-6joc2ld1 155 21 negative negative JJ cord-342591-6joc2ld1 155 22 end end NN cord-342591-6joc2ld1 155 23 which which WDT cord-342591-6joc2ld1 155 24 confirm confirm VBP cord-342591-6joc2ld1 155 25 the the DT cord-342591-6joc2ld1 155 26 system system NN cord-342591-6joc2ld1 155 27 stability stability NN cord-342591-6joc2ld1 155 28 with with IN cord-342591-6joc2ld1 155 29 different different JJ cord-342591-6joc2ld1 155 30 fractional fractional JJ cord-342591-6joc2ld1 155 31 derivative derivative JJ cord-342591-6joc2ld1 155 32 orders order NNS cord-342591-6joc2ld1 155 33 . . . cord-342591-6joc2ld1 156 1 For for IN cord-342591-6joc2ld1 156 2 more more JJR cord-342591-6joc2ld1 156 3 details detail NNS cord-342591-6joc2ld1 156 4 about about IN cord-342591-6joc2ld1 156 5 Lyapunov Lyapunov NNP cord-342591-6joc2ld1 156 6 exponents exponent NNS cord-342591-6joc2ld1 156 7 see see VBP cord-342591-6joc2ld1 156 8 [ [ -LRB- cord-342591-6joc2ld1 156 9 55 55 CD cord-342591-6joc2ld1 156 10 ] ] -RRB- cord-342591-6joc2ld1 156 11 . . . cord-342591-6joc2ld1 157 1 Here here RB cord-342591-6joc2ld1 157 2 , , , cord-342591-6joc2ld1 157 3 we -PRON- PRP cord-342591-6joc2ld1 157 4 use use VBP cord-342591-6joc2ld1 157 5 the the DT cord-342591-6joc2ld1 157 6 method method NN cord-342591-6joc2ld1 157 7 in in IN cord-342591-6joc2ld1 157 8 [ [ -LRB- cord-342591-6joc2ld1 157 9 13 13 CD cord-342591-6joc2ld1 157 10 ] ] -RRB- cord-342591-6joc2ld1 157 11 for for IN cord-342591-6joc2ld1 157 12 calculating calculate VBG cord-342591-6joc2ld1 157 13 the the DT cord-342591-6joc2ld1 157 14 fractional fractional JJ cord-342591-6joc2ld1 157 15 order order NN cord-342591-6joc2ld1 157 16 Lyapunov Lyapunov NNP cord-342591-6joc2ld1 157 17 exponents exponent NNS cord-342591-6joc2ld1 157 18 . . . cord-342591-6joc2ld1 157 19 _SP cord-342591-6joc2ld1 158 1 This this DT cord-342591-6joc2ld1 158 2 research research NN cord-342591-6joc2ld1 158 3 has have VBZ cord-342591-6joc2ld1 158 4 been be VBN cord-342591-6joc2ld1 158 5 carried carry VBN cord-342591-6joc2ld1 158 6 out out RP cord-342591-6joc2ld1 158 7 to to IN cord-342591-6joc2ld1 158 8 the the DT cord-342591-6joc2ld1 158 9 analysis analysis NN cord-342591-6joc2ld1 158 10 of of IN cord-342591-6joc2ld1 158 11 an an DT cord-342591-6joc2ld1 158 12 eight eight CD cord-342591-6joc2ld1 158 13 dimension dimension NN cord-342591-6joc2ld1 158 14 fractional fractional JJ cord-342591-6joc2ld1 158 15 -order -order : cord-342591-6joc2ld1 158 16 SIDARTHE SIDARTHE NNS cord-342591-6joc2ld1 158 17 COVID-19 covid-19 DT cord-342591-6joc2ld1 158 18 mathematical mathematical JJ cord-342591-6joc2ld1 158 19 model model NN cord-342591-6joc2ld1 158 20 . . . cord-342591-6joc2ld1 159 1 In in IN cord-342591-6joc2ld1 159 2 this this DT cord-342591-6joc2ld1 159 3 8-D 8-d CD cord-342591-6joc2ld1 159 4 CVID-19 CVID-19 , cord-342591-6joc2ld1 159 5 mathematical mathematical JJ cord-342591-6joc2ld1 159 6 model model NN cord-342591-6joc2ld1 159 7 , , , cord-342591-6joc2ld1 159 8 the the DT cord-342591-6joc2ld1 159 9 infected infected JJ cord-342591-6joc2ld1 159 10 population population NN cord-342591-6joc2ld1 159 11 fraction fraction NN cord-342591-6joc2ld1 159 12 is be VBZ cord-342591-6joc2ld1 159 13 partitioned partition VBN cord-342591-6joc2ld1 159 14 into into IN cord-342591-6joc2ld1 159 15 five five CD cord-342591-6joc2ld1 159 16 different different JJ cord-342591-6joc2ld1 159 17 population population NN cord-342591-6joc2ld1 159 18 fractions fraction NNS cord-342591-6joc2ld1 159 19 : : : cord-342591-6joc2ld1 159 20 . . . cord-342591-6joc2ld1 160 1 It -PRON- PRP cord-342591-6joc2ld1 160 2 is be VBZ cord-342591-6joc2ld1 160 3 the the DT cord-342591-6joc2ld1 160 4 first first JJ cord-342591-6joc2ld1 160 5 time time NN cord-342591-6joc2ld1 160 6 to to TO cord-342591-6joc2ld1 160 7 study study VB cord-342591-6joc2ld1 160 8 such such JJ cord-342591-6joc2ld1 160 9 model model NN cord-342591-6joc2ld1 160 10 with with IN cord-342591-6joc2ld1 160 11 fractional fractional JJ cord-342591-6joc2ld1 160 12 order order NN cord-342591-6joc2ld1 160 13 . . . cord-342591-6joc2ld1 161 1 The the DT cord-342591-6joc2ld1 161 2 existence existence NN cord-342591-6joc2ld1 161 3 of of IN cord-342591-6joc2ld1 161 4 stable stable JJ cord-342591-6joc2ld1 161 5 solution solution NN cord-342591-6joc2ld1 161 6 of of IN cord-342591-6joc2ld1 161 7 the the DT cord-342591-6joc2ld1 161 8 fractional fractional JJ cord-342591-6joc2ld1 161 9 order order NN cord-342591-6joc2ld1 161 10 SIDARTHE SIDARTHE NNP cord-342591-6joc2ld1 161 11 model model NN cord-342591-6joc2ld1 161 12 is be VBZ cord-342591-6joc2ld1 161 13 proved prove VBN cord-342591-6joc2ld1 161 14 . . . cord-342591-6joc2ld1 162 1 The the DT cord-342591-6joc2ld1 162 2 fractional fractional JJ cord-342591-6joc2ld1 162 3 order order NN cord-342591-6joc2ld1 162 4 necessary necessary JJ cord-342591-6joc2ld1 162 5 conditions condition NNS cord-342591-6joc2ld1 162 6 for for IN cord-342591-6joc2ld1 162 7 a a DT cord-342591-6joc2ld1 162 8 four four CD cord-342591-6joc2ld1 162 9 optimal optimal JJ cord-342591-6joc2ld1 162 10 control control NN cord-342591-6joc2ld1 162 11 strategies strategy NNS cord-342591-6joc2ld1 162 12 are be VBP cord-342591-6joc2ld1 162 13 implemented implement VBN cord-342591-6joc2ld1 162 14 . . . cord-342591-6joc2ld1 163 1 In in IN cord-342591-6joc2ld1 163 2 addition addition NN cord-342591-6joc2ld1 163 3 , , , cord-342591-6joc2ld1 163 4 the the DT cord-342591-6joc2ld1 163 5 system system NN cord-342591-6joc2ld1 163 6 dynamics dynamic NNS cord-342591-6joc2ld1 163 7 displayed display VBD cord-342591-6joc2ld1 163 8 via via IN cord-342591-6joc2ld1 163 9 the the DT cord-342591-6joc2ld1 163 10 fraction fraction NN cord-342591-6joc2ld1 163 11 order order NN cord-342591-6joc2ld1 163 12 numerical numerical JJ cord-342591-6joc2ld1 163 13 solver solver NN cord-342591-6joc2ld1 163 14 by by IN cord-342591-6joc2ld1 163 15 MATLAB MATLAB NNP cord-342591-6joc2ld1 163 16 software software NN cord-342591-6joc2ld1 163 17 with with IN cord-342591-6joc2ld1 163 18 different different JJ cord-342591-6joc2ld1 163 19 fractional fractional JJ cord-342591-6joc2ld1 163 20 orders order NNS cord-342591-6joc2ld1 163 21 and and CC cord-342591-6joc2ld1 163 22 the the DT cord-342591-6joc2ld1 163 23 effects effect NNS cord-342591-6joc2ld1 163 24 of of IN cord-342591-6joc2ld1 163 25 changing change VBG cord-342591-6joc2ld1 163 26 the the DT cord-342591-6joc2ld1 163 27 infection infection NN cord-342591-6joc2ld1 163 28 rates rate NNS cord-342591-6joc2ld1 163 29 parameters parameter NNS cord-342591-6joc2ld1 163 30 are be VBP cord-342591-6joc2ld1 163 31 presented present VBN cord-342591-6joc2ld1 163 32 in in IN cord-342591-6joc2ld1 163 33 this this DT cord-342591-6joc2ld1 163 34 manuscript manuscript NN cord-342591-6joc2ld1 163 35 with with IN cord-342591-6joc2ld1 163 36 different different JJ cord-342591-6joc2ld1 163 37 fractional fractional JJ cord-342591-6joc2ld1 163 38 orders order NNS cord-342591-6joc2ld1 163 39 . . . cord-342591-6joc2ld1 164 1 The the DT cord-342591-6joc2ld1 164 2 effects effect NNS cord-342591-6joc2ld1 164 3 of of IN cord-342591-6joc2ld1 164 4 changing change VBG cord-342591-6joc2ld1 164 5 the the DT cord-342591-6joc2ld1 164 6 fractional fractional JJ cord-342591-6joc2ld1 164 7 order order NN cord-342591-6joc2ld1 164 8 on on IN cord-342591-6joc2ld1 164 9 the the DT cord-342591-6joc2ld1 164 10 system system NN cord-342591-6joc2ld1 165 1 Lyapunov lyapunov JJ cord-342591-6joc2ld1 165 2 exponent exponent NN cord-342591-6joc2ld1 165 3 are be VBP cord-342591-6joc2ld1 165 4 also also RB cord-342591-6joc2ld1 165 5 displayed display VBN cord-342591-6joc2ld1 165 6 . . . cord-342591-6joc2ld1 166 1 The the DT cord-342591-6joc2ld1 166 2 dynamics dynamic NNS cord-342591-6joc2ld1 166 3 of of IN cord-342591-6joc2ld1 166 4 the the DT cord-342591-6joc2ld1 166 5 system system NN cord-342591-6joc2ld1 166 6 are be VBP cord-342591-6joc2ld1 166 7 presented present VBN cord-342591-6joc2ld1 166 8 before before IN cord-342591-6joc2ld1 166 9 and and CC cord-342591-6joc2ld1 166 10 after after IN cord-342591-6joc2ld1 166 11 control control NN cord-342591-6joc2ld1 166 12 . . . cord-342591-6joc2ld1 167 1 From from IN cord-342591-6joc2ld1 167 2 our -PRON- PRP$ cord-342591-6joc2ld1 167 3 study study NN cord-342591-6joc2ld1 167 4 , , , cord-342591-6joc2ld1 167 5 we -PRON- PRP cord-342591-6joc2ld1 167 6 can can MD cord-342591-6joc2ld1 167 7 state state VB cord-342591-6joc2ld1 167 8 that that IN cord-342591-6joc2ld1 167 9 decreasing decrease VBG cord-342591-6joc2ld1 167 10 the the DT cord-342591-6joc2ld1 167 11 fractional fractional JJ cord-342591-6joc2ld1 167 12 derivative derivative JJ cord-342591-6joc2ld1 167 13 order order NN cord-342591-6joc2ld1 167 14 decreases decrease VBZ cord-342591-6joc2ld1 167 15 the the DT cord-342591-6joc2ld1 167 16 number number NN cord-342591-6joc2ld1 167 17 of of IN cord-342591-6joc2ld1 167 18 cases case NNS cord-342591-6joc2ld1 167 19 in in IN cord-342591-6joc2ld1 167 20 all all DT cord-342591-6joc2ld1 167 21 population population NN cord-342591-6joc2ld1 167 22 fraction fraction NN cord-342591-6joc2ld1 167 23 phases phase NNS cord-342591-6joc2ld1 167 24 and and CC cord-342591-6joc2ld1 167 25 delays delay NNS cord-342591-6joc2ld1 167 26 the the DT cord-342591-6joc2ld1 167 27 maximum maximum JJ cord-342591-6joc2ld1 167 28 plus plus CC cord-342591-6joc2ld1 167 29 changing change VBG cord-342591-6joc2ld1 167 30 the the DT cord-342591-6joc2ld1 167 31 value value NN cord-342591-6joc2ld1 167 32 of of IN cord-342591-6joc2ld1 167 33 the the DT cord-342591-6joc2ld1 167 34 fractional fractional JJ cord-342591-6joc2ld1 167 35 derivative derivative JJ cord-342591-6joc2ld1 167 36 order order NN cord-342591-6joc2ld1 167 37 has have VBZ cord-342591-6joc2ld1 167 38 no no DT cord-342591-6joc2ld1 167 39 effect effect NN cord-342591-6joc2ld1 167 40 on on IN cord-342591-6joc2ld1 167 41 the the DT cord-342591-6joc2ld1 167 42 stability stability NN cord-342591-6joc2ld1 167 43 of of IN cord-342591-6joc2ld1 167 44 the the DT cord-342591-6joc2ld1 167 45 system system NN cord-342591-6joc2ld1 167 46 since since IN cord-342591-6joc2ld1 167 47 its -PRON- PRP$ cord-342591-6joc2ld1 167 48 all all DT cord-342591-6joc2ld1 167 49 Lyapunov Lyapunov NNP cord-342591-6joc2ld1 167 50 exponents exponent NNS cord-342591-6joc2ld1 167 51 still still RB cord-342591-6joc2ld1 167 52 negative negative JJ cord-342591-6joc2ld1 167 53 . . . cord-342591-6joc2ld1 168 1 The the DT cord-342591-6joc2ld1 168 2 proposed propose VBN cord-342591-6joc2ld1 168 3 38 38 CD cord-342591-6joc2ld1 168 4 fractional fractional JJ cord-342591-6joc2ld1 168 5 order order NN cord-342591-6joc2ld1 168 6 COVID-19 COVID-19 NNP cord-342591-6joc2ld1 168 7 SIDARTHE SIDARTHE NNP cord-342591-6joc2ld1 168 8 model model NN cord-342591-6joc2ld1 168 9 predicts predict VBZ cord-342591-6joc2ld1 168 10 the the DT cord-342591-6joc2ld1 168 11 evolution evolution NN cord-342591-6joc2ld1 168 12 of of IN cord-342591-6joc2ld1 168 13 COVID-19 covid-19 JJ cord-342591-6joc2ld1 168 14 epidemic epidemic NN cord-342591-6joc2ld1 168 15 and and CC cord-342591-6joc2ld1 168 16 try try VB cord-342591-6joc2ld1 168 17 to to TO cord-342591-6joc2ld1 168 18 help help VB cord-342591-6joc2ld1 168 19 in in IN cord-342591-6joc2ld1 168 20 understanding understand VBG cord-342591-6joc2ld1 168 21 the the DT cord-342591-6joc2ld1 168 22 impact impact NN cord-342591-6joc2ld1 168 23 of of IN cord-342591-6joc2ld1 168 24 different different JJ cord-342591-6joc2ld1 168 25 plans plan NNS cord-342591-6joc2ld1 168 26 to to TO cord-342591-6joc2ld1 168 27 limit limit VB cord-342591-6joc2ld1 168 28 the the DT cord-342591-6joc2ld1 168 29 diffusion diffusion NN cord-342591-6joc2ld1 168 30 of of IN cord-342591-6joc2ld1 168 31 this this DT cord-342591-6joc2ld1 168 32 epidemic epidemic NN cord-342591-6joc2ld1 168 33 with with IN cord-342591-6joc2ld1 168 34 different different JJ cord-342591-6joc2ld1 168 35 values value NNS cord-342591-6joc2ld1 168 36 of of IN cord-342591-6joc2ld1 168 37 the the DT cord-342591-6joc2ld1 168 38 fractional fractional JJ cord-342591-6joc2ld1 168 39 order order NN cord-342591-6joc2ld1 168 40 . . . cord-342591-6joc2ld1 169 1 Our -PRON- PRP$ cord-342591-6joc2ld1 169 2 results result NNS cord-342591-6joc2ld1 169 3 confirm confirm VBP cord-342591-6joc2ld1 169 4 the the DT cord-342591-6joc2ld1 169 5 importance importance NN cord-342591-6joc2ld1 169 6 of of IN cord-342591-6joc2ld1 169 7 decreasing decrease VBG cord-342591-6joc2ld1 169 8 the the DT cord-342591-6joc2ld1 169 9 infection infection NN cord-342591-6joc2ld1 169 10 rates rate NNS cord-342591-6joc2ld1 169 11 . . . cord-342591-6joc2ld1 170 1 Decreasing decrease VBG cord-342591-6joc2ld1 170 2 the the DT cord-342591-6joc2ld1 170 3 infection infection NN cord-342591-6joc2ld1 170 4 rates rate NNS cord-342591-6joc2ld1 170 5 include include VBP cord-342591-6joc2ld1 170 6 taking take VBG cord-342591-6joc2ld1 170 7 various various JJ cord-342591-6joc2ld1 170 8 actions action NNS cord-342591-6joc2ld1 170 9 like like IN cord-342591-6joc2ld1 170 10 insure insure VB cord-342591-6joc2ld1 170 11 the the DT cord-342591-6joc2ld1 170 12 social social JJ cord-342591-6joc2ld1 170 13 distance distance NN cord-342591-6joc2ld1 170 14 , , , cord-342591-6joc2ld1 170 15 closing close VBG cord-342591-6joc2ld1 170 16 the the DT cord-342591-6joc2ld1 170 17 airports airport NNS cord-342591-6joc2ld1 170 18 , , , cord-342591-6joc2ld1 170 19 closing close VBG cord-342591-6joc2ld1 170 20 all all DT cord-342591-6joc2ld1 170 21 teaching teaching NN cord-342591-6joc2ld1 170 22 authorities authority NNS cord-342591-6joc2ld1 170 23 , , , cord-342591-6joc2ld1 170 24 random random JJ cord-342591-6joc2ld1 170 25 testing test VBG cord-342591-6joc2ld1 170 26 the the DT cord-342591-6joc2ld1 170 27 asymptomatic asymptomatic JJ cord-342591-6joc2ld1 170 28 cases case NNS cord-342591-6joc2ld1 170 29 and and CC cord-342591-6joc2ld1 170 30 contact contact NN cord-342591-6joc2ld1 170 31 tracing tracing NN cord-342591-6joc2ld1 170 32 . . . cord-342591-6joc2ld1 171 1 The the DT cord-342591-6joc2ld1 171 2 author author NN cord-342591-6joc2ld1 171 3 hope hope VBP cord-342591-6joc2ld1 171 4 that that IN cord-342591-6joc2ld1 171 5 the the DT cord-342591-6joc2ld1 171 6 COVID-19 COVID-19 NNP cord-342591-6joc2ld1 171 7 study study NN cord-342591-6joc2ld1 171 8 using use VBG cord-342591-6joc2ld1 171 9 the the DT cord-342591-6joc2ld1 171 10 proposed propose VBN cord-342591-6joc2ld1 171 11 model model NN cord-342591-6joc2ld1 171 12 continues continue VBZ cord-342591-6joc2ld1 171 13 . . . cord-342591-6joc2ld1 172 1 And and CC cord-342591-6joc2ld1 172 2 via via IN cord-342591-6joc2ld1 172 3 utilizing utilize VBG cord-342591-6joc2ld1 172 4 the the DT cord-342591-6joc2ld1 172 5 real real JJ cord-342591-6joc2ld1 172 6 data datum NNS cord-342591-6joc2ld1 172 7 the the DT cord-342591-6joc2ld1 172 8 optimum optimum JJ cord-342591-6joc2ld1 172 9 fractional fractional JJ cord-342591-6joc2ld1 172 10 order order NN cord-342591-6joc2ld1 172 11 can can MD cord-342591-6joc2ld1 172 12 be be VB cord-342591-6joc2ld1 172 13 estimated estimate VBN cord-342591-6joc2ld1 172 14 . . . cord-342591-6joc2ld1 173 1 No no DT cord-342591-6joc2ld1 173 2 competing compete VBG cord-342591-6joc2ld1 173 3 of of IN cord-342591-6joc2ld1 173 4 interest interest NN cord-342591-6joc2ld1 173 5 . . . cord-342591-6joc2ld1 174 1 This this DT cord-342591-6joc2ld1 174 2 research research NN cord-342591-6joc2ld1 174 3 did do VBD cord-342591-6joc2ld1 174 4 not not RB cord-342591-6joc2ld1 174 5 receive receive VB cord-342591-6joc2ld1 174 6 any any DT cord-342591-6joc2ld1 174 7 specific specific JJ cord-342591-6joc2ld1 174 8 grant grant NN cord-342591-6joc2ld1 174 9 from from IN cord-342591-6joc2ld1 174 10 funding fund VBG cord-342591-6joc2ld1 174 11 agencies agency NNS cord-342591-6joc2ld1 174 12 in in IN cord-342591-6joc2ld1 174 13 the the DT cord-342591-6joc2ld1 174 14 public public NN cord-342591-6joc2ld1 174 15 , , , cord-342591-6joc2ld1 174 16 commercial commercial JJ cord-342591-6joc2ld1 174 17 , , , cord-342591-6joc2ld1 174 18 or or CC cord-342591-6joc2ld1 174 19 not not RB cord-342591-6joc2ld1 174 20 - - HYPH cord-342591-6joc2ld1 174 21 for for IN cord-342591-6joc2ld1 174 22 - - HYPH cord-342591-6joc2ld1 174 23 profit profit NN cord-342591-6joc2ld1 174 24 sectors sector NNS cord-342591-6joc2ld1 174 25 . . . cord-342591-6joc2ld1 174 26 _SP cord-342591-6joc2ld1 175 1 The the DT cord-342591-6joc2ld1 175 2 hopf hopf JJ cord-342591-6joc2ld1 175 3 bifurcation bifurcation NN cord-342591-6joc2ld1 175 4 analysis analysis NN cord-342591-6joc2ld1 175 5 and and CC cord-342591-6joc2ld1 175 6 optimal optimal JJ cord-342591-6joc2ld1 175 7 Control Control NNP cord-342591-6joc2ld1 175 8 of of IN cord-342591-6joc2ld1 175 9 a a DT cord-342591-6joc2ld1 175 10 delayed delay VBN cord-342591-6joc2ld1 175 11 SIR SIR NNP cord-342591-6joc2ld1 175 12 epidemic epidemic NN cord-342591-6joc2ld1 175 13 model model NN cord-342591-6joc2ld1 176 1 An an DT cord-342591-6joc2ld1 176 2 optimal optimal JJ cord-342591-6joc2ld1 176 3 Control Control NNP cord-342591-6joc2ld1 176 4 problem problem NN cord-342591-6joc2ld1 176 5 arising arise VBG cord-342591-6joc2ld1 176 6 from from IN cord-342591-6joc2ld1 176 7 a a DT cord-342591-6joc2ld1 176 8 dengue dengue NN cord-342591-6joc2ld1 176 9 disease disease NN cord-342591-6joc2ld1 176 10 transmission transmission NN cord-342591-6joc2ld1 176 11 model model NNP cord-342591-6joc2ld1 176 12 Data Data NNP cord-342591-6joc2ld1 176 13 - - HYPH cord-342591-6joc2ld1 176 14 based base VBN cord-342591-6joc2ld1 176 15 analysis analysis NN cord-342591-6joc2ld1 176 16 , , , cord-342591-6joc2ld1 176 17 modelling modelling NN cord-342591-6joc2ld1 176 18 and and CC cord-342591-6joc2ld1 176 19 forecasting forecasting NN cord-342591-6joc2ld1 176 20 of of IN cord-342591-6joc2ld1 176 21 the the DT cord-342591-6joc2ld1 176 22 COVID-19 covid-19 JJ cord-342591-6joc2ld1 176 23 outbreak outbreak NN cord-342591-6joc2ld1 176 24 Infectious Infectious NNP cord-342591-6joc2ld1 176 25 Diseases Diseases NNPS cord-342591-6joc2ld1 176 26 of of IN cord-342591-6joc2ld1 176 27 Humans Humans NNPS cord-342591-6joc2ld1 176 28 Optimal Optimal NNP cord-342591-6joc2ld1 176 29 control control NN cord-342591-6joc2ld1 176 30 of of IN cord-342591-6joc2ld1 176 31 a a DT cord-342591-6joc2ld1 176 32 SIR SIR NNP cord-342591-6joc2ld1 176 33 epidemic epidemic NN cord-342591-6joc2ld1 176 34 model model NN cord-342591-6joc2ld1 176 35 with with IN cord-342591-6joc2ld1 176 36 general general JJ cord-342591-6joc2ld1 176 37 incidence incidence NN cord-342591-6joc2ld1 176 38 function function NN cord-342591-6joc2ld1 176 39 and and CC cord-342591-6joc2ld1 176 40 a a DT cord-342591-6joc2ld1 176 41 time time NN cord-342591-6joc2ld1 176 42 delays delay VBZ cord-342591-6joc2ld1 176 43 Control Control NNP cord-342591-6joc2ld1 176 44 of of IN cord-342591-6joc2ld1 176 45 emerging emerge VBG cord-342591-6joc2ld1 176 46 infectious infectious JJ cord-342591-6joc2ld1 176 47 diseases disease NNS cord-342591-6joc2ld1 176 48 using use VBG cord-342591-6joc2ld1 176 49 responsive responsive JJ cord-342591-6joc2ld1 176 50 imperfect imperfect JJ cord-342591-6joc2ld1 176 51 vaccination vaccination NN cord-342591-6joc2ld1 176 52 and and CC cord-342591-6joc2ld1 176 53 isolation isolation NN cord-342591-6joc2ld1 177 1 The the DT cord-342591-6joc2ld1 177 2 use use NN cord-342591-6joc2ld1 177 3 of of IN cord-342591-6joc2ld1 177 4 epidemic epidemic NN cord-342591-6joc2ld1 177 5 models model NNS cord-342591-6joc2ld1 177 6 Can Can MD cord-342591-6joc2ld1 177 7 the the DT cord-342591-6joc2ld1 177 8 COVID-19 covid-19 JJ cord-342591-6joc2ld1 177 9 epidemic epidemic NN cord-342591-6joc2ld1 177 10 be be VB cord-342591-6joc2ld1 177 11 managed manage VBN cord-342591-6joc2ld1 177 12 on on IN cord-342591-6joc2ld1 177 13 the the DT cord-342591-6joc2ld1 177 14 basis basis NN cord-342591-6joc2ld1 177 15 of of IN cord-342591-6joc2ld1 177 16 daily daily JJ cord-342591-6joc2ld1 177 17 data datum NNS cord-342591-6joc2ld1 177 18 ? ? . cord-342591-6joc2ld1 178 1 Optimal Optimal NNP cord-342591-6joc2ld1 178 2 Control Control NNP cord-342591-6joc2ld1 178 3 of of IN cord-342591-6joc2ld1 178 4 an an DT cord-342591-6joc2ld1 178 5 epidemic epidemic NN cord-342591-6joc2ld1 178 6 through through IN cord-342591-6joc2ld1 178 7 educational educational JJ cord-342591-6joc2ld1 178 8 campaigns campaign NNS cord-342591-6joc2ld1 178 9 Transmission Transmission NNP cord-342591-6joc2ld1 178 10 model model NN cord-342591-6joc2ld1 178 11 of of IN cord-342591-6joc2ld1 178 12 endemic endemic JJ cord-342591-6joc2ld1 178 13 human human JJ cord-342591-6joc2ld1 178 14 malaria malaria NN cord-342591-6joc2ld1 178 15 in in IN cord-342591-6joc2ld1 178 16 a a DT cord-342591-6joc2ld1 178 17 partially partially RB cord-342591-6joc2ld1 178 18 immune immune JJ cord-342591-6joc2ld1 178 19 population population NN cord-342591-6joc2ld1 179 1 A a DT cord-342591-6joc2ld1 179 2 multi multi JJ cord-342591-6joc2ld1 179 3 - - JJ cord-342591-6joc2ld1 179 4 group group JJ cord-342591-6joc2ld1 179 5 SEIRA SEIRA NNP cord-342591-6joc2ld1 179 6 model model NN cord-342591-6joc2ld1 179 7 for for IN cord-342591-6joc2ld1 179 8 the the DT cord-342591-6joc2ld1 179 9 spread spread NN cord-342591-6joc2ld1 179 10 of of IN cord-342591-6joc2ld1 179 11 COVID-19 covid-19 CD cord-342591-6joc2ld1 179 12 among among IN cord-342591-6joc2ld1 179 13 heterogeneous heterogeneous JJ cord-342591-6joc2ld1 179 14 populations population NNS cord-342591-6joc2ld1 179 15 Matlab Matlab NNP cord-342591-6joc2ld1 179 16 Code Code NNP cord-342591-6joc2ld1 179 17 for for IN cord-342591-6joc2ld1 179 18 Lyapunov Lyapunov NNP cord-342591-6joc2ld1 179 19 Exponents exponent NNS cord-342591-6joc2ld1 179 20 of of IN cord-342591-6joc2ld1 179 21 Fractional fractional JJ cord-342591-6joc2ld1 179 22 - - HYPH cord-342591-6joc2ld1 179 23 Order Order NNP cord-342591-6joc2ld1 179 24 Systems Systems NNP cord-342591-6joc2ld1 179 25 Mathematical mathematical JJ cord-342591-6joc2ld1 179 26 Epidemiology epidemiology NN cord-342591-6joc2ld1 179 27 of of IN cord-342591-6joc2ld1 179 28 Infectious Infectious NNP cord-342591-6joc2ld1 179 29 Diseases Diseases NNPS cord-342591-6joc2ld1 179 30 : : : cord-342591-6joc2ld1 179 31 Model Model NNP cord-342591-6joc2ld1 179 32 Building Building NNP cord-342591-6joc2ld1 180 1 The the DT cord-342591-6joc2ld1 180 2 FracPECE FracPECE NNP cord-342591-6joc2ld1 180 3 subroutine subroutine NN cord-342591-6joc2ld1 180 4 for for IN cord-342591-6joc2ld1 180 5 the the DT cord-342591-6joc2ld1 180 6 numerical numerical JJ cord-342591-6joc2ld1 180 7 solution solution NN cord-342591-6joc2ld1 180 8 of of IN cord-342591-6joc2ld1 180 9 differential differential JJ cord-342591-6joc2ld1 180 10 equations equation NNS cord-342591-6joc2ld1 180 11 of of IN cord-342591-6joc2ld1 180 12 fractional fractional JJ cord-342591-6joc2ld1 180 13 order order NN cord-342591-6joc2ld1 181 1 The the DT cord-342591-6joc2ld1 181 2 first first JJ cord-342591-6joc2ld1 181 3 epidemic epidemic NN cord-342591-6joc2ld1 181 4 model model NN cord-342591-6joc2ld1 181 5 : : : cord-342591-6joc2ld1 181 6 a a DT cord-342591-6joc2ld1 181 7 historical historical JJ cord-342591-6joc2ld1 181 8 note note NN cord-342591-6joc2ld1 181 9 on on IN cord-342591-6joc2ld1 181 10 P.D. P.D. NNP cord-342591-6joc2ld1 181 11 En'ko En'ko NNP cord-342591-6joc2ld1 181 12 Modeling Modeling NNP cord-342591-6joc2ld1 181 13 and and CC cord-342591-6joc2ld1 181 14 analysis analysis NN cord-342591-6joc2ld1 181 15 of of IN cord-342591-6joc2ld1 181 16 the the DT cord-342591-6joc2ld1 181 17 polluted polluted JJ cord-342591-6joc2ld1 181 18 lakes lake NNS cord-342591-6joc2ld1 181 19 system system NN cord-342591-6joc2ld1 181 20 with with IN cord-342591-6joc2ld1 181 21 various various JJ cord-342591-6joc2ld1 181 22 fractional fractional JJ cord-342591-6joc2ld1 181 23 approaches approach NNS cord-342591-6joc2ld1 181 24 The the DT cord-342591-6joc2ld1 181 25 fractional fractional JJ cord-342591-6joc2ld1 181 26 SIRC SIRC NNP cord-342591-6joc2ld1 181 27 model model NN cord-342591-6joc2ld1 181 28 and and CC cord-342591-6joc2ld1 181 29 influenza influenza NN cord-342591-6joc2ld1 181 30 A a NN cord-342591-6joc2ld1 182 1 On on IN cord-342591-6joc2ld1 182 2 linear linear JJ cord-342591-6joc2ld1 182 3 stability stability NN cord-342591-6joc2ld1 182 4 of of IN cord-342591-6joc2ld1 182 5 predictor predictor NN cord-342591-6joc2ld1 182 6 - - HYPH cord-342591-6joc2ld1 182 7 corrector corrector NN cord-342591-6joc2ld1 182 8 algorithms algorithm NNS cord-342591-6joc2ld1 182 9 for for IN cord-342591-6joc2ld1 182 10 fractional fractional JJ cord-342591-6joc2ld1 182 11 differential differential JJ cord-342591-6joc2ld1 182 12 equations equation NNS cord-342591-6joc2ld1 182 13 Optimal Optimal NNP cord-342591-6joc2ld1 182 14 control control NN cord-342591-6joc2ld1 182 15 applied apply VBD cord-342591-6joc2ld1 182 16 to to IN cord-342591-6joc2ld1 182 17 vaccination vaccination NN cord-342591-6joc2ld1 182 18 and and CC cord-342591-6joc2ld1 182 19 treatment treatment NN cord-342591-6joc2ld1 182 20 strategies strategy NNS cord-342591-6joc2ld1 182 21 for for IN cord-342591-6joc2ld1 182 22 various various JJ cord-342591-6joc2ld1 182 23 epidemiological epidemiological JJ cord-342591-6joc2ld1 182 24 models model NNS cord-342591-6joc2ld1 182 25 Modelling model VBG cord-342591-6joc2ld1 182 26 the the DT cord-342591-6joc2ld1 182 27 COVID-19 covid-19 JJ cord-342591-6joc2ld1 182 28 epidemic epidemic NN cord-342591-6joc2ld1 182 29 and and CC cord-342591-6joc2ld1 182 30 implementation implementation NN cord-342591-6joc2ld1 182 31 of of IN cord-342591-6joc2ld1 182 32 population population NN cord-342591-6joc2ld1 182 33 - - HYPH cord-342591-6joc2ld1 182 34 wide wide JJ cord-342591-6joc2ld1 182 35 interventions intervention NNS cord-342591-6joc2ld1 182 36 in in IN cord-342591-6joc2ld1 182 37 Italy Italy NNP cord-342591-6joc2ld1 182 38 Clinical clinical JJ cord-342591-6joc2ld1 182 39 characteristics characteristic NNS cord-342591-6joc2ld1 182 40 of of IN cord-342591-6joc2ld1 182 41 coronavirus coronavirus NN cord-342591-6joc2ld1 182 42 disease disease NN cord-342591-6joc2ld1 182 43 2019 2019 CD cord-342591-6joc2ld1 182 44 in in IN cord-342591-6joc2ld1 182 45 China China NNP cord-342591-6joc2ld1 182 46 Modelling Modelling NNP cord-342591-6joc2ld1 182 47 strategies strategy NNS cord-342591-6joc2ld1 182 48 for for IN cord-342591-6joc2ld1 182 49 controlling control VBG cord-342591-6joc2ld1 182 50 SARS SARS NNP cord-342591-6joc2ld1 182 51 outbreaks outbreak NNS cord-342591-6joc2ld1 182 52 Optimal Optimal NNP cord-342591-6joc2ld1 182 53 Control Control NNP cord-342591-6joc2ld1 182 54 of of IN cord-342591-6joc2ld1 182 55 a a DT cord-342591-6joc2ld1 182 56 delayed delay VBN cord-342591-6joc2ld1 182 57 HIV HIV NNP cord-342591-6joc2ld1 182 58 infection infection NN cord-342591-6joc2ld1 182 59 model model NN cord-342591-6joc2ld1 182 60 with with IN cord-342591-6joc2ld1 182 61 immune immune JJ cord-342591-6joc2ld1 182 62 response response NN cord-342591-6joc2ld1 182 63 using use VBG cord-342591-6joc2ld1 182 64 an an DT cord-342591-6joc2ld1 182 65 efficient efficient JJ cord-342591-6joc2ld1 182 66 numerical numerical JJ cord-342591-6joc2ld1 182 67 method method NN cord-342591-6joc2ld1 182 68 Feasibility feasibility NN cord-342591-6joc2ld1 182 69 of of IN cord-342591-6joc2ld1 182 70 controlling control VBG cord-342591-6joc2ld1 182 71 COVID-19 covid-19 CD cord-342591-6joc2ld1 182 72 outbreaks outbreak NNS cord-342591-6joc2ld1 182 73 by by IN cord-342591-6joc2ld1 182 74 isolation isolation NN cord-342591-6joc2ld1 182 75 of of IN cord-342591-6joc2ld1 182 76 cases case NNS cord-342591-6joc2ld1 182 77 and and CC cord-342591-6joc2ld1 182 78 contacts contact NNS cord-342591-6joc2ld1 183 1 The the DT cord-342591-6joc2ld1 183 2 mathematics mathematic NNS cord-342591-6joc2ld1 183 3 of of IN cord-342591-6joc2ld1 183 4 infectious infectious JJ cord-342591-6joc2ld1 183 5 diseases disease NNS cord-342591-6joc2ld1 183 6 & & CC cord-342591-6joc2ld1 184 1 Driessche Driessche NNP cord-342591-6joc2ld1 184 2 P. P. NNP cord-342591-6joc2ld1 184 3 Some some DT cord-342591-6joc2ld1 184 4 epidemiological epidemiological JJ cord-342591-6joc2ld1 184 5 models model NNS cord-342591-6joc2ld1 184 6 with with IN cord-342591-6joc2ld1 184 7 nonlinear nonlinear JJ cord-342591-6joc2ld1 184 8 incidence incidence NN cord-342591-6joc2ld1 185 1 The the DT cord-342591-6joc2ld1 185 2 mathematics mathematic NNS cord-342591-6joc2ld1 185 3 of of IN cord-342591-6joc2ld1 185 4 infectious infectious JJ cord-342591-6joc2ld1 186 1 On on IN cord-342591-6joc2ld1 186 2 the the DT cord-342591-6joc2ld1 186 3 dynamics dynamic NNS cord-342591-6joc2ld1 186 4 of of IN cord-342591-6joc2ld1 186 5 a a DT cord-342591-6joc2ld1 186 6 delayed delay VBN cord-342591-6joc2ld1 186 7 SIR SIR NNP cord-342591-6joc2ld1 186 8 epidemic epidemic NN cord-342591-6joc2ld1 186 9 model model NN cord-342591-6joc2ld1 186 10 with with IN cord-342591-6joc2ld1 186 11 a a DT cord-342591-6joc2ld1 186 12 modified modify VBN cord-342591-6joc2ld1 186 13 saturated saturated JJ cord-342591-6joc2ld1 186 14 incidence incidence NN cord-342591-6joc2ld1 186 15 rate rate NN cord-342591-6joc2ld1 186 16 . . . cord-342591-6joc2ld1 187 1 Electron Electron NNP cord-342591-6joc2ld1 187 2 Abdel Abdel NNP cord-342591-6joc2ld1 187 3 Moniem Moniem NNP cord-342591-6joc2ld1 187 4 N. N. NNP cord-342591-6joc2ld1 187 5 K. K. NNP cord-342591-6joc2ld1 187 6 Numerical numerical JJ cord-342591-6joc2ld1 187 7 simulation simulation NN cord-342591-6joc2ld1 187 8 for for IN cord-342591-6joc2ld1 187 9 the the DT cord-342591-6joc2ld1 187 10 fractional fractional JJ cord-342591-6joc2ld1 187 11 SIRC SIRC NNP cord-342591-6joc2ld1 187 12 model model NN cord-342591-6joc2ld1 187 13 and and CC cord-342591-6joc2ld1 187 14 Influenza Influenza NNP cord-342591-6joc2ld1 187 15 A A NNP cord-342591-6joc2ld1 188 1 Modeling model VBG cord-342591-6joc2ld1 188 2 the the DT cord-342591-6joc2ld1 188 3 dynamics dynamic NNS cord-342591-6joc2ld1 188 4 of of IN cord-342591-6joc2ld1 188 5 novel novel JJ cord-342591-6joc2ld1 188 6 coronavirus coronavirus NN cord-342591-6joc2ld1 188 7 ( ( -LRB- cord-342591-6joc2ld1 188 8 2019-nCov 2019-ncov CD cord-342591-6joc2ld1 188 9 ) ) -RRB- cord-342591-6joc2ld1 188 10 with with IN cord-342591-6joc2ld1 188 11 fractional fractional JJ cord-342591-6joc2ld1 188 12 derivative derivative JJ cord-342591-6joc2ld1 188 13 Fractional fractional JJ cord-342591-6joc2ld1 188 14 order order NN cord-342591-6joc2ld1 188 15 SIR SIR NNP cord-342591-6joc2ld1 188 16 model model NN cord-342591-6joc2ld1 188 17 with with IN cord-342591-6joc2ld1 188 18 generalized generalized JJ cord-342591-6joc2ld1 188 19 incidence incidence NN cord-342591-6joc2ld1 188 20 rate rate NN cord-342591-6joc2ld1 188 21 A a DT cord-342591-6joc2ld1 188 22 contribution contribution NN cord-342591-6joc2ld1 188 23 to to IN cord-342591-6joc2ld1 188 24 the the DT cord-342591-6joc2ld1 188 25 mathematical mathematical JJ cord-342591-6joc2ld1 188 26 theory theory NN cord-342591-6joc2ld1 188 27 of of IN cord-342591-6joc2ld1 188 28 epidemics epidemic NNS cord-342591-6joc2ld1 188 29 Early early JJ cord-342591-6joc2ld1 188 30 dynamics dynamic NNS cord-342591-6joc2ld1 188 31 of of IN cord-342591-6joc2ld1 188 32 transmission transmission NN cord-342591-6joc2ld1 188 33 and and CC cord-342591-6joc2ld1 188 34 control control NN cord-342591-6joc2ld1 188 35 of of IN cord-342591-6joc2ld1 188 36 COVID-19 COVID-19 NNP cord-342591-6joc2ld1 188 37 : : : cord-342591-6joc2ld1 188 38 a a DT cord-342591-6joc2ld1 188 39 mathematical mathematical JJ cord-342591-6joc2ld1 188 40 modelling modelling NN cord-342591-6joc2ld1 188 41 study study NN cord-342591-6joc2ld1 188 42 Invariance Invariance NNP cord-342591-6joc2ld1 188 43 of of IN cord-342591-6joc2ld1 188 44 Lyapunov Lyapunov NNP cord-342591-6joc2ld1 188 45 exponents exponent NNS cord-342591-6joc2ld1 188 46 and and CC cord-342591-6joc2ld1 188 47 Lyapunov lyapunov JJ cord-342591-6joc2ld1 188 48 dimension dimension NN cord-342591-6joc2ld1 188 49 for for IN cord-342591-6joc2ld1 188 50 regular regular JJ cord-342591-6joc2ld1 188 51 and and CC cord-342591-6joc2ld1 188 52 irregular irregular JJ cord-342591-6joc2ld1 188 53 linearizations linearization NNS cord-342591-6joc2ld1 188 54 Finite finite JJ cord-342591-6joc2ld1 188 55 - - HYPH cord-342591-6joc2ld1 188 56 time time NN cord-342591-6joc2ld1 188 57 Lyapunov lyapunov JJ cord-342591-6joc2ld1 188 58 dimension dimension NN cord-342591-6joc2ld1 188 59 and and CC cord-342591-6joc2ld1 188 60 hidden hidden JJ cord-342591-6joc2ld1 188 61 attractor attractor NN cord-342591-6joc2ld1 188 62 of of IN cord-342591-6joc2ld1 188 63 the the DT cord-342591-6joc2ld1 188 64 Rabinovich Rabinovich NNP cord-342591-6joc2ld1 188 65 system system NN cord-342591-6joc2ld1 188 66 Optimal Optimal NNP cord-342591-6joc2ld1 188 67 Control Control NNP cord-342591-6joc2ld1 188 68 of of IN cord-342591-6joc2ld1 188 69 a a DT cord-342591-6joc2ld1 188 70 delayed delay VBN cord-342591-6joc2ld1 188 71 SIRS SIRS NNP cord-342591-6joc2ld1 188 72 epidemic epidemic NN cord-342591-6joc2ld1 188 73 model model NN cord-342591-6joc2ld1 188 74 with with IN cord-342591-6joc2ld1 188 75 vaccination vaccination NN cord-342591-6joc2ld1 188 76 and and CC cord-342591-6joc2ld1 188 77 treatment treatment NN cord-342591-6joc2ld1 188 78 A a DT cord-342591-6joc2ld1 188 79 conceptual conceptual JJ cord-342591-6joc2ld1 188 80 model model NN cord-342591-6joc2ld1 188 81 for for IN cord-342591-6joc2ld1 188 82 the the DT cord-342591-6joc2ld1 188 83 coronavirus coronavirus NN cord-342591-6joc2ld1 188 84 disease disease NN cord-342591-6joc2ld1 188 85 2019 2019 CD cord-342591-6joc2ld1 188 86 ( ( -LRB- cord-342591-6joc2ld1 188 87 COVID-19 COVID-19 NNP cord-342591-6joc2ld1 188 88 ) ) -RRB- cord-342591-6joc2ld1 188 89 outbreak outbreak NN cord-342591-6joc2ld1 188 90 in in IN cord-342591-6joc2ld1 188 91 Wuhan Wuhan NNP cord-342591-6joc2ld1 188 92 , , , cord-342591-6joc2ld1 188 93 China China NNP cord-342591-6joc2ld1 188 94 with with IN cord-342591-6joc2ld1 188 95 individual individual JJ cord-342591-6joc2ld1 188 96 reaction reaction NN cord-342591-6joc2ld1 188 97 and and CC cord-342591-6joc2ld1 188 98 governmental governmental JJ cord-342591-6joc2ld1 188 99 action action NN cord-342591-6joc2ld1 188 100 Approximate approximate JJ cord-342591-6joc2ld1 188 101 solutions solution NNS cord-342591-6joc2ld1 188 102 for for IN cord-342591-6joc2ld1 188 103 solving solve VBG cord-342591-6joc2ld1 188 104 nonlinear nonlinear JJ cord-342591-6joc2ld1 188 105 fractional fractional JJ cord-342591-6joc2ld1 188 106 order order NN cord-342591-6joc2ld1 188 107 smoking smoking NN cord-342591-6joc2ld1 188 108 model model NN cord-342591-6joc2ld1 189 1 A a DT cord-342591-6joc2ld1 189 2 filippov filippov NN cord-342591-6joc2ld1 189 3 - - HYPH cord-342591-6joc2ld1 189 4 type type NN cord-342591-6joc2ld1 189 5 lemma lemma NN cord-342591-6joc2ld1 189 6 for for IN cord-342591-6joc2ld1 189 7 functions function NNS cord-342591-6joc2ld1 189 8 involving involve VBG cord-342591-6joc2ld1 189 9 delays delay NNS cord-342591-6joc2ld1 189 10 and and CC cord-342591-6joc2ld1 189 11 its -PRON- PRP$ cord-342591-6joc2ld1 189 12 application application NN cord-342591-6joc2ld1 189 13 to to IN cord-342591-6joc2ld1 189 14 time time NN cord-342591-6joc2ld1 189 15 - - HYPH cord-342591-6joc2ld1 189 16 delayed delay VBN cord-342591-6joc2ld1 189 17 optimal optimal JJ cord-342591-6joc2ld1 189 18 control control NN cord-342591-6joc2ld1 189 19 problems problem NNS cord-342591-6joc2ld1 189 20 SIR SIR NNP cord-342591-6joc2ld1 189 21 epidemic epidemic NN cord-342591-6joc2ld1 189 22 model model NN cord-342591-6joc2ld1 189 23 with with IN cord-342591-6joc2ld1 189 24 Mittag Mittag NNP cord-342591-6joc2ld1 189 25 - - HYPH cord-342591-6joc2ld1 189 26 Leffler Leffler NNP cord-342591-6joc2ld1 189 27 fractional fractional JJ cord-342591-6joc2ld1 189 28 derivative derivative JJ cord-342591-6joc2ld1 189 29 Second second JJ cord-342591-6joc2ld1 189 30 - - HYPH cord-342591-6joc2ld1 189 31 grade grade NN cord-342591-6joc2ld1 189 32 fluid fluid NN cord-342591-6joc2ld1 189 33 model model NN cord-342591-6joc2ld1 189 34 with with IN cord-342591-6joc2ld1 189 35 Caputo Caputo NNP cord-342591-6joc2ld1 189 36 - - HYPH cord-342591-6joc2ld1 189 37 Liouville Liouville NNP cord-342591-6joc2ld1 189 38 generalized generalize VBD cord-342591-6joc2ld1 189 39 fractional fractional JJ cord-342591-6joc2ld1 189 40 derivative derivative JJ cord-342591-6joc2ld1 189 41 Fractional fractional JJ cord-342591-6joc2ld1 189 42 diffusion diffusion NN cord-342591-6joc2ld1 189 43 equation equation NN cord-342591-6joc2ld1 189 44 with with IN cord-342591-6joc2ld1 189 45 new new JJ cord-342591-6joc2ld1 189 46 fractional fractional JJ cord-342591-6joc2ld1 189 47 operator operator NN cord-342591-6joc2ld1 189 48 Optimal Optimal NNP cord-342591-6joc2ld1 189 49 control control NN cord-342591-6joc2ld1 189 50 for for IN cord-342591-6joc2ld1 189 51 a a DT cord-342591-6joc2ld1 189 52 nonlinear nonlinear JJ cord-342591-6joc2ld1 189 53 Mathematical mathematical JJ cord-342591-6joc2ld1 189 54 model model NN cord-342591-6joc2ld1 189 55 of of IN cord-342591-6joc2ld1 189 56 tumor tumor NN cord-342591-6joc2ld1 189 57 under under IN cord-342591-6joc2ld1 189 58 immune immune JJ cord-342591-6joc2ld1 189 59 suppression suppression NN cord-342591-6joc2ld1 189 60 a a DT cord-342591-6joc2ld1 189 61 numerical numerical JJ cord-342591-6joc2ld1 189 62 approach approach NN cord-342591-6joc2ld1 190 1 Optimal optimal JJ cord-342591-6joc2ld1 190 2 control control NN cord-342591-6joc2ld1 190 3 for for IN cord-342591-6joc2ld1 190 4 a a DT cord-342591-6joc2ld1 190 5 fractional fractional JJ cord-342591-6joc2ld1 190 6 tuberculosis tuberculosis NN cord-342591-6joc2ld1 190 7 infection infection NN cord-342591-6joc2ld1 190 8 model model NN cord-342591-6joc2ld1 190 9 including include VBG cord-342591-6joc2ld1 190 10 the the DT cord-342591-6joc2ld1 190 11 impact impact NN cord-342591-6joc2ld1 190 12 of of IN cord-342591-6joc2ld1 190 13 diabetes diabetes NN cord-342591-6joc2ld1 190 14 and and CC cord-342591-6joc2ld1 190 15 resistant resistant JJ cord-342591-6joc2ld1 190 16 strains strain NNS cord-342591-6joc2ld1 191 1 Fractional fractional JJ cord-342591-6joc2ld1 191 2 optimal optimal JJ cord-342591-6joc2ld1 191 3 control control NN cord-342591-6joc2ld1 191 4 in in IN cord-342591-6joc2ld1 191 5 transmission transmission NN cord-342591-6joc2ld1 191 6 dynamics dynamic NNS cord-342591-6joc2ld1 191 7 of of IN cord-342591-6joc2ld1 191 8 West West NNP cord-342591-6joc2ld1 191 9 Nile Nile NNP cord-342591-6joc2ld1 191 10 model model NN cord-342591-6joc2ld1 191 11 with with IN cord-342591-6joc2ld1 191 12 state state NN cord-342591-6joc2ld1 191 13 and and CC cord-342591-6joc2ld1 191 14 control control NN cord-342591-6joc2ld1 191 15 time time NN cord-342591-6joc2ld1 191 16 delay delay VB cord-342591-6joc2ld1 191 17 a a DT cord-342591-6joc2ld1 191 18 numerical numerical JJ cord-342591-6joc2ld1 191 19 approach approach NN cord-342591-6joc2ld1 192 1 Numerical numerical JJ cord-342591-6joc2ld1 192 2 treatments treatment NNS cord-342591-6joc2ld1 192 3 of of IN cord-342591-6joc2ld1 192 4 the the DT cord-342591-6joc2ld1 192 5 tranmission tranmission NN cord-342591-6joc2ld1 192 6 dynamics dynamic NNS cord-342591-6joc2ld1 192 7 of of IN cord-342591-6joc2ld1 192 8 West West NNP cord-342591-6joc2ld1 192 9 Nile Nile NNP cord-342591-6joc2ld1 192 10 virus virus NN cord-342591-6joc2ld1 193 1 and and CC cord-342591-6joc2ld1 193 2 it -PRON- PRP cord-342591-6joc2ld1 193 3 's be VBZ cord-342591-6joc2ld1 193 4 optimal optimal JJ cord-342591-6joc2ld1 193 5 control control NN cord-342591-6joc2ld1 193 6 Vaccination vaccination NN cord-342591-6joc2ld1 193 7 strategies strategy NNS cord-342591-6joc2ld1 193 8 for for IN cord-342591-6joc2ld1 193 9 epidemics epidemic NNS cord-342591-6joc2ld1 193 10 in in IN cord-342591-6joc2ld1 193 11 highly highly RB cord-342591-6joc2ld1 193 12 mobile mobile JJ cord-342591-6joc2ld1 193 13 populations population NNS cord-342591-6joc2ld1 194 1 Fractional fractional JJ cord-342591-6joc2ld1 194 2 Differential Differential NNP cord-342591-6joc2ld1 194 3 Equations Equations NNPS cord-342591-6joc2ld1 194 4 On on IN cord-342591-6joc2ld1 194 5 the the DT cord-342591-6joc2ld1 194 6 delayed delay VBN cord-342591-6joc2ld1 194 7 ross ross NNP cord-342591-6joc2ld1 194 8 - - HYPH cord-342591-6joc2ld1 194 9 macdonald macdonald NNP cord-342591-6joc2ld1 194 10 model model NN cord-342591-6joc2ld1 194 11 for for IN cord-342591-6joc2ld1 194 12 malaria malaria NN cord-342591-6joc2ld1 194 13 transmission transmission NN cord-342591-6joc2ld1 194 14 Optimal Optimal NNP cord-342591-6joc2ld1 194 15 Control Control NNP cord-342591-6joc2ld1 194 16 strategies strategy NNS cord-342591-6joc2ld1 194 17 for for IN cord-342591-6joc2ld1 194 18 tuberculosis tuberculosis NN cord-342591-6joc2ld1 194 19 treatment treatment NN cord-342591-6joc2ld1 194 20 : : : cord-342591-6joc2ld1 194 21 a a DT cord-342591-6joc2ld1 194 22 case case NN cord-342591-6joc2ld1 194 23 study study NN cord-342591-6joc2ld1 194 24 in in IN cord-342591-6joc2ld1 194 25 angola angola NNP cord-342591-6joc2ld1 195 1 The the DT cord-342591-6joc2ld1 195 2 COVID-19 COVID-19 NNP cord-342591-6joc2ld1 195 3 epidemic epidemic NN cord-342591-6joc2ld1 195 4 Analysis Analysis NNP cord-342591-6joc2ld1 195 5 and and CC cord-342591-6joc2ld1 195 6 numerical numerical JJ cord-342591-6joc2ld1 195 7 simulation simulation NN cord-342591-6joc2ld1 195 8 of of IN cord-342591-6joc2ld1 195 9 fractional fractional JJ cord-342591-6joc2ld1 195 10 model model NN cord-342591-6joc2ld1 195 11 of of IN cord-342591-6joc2ld1 195 12 bank bank NN cord-342591-6joc2ld1 195 13 data datum NNS cord-342591-6joc2ld1 195 14 with with IN cord-342591-6joc2ld1 195 15 fractal fractal JJ cord-342591-6joc2ld1 195 16 - - HYPH cord-342591-6joc2ld1 195 17 fractional fractional JJ cord-342591-6joc2ld1 195 18 Atangana Atangana NNP cord-342591-6joc2ld1 195 19 - - HYPH cord-342591-6joc2ld1 195 20 Baleanu Baleanu NNP cord-342591-6joc2ld1 195 21 derivative derivative NN cord-342591-6joc2ld1 196 1 Determining determine VBG cord-342591-6joc2ld1 196 2 lyapunov lyapunov NN cord-342591-6joc2ld1 196 3 exponents exponent NNS cord-342591-6joc2ld1 196 4 from from IN cord-342591-6joc2ld1 196 5 a a DT cord-342591-6joc2ld1 196 6 time time NN cord-342591-6joc2ld1 196 7 series series NN cord-342591-6joc2ld1 197 1 Estimating estimate VBG cord-342591-6joc2ld1 197 2 clinical clinical JJ cord-342591-6joc2ld1 197 3 severity severity NN cord-342591-6joc2ld1 197 4 of of IN cord-342591-6joc2ld1 197 5 COVID-19 COVID-19 NNP cord-342591-6joc2ld1 197 6 from from IN cord-342591-6joc2ld1 197 7 the the DT cord-342591-6joc2ld1 197 8 transmission transmission NN cord-342591-6joc2ld1 197 9 dynamics dynamic NNS cord-342591-6joc2ld1 197 10 in in IN cord-342591-6joc2ld1 197 11 Wuhan Wuhan NNP cord-342591-6joc2ld1 197 12 , , , cord-342591-6joc2ld1 197 13 China China NNP cord-342591-6joc2ld1 197 14 Characteristics Characteristics NNPS cord-342591-6joc2ld1 197 15 of of IN cord-342591-6joc2ld1 197 16 and and CC cord-342591-6joc2ld1 197 17 important important JJ cord-342591-6joc2ld1 197 18 lessons lesson NNS cord-342591-6joc2ld1 197 19 from from IN cord-342591-6joc2ld1 197 20 the the DT cord-342591-6joc2ld1 197 21 coronavirus coronavirus NN cord-342591-6joc2ld1 197 22 disease disease NN cord-342591-6joc2ld1 197 23 2019 2019 CD cord-342591-6joc2ld1 197 24 ( ( -LRB- cord-342591-6joc2ld1 197 25 COVID-19 COVID-19 NNP cord-342591-6joc2ld1 197 26 ) ) -RRB- cord-342591-6joc2ld1 197 27 outbreak outbreak NN cord-342591-6joc2ld1 197 28 in in IN cord-342591-6joc2ld1 197 29 China China NNP cord-342591-6joc2ld1 197 30 : : : cord-342591-6joc2ld1 197 31 summary summary NN cord-342591-6joc2ld1 197 32 of of IN cord-342591-6joc2ld1 197 33 a a DT cord-342591-6joc2ld1 197 34 report report NN cord-342591-6joc2ld1 197 35 of of IN cord-342591-6joc2ld1 197 36 72,314 72,314 CD cord-342591-6joc2ld1 197 37 cases case NNS cord-342591-6joc2ld1 197 38 from from IN cord-342591-6joc2ld1 197 39 the the DT cord-342591-6joc2ld1 197 40 Chinese chinese JJ cord-342591-6joc2ld1 197 41 center center NN cord-342591-6joc2ld1 197 42 for for IN cord-342591-6joc2ld1 197 43 disease disease NNP cord-342591-6joc2ld1 197 44 control control NN cord-342591-6joc2ld1 197 45 and and CC cord-342591-6joc2ld1 197 46 prevention prevention NN cord-342591-6joc2ld1 197 47 Optimal Optimal NNP cord-342591-6joc2ld1 197 48 treatment treatment NN cord-342591-6joc2ld1 197 49 of of IN cord-342591-6joc2ld1 197 50 an an DT cord-342591-6joc2ld1 197 51 SIR SIR NNP cord-342591-6joc2ld1 197 52 epidemic epidemic NN cord-342591-6joc2ld1 197 53 model model NN cord-342591-6joc2ld1 197 54 with with IN cord-342591-6joc2ld1 197 55 time time NN cord-342591-6joc2ld1 197 56 delay delay NN cord-342591-6joc2ld1 197 57 In in IN cord-342591-6joc2ld1 197 58 this this DT cord-342591-6joc2ld1 197 59 section section NN cord-342591-6joc2ld1 197 60 , , , cord-342591-6joc2ld1 197 61 we -PRON- PRP cord-342591-6joc2ld1 197 62 show show VBP cord-342591-6joc2ld1 197 63 numerically numerically RB cord-342591-6joc2ld1 197 64 , , , cord-342591-6joc2ld1 197 65 the the DT cord-342591-6joc2ld1 197 66 effect effect NN cord-342591-6joc2ld1 197 67 of of IN cord-342591-6joc2ld1 197 68 applying apply VBG cord-342591-6joc2ld1 197 69 the the DT cord-342591-6joc2ld1 197 70 four four CD cord-342591-6joc2ld1 197 71 control control NN cord-342591-6joc2ld1 197 72 strategies strategy NNS cord-342591-6joc2ld1 197 73 studied study VBN cord-342591-6joc2ld1 197 74 in in IN cord-342591-6joc2ld1 197 75 Section section NN cord-342591-6joc2ld1 197 76 3 3 CD cord-342591-6joc2ld1 197 77 . . . cord-342591-6joc2ld1 198 1 Figure figure NN cord-342591-6joc2ld1 198 2 25 25 CD cord-342591-6joc2ld1 198 3 , , , cord-342591-6joc2ld1 198 4 ( ( -LRB- cord-342591-6joc2ld1 198 5 c c NN cord-342591-6joc2ld1 198 6 ) ) -RRB- cord-342591-6joc2ld1 198 7 . . . cord-342591-6joc2ld1 199 1 Figure figure NN cord-342591-6joc2ld1 199 2 29 29 CD cord-342591-6joc2ld1 199 3 shows show VBZ cord-342591-6joc2ld1 199 4 the the DT cord-342591-6joc2ld1 199 5 effect effect NN cord-342591-6joc2ld1 199 6 of of IN cord-342591-6joc2ld1 199 7 the the DT cord-342591-6joc2ld1 199 8 control control NN cord-342591-6joc2ld1 199 9 strategies strategy NNS cord-342591-6joc2ld1 199 10 : : : cord-342591-6joc2ld1 200 1 ( ( -LRB- cord-342591-6joc2ld1 200 2 vaccination vaccination NN cord-342591-6joc2ld1 200 3 ) ) -RRB- cord-342591-6joc2ld1 200 4 and and CC cord-342591-6joc2ld1 200 5 33 33 CD cord-342591-6joc2ld1 200 6 ( ( -LRB- cord-342591-6joc2ld1 200 7 treatment treatment NN cord-342591-6joc2ld1 200 8 of of IN cord-342591-6joc2ld1 200 9 the the DT cord-342591-6joc2ld1 200 10 Diagnosed diagnosed JJ cord-342591-6joc2ld1 200 11 population population NN cord-342591-6joc2ld1 200 12 phase phase NN cord-342591-6joc2ld1 200 13 ) ) -RRB- cord-342591-6joc2ld1 200 14 on on IN cord-342591-6joc2ld1 200 15 the the DT cord-342591-6joc2ld1 200 16 different different JJ cord-342591-6joc2ld1 200 17 population population NN cord-342591-6joc2ld1 200 18 phases phase NNS cord-342591-6joc2ld1 200 19 at at IN cord-342591-6joc2ld1 200 20 day day NN cord-342591-6joc2ld1 200 21 70 70 CD cord-342591-6joc2ld1 200 22 with with IN cord-342591-6joc2ld1 200 23 fractional fractional JJ cord-342591-6joc2ld1 200 24 derivative derivative JJ cord-342591-6joc2ld1 200 25 order order NN cord-342591-6joc2ld1 200 26 . . . cord-342591-6joc2ld1 201 1 Figure figure NN cord-342591-6joc2ld1 201 2 30 30 CD cord-342591-6joc2ld1 201 3 shows show VBZ cord-342591-6joc2ld1 201 4 the the DT cord-342591-6joc2ld1 201 5 effect effect NN cord-342591-6joc2ld1 201 6 of of IN cord-342591-6joc2ld1 201 7 the the DT cord-342591-6joc2ld1 201 8 control control NN cord-342591-6joc2ld1 201 9 strategies:(vaccination strategies:(vaccination NNP cord-342591-6joc2ld1 201 10 ) ) -RRB- cord-342591-6joc2ld1 201 11 and and CC cord-342591-6joc2ld1 201 12 ( ( -LRB- cord-342591-6joc2ld1 201 13 treatment treatment NN cord-342591-6joc2ld1 201 14 of of IN cord-342591-6joc2ld1 201 15 the the DT cord-342591-6joc2ld1 201 16 Diagnosed diagnosed JJ cord-342591-6joc2ld1 201 17 population population NN cord-342591-6joc2ld1 201 18 phase phase NN cord-342591-6joc2ld1 201 19 ) ) -RRB- cord-342591-6joc2ld1 201 20 on on IN cord-342591-6joc2ld1 201 21 the the DT cord-342591-6joc2ld1 201 22 different different JJ cord-342591-6joc2ld1 201 23 population population NN cord-342591-6joc2ld1 201 24 phases phase NNS cord-342591-6joc2ld1 201 25 at at IN cord-342591-6joc2ld1 201 26 day day NN cord-342591-6joc2ld1 201 27 70 70 CD cord-342591-6joc2ld1 201 28 with with IN cord-342591-6joc2ld1 201 29 fractional fractional JJ cord-342591-6joc2ld1 201 30 derivative derivative JJ cord-342591-6joc2ld1 201 31 order order NN cord-342591-6joc2ld1 201 32 . . . cord-342591-6joc2ld1 202 1 Figure figure NN cord-342591-6joc2ld1 202 2 _SP