id sid tid token lemma pos v979v121x8v 1 1 as as SCONJ v979v121x8v 1 2 the the DET v979v121x8v 1 3 quantities quantity NOUN v979v121x8v 1 4 and and CCONJ v979v121x8v 1 5 complexity complexity NOUN v979v121x8v 1 6 of of ADP v979v121x8v 1 7 data datum NOUN v979v121x8v 1 8 increase increase NOUN v979v121x8v 1 9 , , PUNCT v979v121x8v 1 10 methods method NOUN v979v121x8v 1 11 for for ADP v979v121x8v 1 12 structuring structuring NOUN v979v121x8v 1 13 and and CCONJ v979v121x8v 1 14 effectively effectively ADV v979v121x8v 1 15 processing process VERB v979v121x8v 1 16 it it PRON v979v121x8v 1 17 are be AUX v979v121x8v 1 18 more more ADV v979v121x8v 1 19 vital vital ADJ v979v121x8v 1 20 than than SCONJ v979v121x8v 1 21 they they PRON v979v121x8v 1 22 have have AUX v979v121x8v 1 23 ever ever ADV v979v121x8v 1 24 been be AUX v979v121x8v 1 25 in in ADP v979v121x8v 1 26 the the DET v979v121x8v 1 27 past past NOUN v979v121x8v 1 28 . . PUNCT v979v121x8v 2 1 in in ADP v979v121x8v 2 2 terms term NOUN v979v121x8v 2 3 of of ADP v979v121x8v 2 4 the the DET v979v121x8v 2 5 development development NOUN v979v121x8v 2 6 and and CCONJ v979v121x8v 2 7 integration integration NOUN v979v121x8v 2 8 of of ADP v979v121x8v 2 9 modern modern ADJ v979v121x8v 2 10 applications application NOUN v979v121x8v 2 11 and and CCONJ v979v121x8v 2 12 their their PRON v979v121x8v 2 13 data datum NOUN v979v121x8v 2 14 , , PUNCT v979v121x8v 2 15 incorporating incorporate VERB v979v121x8v 2 16 practices practice NOUN v979v121x8v 2 17 from from ADP v979v121x8v 2 18 the the DET v979v121x8v 2 19 semantic semantic ADJ v979v121x8v 2 20 web web NOUN v979v121x8v 2 21 means mean VERB v979v121x8v 2 22 that that SCONJ v979v121x8v 2 23 researchers researcher NOUN v979v121x8v 2 24 now now ADV v979v121x8v 2 25 have have VERB v979v121x8v 2 26 more more ADJ v979v121x8v 2 27 intelligent intelligent ADJ v979v121x8v 2 28 techniques technique NOUN v979v121x8v 2 29 to to PART v979v121x8v 2 30 achieve achieve VERB v979v121x8v 2 31 interoperability interoperability NOUN v979v121x8v 2 32 , , PUNCT v979v121x8v 2 33 accessibility accessibility NOUN v979v121x8v 2 34 , , PUNCT v979v121x8v 2 35 and and CCONJ v979v121x8v 2 36 reliability reliability NOUN v979v121x8v 2 37 between between ADP v979v121x8v 2 38 resources resource NOUN v979v121x8v 2 39 . . PUNCT v979v121x8v 3 1 moreover moreover ADV v979v121x8v 3 2 , , PUNCT v979v121x8v 3 3 professionals professional NOUN v979v121x8v 3 4 continue continue VERB v979v121x8v 3 5 to to PART v979v121x8v 3 6 demonstrate demonstrate VERB v979v121x8v 3 7 the the DET v979v121x8v 3 8 need need NOUN v979v121x8v 3 9 for for ADP v979v121x8v 3 10 an an DET v979v121x8v 3 11 increasing increase VERB v979v121x8v 3 12 amount amount NOUN v979v121x8v 3 13 of of ADP v979v121x8v 3 14 interdisciplinary interdisciplinary ADJ v979v121x8v 3 15 data datum NOUN v979v121x8v 3 16 to to PART v979v121x8v 3 17 properly properly ADV v979v121x8v 3 18 answer answer VERB v979v121x8v 3 19 questions question NOUN v979v121x8v 3 20 . . PUNCT v979v121x8v 4 1 however however ADV v979v121x8v 4 2 , , PUNCT v979v121x8v 4 3 the the DET v979v121x8v 4 4 existence existence NOUN v979v121x8v 4 5 of of ADP v979v121x8v 4 6 the the DET v979v121x8v 4 7 semantic semantic ADJ v979v121x8v 4 8 web web NOUN v979v121x8v 4 9 and and CCONJ v979v121x8v 4 10 the the DET v979v121x8v 4 11 availability availability NOUN v979v121x8v 4 12 of of ADP v979v121x8v 4 13 linked link VERB v979v121x8v 4 14 data data NOUN v979v121x8v 4 15 techniques technique NOUN v979v121x8v 4 16 is be AUX v979v121x8v 4 17 not not PART v979v121x8v 4 18 sufficient sufficient ADJ v979v121x8v 4 19 ; ; PUNCT v979v121x8v 4 20 integration integration NOUN v979v121x8v 4 21 methods method NOUN v979v121x8v 4 22 are be AUX v979v121x8v 4 23 needed need VERB v979v121x8v 4 24 to to PART v979v121x8v 4 25 align align VERB v979v121x8v 4 26 data data NOUN v979v121x8v 4 27 sets set NOUN v979v121x8v 4 28 and and CCONJ v979v121x8v 4 29 applications application NOUN v979v121x8v 4 30 , , PUNCT v979v121x8v 4 31 preferably preferably ADV v979v121x8v 4 32 in in ADP v979v121x8v 4 33 an an DET v979v121x8v 4 34 automated automated ADJ v979v121x8v 4 35 manner manner NOUN v979v121x8v 4 36 , , PUNCT v979v121x8v 4 37 so so SCONJ v979v121x8v 4 38 as as SCONJ v979v121x8v 4 39 to to PART v979v121x8v 4 40 enhance enhance VERB v979v121x8v 4 41 the the DET v979v121x8v 4 42 capabilities capability NOUN v979v121x8v 4 43 of of ADP v979v121x8v 4 44 decision decision NOUN v979v121x8v 4 45 support support NOUN v979v121x8v 4 46 methods method NOUN v979v121x8v 4 47 and and CCONJ v979v121x8v 4 48 other other ADJ v979v121x8v 4 49 artificial artificial ADJ v979v121x8v 4 50 intelligence intelligence NOUN v979v121x8v 4 51 goals.modern goals.modern NOUN v979v121x8v 4 52 industry industry NOUN v979v121x8v 4 53 questions question NOUN v979v121x8v 4 54 and and CCONJ v979v121x8v 4 55 decisions decision NOUN v979v121x8v 4 56 require require VERB v979v121x8v 4 57 multi multi ADJ v979v121x8v 4 58 - - ADJ v979v121x8v 4 59 disciplinary disciplinary ADJ v979v121x8v 4 60 information information NOUN v979v121x8v 4 61 , , PUNCT v979v121x8v 4 62 most most ADJ v979v121x8v 4 63 of of ADP v979v121x8v 4 64 which which PRON v979v121x8v 4 65 is be AUX v979v121x8v 4 66 not not PART v979v121x8v 4 67 currently currently ADV v979v121x8v 4 68 usable usable ADJ v979v121x8v 4 69 in in ADP v979v121x8v 4 70 a a DET v979v121x8v 4 71 simultaneous simultaneous ADJ v979v121x8v 4 72 manner manner NOUN v979v121x8v 4 73 , , PUNCT v979v121x8v 4 74 if if SCONJ v979v121x8v 4 75 it it PRON v979v121x8v 4 76 is be AUX v979v121x8v 4 77 reliable reliable ADJ v979v121x8v 4 78 at at ADV v979v121x8v 4 79 all all ADV v979v121x8v 4 80 . . PUNCT v979v121x8v 5 1 for for ADP v979v121x8v 5 2 example example NOUN v979v121x8v 5 3 , , PUNCT v979v121x8v 5 4 the the DET v979v121x8v 5 5 best good ADJ v979v121x8v 5 6 decision decision NOUN v979v121x8v 5 7 engine engine NOUN v979v121x8v 5 8 in in ADP v979v121x8v 5 9 the the DET v979v121x8v 5 10 world world NOUN v979v121x8v 5 11 is be AUX v979v121x8v 5 12 still still ADV v979v121x8v 5 13 limited limit VERB v979v121x8v 5 14 by by ADP v979v121x8v 5 15 the the DET v979v121x8v 5 16 data datum NOUN v979v121x8v 5 17 it it PRON v979v121x8v 5 18 has have VERB v979v121x8v 5 19 to to PART v979v121x8v 5 20 work work VERB v979v121x8v 5 21 with with ADP v979v121x8v 5 22 to to PART v979v121x8v 5 23 arrive arrive VERB v979v121x8v 5 24 at at ADP v979v121x8v 5 25 a a DET v979v121x8v 5 26 set set NOUN v979v121x8v 5 27 of of ADP v979v121x8v 5 28 decisions decision NOUN v979v121x8v 5 29 ; ; PUNCT v979v121x8v 5 30 semantics semantic NOUN v979v121x8v 5 31 allow allow VERB v979v121x8v 5 32 further further ADJ v979v121x8v 5 33 data datum NOUN v979v121x8v 5 34 to to PART v979v121x8v 5 35 be be AUX v979v121x8v 5 36 aligned align VERB v979v121x8v 5 37 , , PUNCT v979v121x8v 5 38 found find VERB v979v121x8v 5 39 , , PUNCT v979v121x8v 5 40 acquired acquire VERB v979v121x8v 5 41 , , PUNCT v979v121x8v 5 42 and and CCONJ v979v121x8v 5 43 formatted format VERB v979v121x8v 5 44 such such ADJ v979v121x8v 5 45 that that SCONJ v979v121x8v 5 46 knowledge knowledge NOUN v979v121x8v 5 47 can can AUX v979v121x8v 5 48 continue continue VERB v979v121x8v 5 49 to to PART v979v121x8v 5 50 be be AUX v979v121x8v 5 51 generated generate VERB v979v121x8v 5 52 . . PUNCT v979v121x8v 6 1 industry industry NOUN v979v121x8v 6 2 goals goal NOUN v979v121x8v 6 3 for for ADP v979v121x8v 6 4 intelligence intelligence NOUN v979v121x8v 6 5 often often ADV v979v121x8v 6 6 return return VERB v979v121x8v 6 7 to to ADP v979v121x8v 6 8 issues issue NOUN v979v121x8v 6 9 with with ADP v979v121x8v 6 10 the the DET v979v121x8v 6 11 types type NOUN v979v121x8v 6 12 and and CCONJ v979v121x8v 6 13 structure structure NOUN v979v121x8v 6 14 -or -or PUNCT v979v121x8v 6 15 lack lack NOUN v979v121x8v 6 16 of of ADP v979v121x8v 6 17 structure structure NOUN v979v121x8v 6 18 and and CCONJ v979v121x8v 6 19 context context NOUN v979v121x8v 6 20 of of ADP v979v121x8v 6 21 the the DET v979v121x8v 6 22 available available ADJ v979v121x8v 6 23 data datum NOUN v979v121x8v 6 24 resources resource NOUN v979v121x8v 6 25 themselves themselves PRON v979v121x8v 6 26 . . PUNCT v979v121x8v 7 1 this this PRON v979v121x8v 7 2 is be AUX v979v121x8v 7 3 a a DET v979v121x8v 7 4 resounding resounding ADJ v979v121x8v 7 5 set set NOUN v979v121x8v 7 6 of of ADP v979v121x8v 7 7 issues issue NOUN v979v121x8v 7 8 resolved resolve VERB v979v121x8v 7 9 by by ADP v979v121x8v 7 10 the the DET v979v121x8v 7 11 research research NOUN v979v121x8v 7 12 and and CCONJ v979v121x8v 7 13 contributions contribution NOUN v979v121x8v 7 14 of of ADP v979v121x8v 7 15 this this PRON v979v121x8v 7 16 dissertation.while dissertation.while ADV v979v121x8v 7 17 these these DET v979v121x8v 7 18 research research NOUN v979v121x8v 7 19 solutions solution NOUN v979v121x8v 7 20 are be AUX v979v121x8v 7 21 designed design VERB v979v121x8v 7 22 to to PART v979v121x8v 7 23 be be AUX v979v121x8v 7 24 applicable applicable ADJ v979v121x8v 7 25 to to ADP v979v121x8v 7 26 many many ADJ v979v121x8v 7 27 areas area NOUN v979v121x8v 7 28 of of ADP v979v121x8v 7 29 industry industry NOUN v979v121x8v 7 30 and and CCONJ v979v121x8v 7 31 the the DET v979v121x8v 7 32 data datum NOUN v979v121x8v 7 33 challenges challenge VERB v979v121x8v 7 34 therein therein ADV v979v121x8v 7 35 , , PUNCT v979v121x8v 7 36 these these DET v979v121x8v 7 37 concepts concept NOUN v979v121x8v 7 38 and and CCONJ v979v121x8v 7 39 automation automation NOUN v979v121x8v 7 40 techniques technique NOUN v979v121x8v 7 41 are be AUX v979v121x8v 7 42 applied apply VERB v979v121x8v 7 43 specifically specifically ADV v979v121x8v 7 44 within within ADP v979v121x8v 7 45 the the DET v979v121x8v 7 46 industry industry NOUN v979v121x8v 7 47 domains domain NOUN v979v121x8v 7 48 of of ADP v979v121x8v 7 49 architecture architecture NOUN v979v121x8v 7 50 , , PUNCT v979v121x8v 7 51 civil civil ADJ v979v121x8v 7 52 engineering engineering NOUN v979v121x8v 7 53 , , PUNCT v979v121x8v 7 54 natural natural ADJ v979v121x8v 7 55 disaster disaster NOUN v979v121x8v 7 56 resilience resilience NOUN v979v121x8v 7 57 , , PUNCT v979v121x8v 7 58 life life NOUN v979v121x8v 7 59 cycle cycle NOUN v979v121x8v 7 60 analysis analysis NOUN v979v121x8v 7 61 , , PUNCT v979v121x8v 7 62 and and CCONJ v979v121x8v 7 63 manufacturing manufacturing NOUN v979v121x8v 7 64 . . PUNCT v979v121x8v 8 1 goals goal NOUN v979v121x8v 8 2 for for ADP v979v121x8v 8 3 the the DET v979v121x8v 8 4 work work NOUN v979v121x8v 8 5 involved involve VERB v979v121x8v 8 6 overcoming overcome VERB v979v121x8v 8 7 certain certain ADJ v979v121x8v 8 8 limitations limitation NOUN v979v121x8v 8 9 of of ADP v979v121x8v 8 10 the the DET v979v121x8v 8 11 typically typically ADV v979v121x8v 8 12 proprietary proprietary ADJ v979v121x8v 8 13 and and CCONJ v979v121x8v 8 14 siloed siloe VERB v979v121x8v 8 15 nature nature NOUN v979v121x8v 8 16 of of ADP v979v121x8v 8 17 architectural architectural ADJ v979v121x8v 8 18 and and CCONJ v979v121x8v 8 19 engineering engineering NOUN v979v121x8v 8 20 applications application NOUN v979v121x8v 8 21 which which PRON v979v121x8v 8 22 use use VERB v979v121x8v 8 23 numerous numerous ADJ v979v121x8v 8 24 geometry geometry NOUN v979v121x8v 8 25 and and CCONJ v979v121x8v 8 26 spatial spatial ADJ v979v121x8v 8 27 schemas schemas NOUN v979v121x8v 8 28 along along ADP v979v121x8v 8 29 with with ADP v979v121x8v 8 30 localized localize VERB v979v121x8v 8 31 data data NOUN v979v121x8v 8 32 sets set NOUN v979v121x8v 8 33 . . PUNCT v979v121x8v 9 1 linked link VERB v979v121x8v 9 2 data data NOUN v979v121x8v 9 3 principles principle NOUN v979v121x8v 9 4 with with ADP v979v121x8v 9 5 restful restful ADJ v979v121x8v 9 6 , , PUNCT v979v121x8v 9 7 semantic semantic ADJ v979v121x8v 9 8 endpoints endpoint NOUN v979v121x8v 9 9 are be AUX v979v121x8v 9 10 effective effective ADJ v979v121x8v 9 11 for for ADP v979v121x8v 9 12 establishing establish VERB v979v121x8v 9 13 solutions solution NOUN v979v121x8v 9 14 within within ADP v979v121x8v 9 15 these these DET v979v121x8v 9 16 domains domain NOUN v979v121x8v 9 17 , , PUNCT v979v121x8v 9 18 and and CCONJ v979v121x8v 9 19 are be AUX v979v121x8v 9 20 presented present VERB v979v121x8v 9 21 in in ADP v979v121x8v 9 22 more more ADJ v979v121x8v 9 23 detail detail NOUN v979v121x8v 9 24 from from ADP v979v121x8v 9 25 thorough thorough ADJ v979v121x8v 9 26 explanations explanation NOUN v979v121x8v 9 27 found find VERB v979v121x8v 9 28 in in ADP v979v121x8v 9 29 several several ADJ v979v121x8v 9 30 adjoining adjoining ADJ v979v121x8v 9 31 publications publication NOUN v979v121x8v 9 32 . . PUNCT v979v121x8v 10 1 additionally additionally ADV v979v121x8v 10 2 , , PUNCT v979v121x8v 10 3 these these DET v979v121x8v 10 4 methods method NOUN v979v121x8v 10 5 are be AUX v979v121x8v 10 6 utilized utilize VERB v979v121x8v 10 7 within within ADP v979v121x8v 10 8 a a DET v979v121x8v 10 9 cloud cloud NOUN v979v121x8v 10 10 - - PUNCT v979v121x8v 10 11 based base VERB v979v121x8v 10 12 framework framework NOUN v979v121x8v 10 13 called call VERB v979v121x8v 10 14 a a DET v979v121x8v 10 15 linked link VERB v979v121x8v 10 16 data data NOUN v979v121x8v 10 17 platform platform NOUN v979v121x8v 10 18 which which PRON v979v121x8v 10 19 is be AUX v979v121x8v 10 20 able able ADJ v979v121x8v 10 21 to to PART v979v121x8v 10 22 host host VERB v979v121x8v 10 23 components component NOUN v979v121x8v 10 24 such such ADJ v979v121x8v 10 25 as as ADP v979v121x8v 10 26 use use NOUN v979v121x8v 10 27 - - PUNCT v979v121x8v 10 28 case case NOUN v979v121x8v 10 29 data data NOUN v979v121x8v 10 30 stores store NOUN v979v121x8v 10 31 and and CCONJ v979v121x8v 10 32 simulation simulation NOUN v979v121x8v 10 33 model model NOUN v979v121x8v 10 34 information information NOUN v979v121x8v 10 35 relevant relevant ADJ v979v121x8v 10 36 to to ADP v979v121x8v 10 37 the the DET v979v121x8v 10 38 noted noted ADJ v979v121x8v 10 39 industry industry NOUN v979v121x8v 10 40 fields field NOUN v979v121x8v 10 41 . . PUNCT v979v121x8v 11 1 these these DET v979v121x8v 11 2 approaches approach NOUN v979v121x8v 11 3 lend lend VERB v979v121x8v 11 4 themselves themselves PRON v979v121x8v 11 5 well well ADV v979v121x8v 11 6 to to ADP v979v121x8v 11 7 answering answer VERB v979v121x8v 11 8 modern modern ADJ v979v121x8v 11 9 questions question NOUN v979v121x8v 11 10 because because SCONJ v979v121x8v 11 11 they they PRON v979v121x8v 11 12 enable enable VERB v979v121x8v 11 13 distributed distribute VERB v979v121x8v 11 14 processing processing NOUN v979v121x8v 11 15 and and CCONJ v979v121x8v 11 16 robust robust ADJ v979v121x8v 11 17 decision decision NOUN v979v121x8v 11 18 support support NOUN v979v121x8v 11 19 techniques technique NOUN v979v121x8v 11 20 that that PRON v979v121x8v 11 21 are be AUX v979v121x8v 11 22 becoming become VERB v979v121x8v 11 23 essential essential ADJ v979v121x8v 11 24 for for ADP v979v121x8v 11 25 handling handle VERB v979v121x8v 11 26 big big ADJ v979v121x8v 11 27 data datum NOUN v979v121x8v 11 28 and and CCONJ v979v121x8v 11 29 processing process VERB v979v121x8v 11 30 it it PRON v979v121x8v 11 31 at at ADP v979v121x8v 11 32 several several ADJ v979v121x8v 11 33 locations location NOUN v979v121x8v 11 34 , , PUNCT v979v121x8v 11 35 often often ADV v979v121x8v 11 36 simultaneously.the simultaneously.the DET v979v121x8v 11 37 work work NOUN v979v121x8v 11 38 presented present VERB v979v121x8v 11 39 in in ADP v979v121x8v 11 40 this this DET v979v121x8v 11 41 thesis thesis NOUN v979v121x8v 11 42 encompasses encompass VERB v979v121x8v 11 43 a a DET v979v121x8v 11 44 variety variety NOUN v979v121x8v 11 45 of of ADP v979v121x8v 11 46 semantic semantic ADJ v979v121x8v 11 47 technologies technology NOUN v979v121x8v 11 48 , , PUNCT v979v121x8v 11 49 including include VERB v979v121x8v 11 50 semantic semantic ADJ v979v121x8v 11 51 graphs graph NOUN v979v121x8v 11 52 , , PUNCT v979v121x8v 11 53 ontology ontology NOUN v979v121x8v 11 54 design design NOUN v979v121x8v 11 55 patterns pattern NOUN v979v121x8v 11 56 , , PUNCT v979v121x8v 11 57 semantic semantic ADJ v979v121x8v 11 58 rules rule NOUN v979v121x8v 11 59 engines engine NOUN v979v121x8v 11 60 , , PUNCT v979v121x8v 11 61 literature literature NOUN v979v121x8v 11 62 reviews review NOUN v979v121x8v 11 63 of of ADP v979v121x8v 11 64 the the DET v979v121x8v 11 65 technological technological ADJ v979v121x8v 11 66 landscape landscape NOUN v979v121x8v 11 67 as as SCONJ v979v121x8v 11 68 it it PRON v979v121x8v 11 69 exists exist VERB v979v121x8v 11 70 today today NOUN v979v121x8v 11 71 , , PUNCT v979v121x8v 11 72 linked link VERB v979v121x8v 11 73 data data NOUN v979v121x8v 11 74 platform platform NOUN v979v121x8v 11 75 designs design NOUN v979v121x8v 11 76 , , PUNCT v979v121x8v 11 77 and and CCONJ v979v121x8v 11 78 interoperability interoperability NOUN v979v121x8v 11 79 automation automation NOUN v979v121x8v 11 80 for for ADP v979v121x8v 11 81 better well ADJ v979v121x8v 11 82 approaches approach NOUN v979v121x8v 11 83 to to PART v979v121x8v 11 84 decision decision VERB v979v121x8v 11 85 support support NOUN v979v121x8v 11 86 and and CCONJ v979v121x8v 11 87 for for ADP v979v121x8v 11 88 handling handle VERB v979v121x8v 11 89 data datum NOUN v979v121x8v 11 90 describing describe VERB v979v121x8v 11 91 the the DET v979v121x8v 11 92 built build VERB v979v121x8v 11 93 environment environment NOUN v979v121x8v 11 94 . . PUNCT v979v121x8v 12 1 the the DET v979v121x8v 12 2 main main ADJ v979v121x8v 12 3 contributions contribution NOUN v979v121x8v 12 4 of of ADP v979v121x8v 12 5 the the DET v979v121x8v 12 6 work work NOUN v979v121x8v 12 7 can can AUX v979v121x8v 12 8 be be AUX v979v121x8v 12 9 summarized summarize VERB v979v121x8v 12 10 as as SCONJ v979v121x8v 12 11 follows follow VERB v979v121x8v 12 12 : : PUNCT v979v121x8v 12 13 computer computer NOUN v979v121x8v 12 14 science science NOUN v979v121x8v 12 15 contributions contribution NOUN v979v121x8v 12 16 : : PUNCT v979v121x8v 12 17 established establish VERB v979v121x8v 12 18 several several ADJ v979v121x8v 12 19 components component NOUN v979v121x8v 12 20 of of ADP v979v121x8v 12 21 an an DET v979v121x8v 12 22 intelligent intelligent ADJ v979v121x8v 12 23 ldp ldp PROPN v979v121x8v 12 24 infrastructure infrastructure NOUN v979v121x8v 12 25 required require VERB v979v121x8v 12 26 to to PART v979v121x8v 12 27 geographically geographically ADV v979v121x8v 12 28 distribute distribute VERB v979v121x8v 12 29 processing processing NOUN v979v121x8v 12 30 for for ADP v979v121x8v 12 31 the the DET v979v121x8v 12 32 needs need NOUN v979v121x8v 12 33 of of ADP v979v121x8v 12 34 modern modern ADJ v979v121x8v 12 35 applications application NOUN v979v121x8v 12 36 as as ADV v979v121x8v 12 37 well well ADV v979v121x8v 12 38 as as ADP v979v121x8v 12 39 conceptual conceptual ADJ v979v121x8v 12 40 work work NOUN v979v121x8v 12 41 for for ADP v979v121x8v 12 42 the the DET v979v121x8v 12 43 expansion expansion NOUN v979v121x8v 12 44 of of ADP v979v121x8v 12 45 the the DET v979v121x8v 12 46 platform platform NOUN v979v121x8v 12 47 after after ADP v979v121x8v 12 48 my my PRON v979v121x8v 12 49 dissertation dissertation NOUN v979v121x8v 12 50 ( ( PUNCT v979v121x8v 12 51 this this PRON v979v121x8v 12 52 includes include VERB v979v121x8v 12 53 triple triple ADJ v979v121x8v 12 54 stores store NOUN v979v121x8v 12 55 , , PUNCT v979v121x8v 12 56 endpoints endpoint NOUN v979v121x8v 12 57 , , PUNCT v979v121x8v 12 58 graph graph NOUN v979v121x8v 12 59 databases database NOUN v979v121x8v 12 60 with with ADP v979v121x8v 12 61 geosparql geosparql NOUN v979v121x8v 12 62 enabled enable VERB v979v121x8v 12 63 , , PUNCT v979v121x8v 12 64 semantic semantic ADJ v979v121x8v 12 65 graph graph NOUN v979v121x8v 12 66 building building NOUN v979v121x8v 12 67 parsers parser NOUN v979v121x8v 12 68 , , PUNCT v979v121x8v 12 69 etc etc X v979v121x8v 12 70 . . X v979v121x8v 12 71 ) ) PUNCT v979v121x8v 12 72 . . PUNCT v979v121x8v 13 1 provided provide VERB v979v121x8v 13 2 a a DET v979v121x8v 13 3 ldp ldp PROPN v979v121x8v 13 4 architecture architecture NOUN v979v121x8v 13 5 that that PRON v979v121x8v 13 6 is be AUX v979v121x8v 13 7 modular modular ADJ v979v121x8v 13 8 , , PUNCT v979v121x8v 13 9 reproducible reproducible VERB v979v121x8v 13 10 , , PUNCT v979v121x8v 13 11 and and CCONJ v979v121x8v 13 12 scalable scalable ADJ v979v121x8v 13 13 such such ADJ v979v121x8v 13 14 that that SCONJ v979v121x8v 13 15 it it PRON v979v121x8v 13 16 is be AUX v979v121x8v 13 17 able able ADJ v979v121x8v 13 18 to to PART v979v121x8v 13 19 handle handle VERB v979v121x8v 13 20 the the DET v979v121x8v 13 21 interoperability interoperability NOUN v979v121x8v 13 22 issues issue NOUN v979v121x8v 13 23 and and CCONJ v979v121x8v 13 24 knowledge knowledge NOUN v979v121x8v 13 25 representations representation NOUN v979v121x8v 13 26 of of ADP v979v121x8v 13 27 spatial spatial ADJ v979v121x8v 13 28 - - PUNCT v979v121x8v 13 29 temporal temporal ADJ v979v121x8v 13 30 data datum NOUN v979v121x8v 13 31 from from ADP v979v121x8v 13 32 various various ADJ v979v121x8v 13 33 sources source NOUN v979v121x8v 13 34 and and CCONJ v979v121x8v 13 35 formatting formatting NOUN v979v121x8v 13 36 types type NOUN v979v121x8v 13 37 . . PUNCT v979v121x8v 14 1 developed develop VERB v979v121x8v 14 2 and and CCONJ v979v121x8v 14 3 implemented implement VERB v979v121x8v 14 4 several several ADJ v979v121x8v 14 5 ontology ontology NOUN v979v121x8v 14 6 design design NOUN v979v121x8v 14 7 patterns pattern NOUN v979v121x8v 14 8 including include VERB v979v121x8v 14 9 the the DET v979v121x8v 14 10 material material ADJ v979v121x8v 14 11 transformation transformation NOUN v979v121x8v 14 12 pattern pattern NOUN v979v121x8v 14 13 , , PUNCT v979v121x8v 14 14 relative relative ADJ v979v121x8v 14 15 relationship relationship NOUN v979v121x8v 14 16 pattern pattern NOUN v979v121x8v 14 17 , , PUNCT v979v121x8v 14 18 extension extension NOUN v979v121x8v 14 19 to to ADP v979v121x8v 14 20 hazardous hazardous ADJ v979v121x8v 14 21 situation situation NOUN v979v121x8v 14 22 pattern pattern NOUN v979v121x8v 14 23 , , PUNCT v979v121x8v 14 24 and and CCONJ v979v121x8v 14 25 spatial spatial ADJ v979v121x8v 14 26 graph graph NOUN v979v121x8v 14 27 adapter adapter NOUN v979v121x8v 14 28 pattern pattern NOUN v979v121x8v 14 29 , , PUNCT v979v121x8v 14 30 with with ADP v979v121x8v 14 31 others other NOUN v979v121x8v 14 32 in in ADP v979v121x8v 14 33 process process NOUN v979v121x8v 14 34 . . PUNCT v979v121x8v 15 1 used use VERB v979v121x8v 15 2 architectural architectural ADJ v979v121x8v 15 3 model model NOUN v979v121x8v 15 4 vocabulary vocabulary PROPN v979v121x8v 15 5 development development NOUN v979v121x8v 15 6 or or CCONJ v979v121x8v 15 7 relational relational ADJ v979v121x8v 15 8 and and CCONJ v979v121x8v 15 9 descriptive descriptive ADJ v979v121x8v 15 10 spatial spatial ADJ v979v121x8v 15 11 analysis analysis NOUN v979v121x8v 15 12 strategies strategy NOUN v979v121x8v 15 13 to to PART v979v121x8v 15 14 provide provide VERB v979v121x8v 15 15 linked link VERB v979v121x8v 15 16 data data NOUN v979v121x8v 15 17 methodologies methodology NOUN v979v121x8v 15 18 for for ADP v979v121x8v 15 19 remote remote ADJ v979v121x8v 15 20 model model NOUN v979v121x8v 15 21 usage usage NOUN v979v121x8v 15 22 , , PUNCT v979v121x8v 15 23 regardless regardless ADV v979v121x8v 15 24 of of ADP v979v121x8v 15 25 platform platform NOUN v979v121x8v 15 26 or or CCONJ v979v121x8v 15 27 schema schema NOUN v979v121x8v 15 28 style style NOUN v979v121x8v 15 29 ; ; PUNCT v979v121x8v 15 30 this this PRON v979v121x8v 15 31 is be AUX v979v121x8v 15 32 needed need VERB v979v121x8v 15 33 , , PUNCT v979v121x8v 15 34 for for ADP v979v121x8v 15 35 example example NOUN v979v121x8v 15 36 , , PUNCT v979v121x8v 15 37 when when SCONJ v979v121x8v 15 38 the the DET v979v121x8v 15 39 natural natural ADJ v979v121x8v 15 40 language language NOUN v979v121x8v 15 41 of of ADP v979v121x8v 15 42 a a DET v979v121x8v 15 43 domain domain NOUN v979v121x8v 15 44 needs need VERB v979v121x8v 15 45 to to PART v979v121x8v 15 46 be be AUX v979v121x8v 15 47 captured capture VERB v979v121x8v 15 48 in in ADP v979v121x8v 15 49 a a DET v979v121x8v 15 50 computer computer NOUN v979v121x8v 15 51 - - PUNCT v979v121x8v 15 52 readable readable ADJ v979v121x8v 15 53 style style NOUN v979v121x8v 15 54 . . PUNCT v979v121x8v 16 1 provided provide VERB v979v121x8v 16 2 several several ADJ v979v121x8v 16 3 use use NOUN v979v121x8v 16 4 case case NOUN v979v121x8v 16 5 scenarios scenario NOUN v979v121x8v 16 6 for for ADP v979v121x8v 16 7 user user NOUN v979v121x8v 16 8 queries query NOUN v979v121x8v 16 9 by by ADP v979v121x8v 16 10 applying apply VERB v979v121x8v 16 11 data datum NOUN v979v121x8v 16 12 patterns pattern NOUN v979v121x8v 16 13 and and CCONJ v979v121x8v 16 14 platform platform NOUN v979v121x8v 16 15 component component NOUN v979v121x8v 16 16 processing processing NOUN v979v121x8v 16 17 . . PUNCT v979v121x8v 17 1 created create VERB v979v121x8v 17 2 a a DET v979v121x8v 17 3 linked link VERB v979v121x8v 17 4 data datum NOUN v979v121x8v 17 5 view view NOUN v979v121x8v 17 6 methodology methodology NOUN v979v121x8v 17 7 for for ADP v979v121x8v 17 8 automating automate VERB v979v121x8v 17 9 data datum NOUN v979v121x8v 17 10 extraction extraction NOUN v979v121x8v 17 11 using use VERB v979v121x8v 17 12 established establish VERB v979v121x8v 17 13 semantic semantic ADJ v979v121x8v 17 14 mappings mapping NOUN v979v121x8v 17 15 ; ; PUNCT v979v121x8v 17 16 this this DET v979v121x8v 17 17 approach approach NOUN v979v121x8v 17 18 enables enable VERB v979v121x8v 17 19 information information NOUN v979v121x8v 17 20 from from ADP v979v121x8v 17 21 several several ADJ v979v121x8v 17 22 data datum NOUN v979v121x8v 17 23 schemas schemas NOUN v979v121x8v 17 24 to to PART v979v121x8v 17 25 be be AUX v979v121x8v 17 26 simultaneously simultaneously ADV v979v121x8v 17 27 translated translate VERB v979v121x8v 17 28 into into ADP v979v121x8v 17 29 pattern pattern NOUN v979v121x8v 17 30 - - PUNCT v979v121x8v 17 31 based base VERB v979v121x8v 17 32 rdf rdf NOUN v979v121x8v 17 33 making make VERB v979v121x8v 17 34 interoperable interoperable VERB v979v121x8v 17 35 spatial spatial ADJ v979v121x8v 17 36 data datum NOUN v979v121x8v 17 37 . . PUNCT v979v121x8v 18 1 established establish VERB v979v121x8v 18 2 technique technique NOUN v979v121x8v 18 3 for for ADP v979v121x8v 18 4 automating automate VERB v979v121x8v 18 5 queries query NOUN v979v121x8v 18 6 used use VERB v979v121x8v 18 7 to to PART v979v121x8v 18 8 construct construct VERB v979v121x8v 18 9 semantic semantic ADJ v979v121x8v 18 10 graphs graph NOUN v979v121x8v 18 11 ; ; PUNCT v979v121x8v 18 12 this this DET v979v121x8v 18 13 process process NOUN v979v121x8v 18 14 involves involve VERB v979v121x8v 18 15 using use VERB v979v121x8v 18 16 several several ADJ v979v121x8v 18 17 platform platform NOUN v979v121x8v 18 18 components component NOUN v979v121x8v 18 19 with with ADP v979v121x8v 18 20 a a DET v979v121x8v 18 21 data data NOUN v979v121x8v 18 22 extraction extraction NOUN v979v121x8v 18 23 parser parser NOUN v979v121x8v 18 24 to to PART v979v121x8v 18 25 produce produce VERB v979v121x8v 18 26 in in ADP v979v121x8v 18 27 - - PUNCT v979v121x8v 18 28 memory memory NOUN v979v121x8v 18 29 graphs graph NOUN v979v121x8v 18 30 which which PRON v979v121x8v 18 31 help help VERB v979v121x8v 18 32 to to PART v979v121x8v 18 33 automate automate VERB v979v121x8v 18 34 and and CCONJ v979v121x8v 18 35 extend extend VERB v979v121x8v 18 36 existing exist VERB v979v121x8v 18 37 knowledge knowledge NOUN v979v121x8v 18 38 bases basis NOUN v979v121x8v 18 39 . . PUNCT v979v121x8v 19 1 resilience resilience NOUN v979v121x8v 19 2 , , PUNCT v979v121x8v 19 3 energy energy NOUN v979v121x8v 19 4 , , PUNCT v979v121x8v 19 5 lca lca PROPN v979v121x8v 19 6 , , PUNCT v979v121x8v 19 7 and and CCONJ v979v121x8v 19 8 built build VERB v979v121x8v 19 9 environment environment NOUN v979v121x8v 19 10 contributions contribution NOUN v979v121x8v 19 11 : : PUNCT v979v121x8v 20 1 ld ld PROPN v979v121x8v 20 2 views view NOUN v979v121x8v 20 3 were be AUX v979v121x8v 20 4 used use VERB v979v121x8v 20 5 to to ADP v979v121x8v 20 6 automate automate VERB v979v121x8v 20 7 semantic semantic ADJ v979v121x8v 20 8 graph graph NOUN v979v121x8v 20 9 population population NOUN v979v121x8v 20 10 with with ADP v979v121x8v 20 11 spatiotemporal spatiotemporal ADJ v979v121x8v 20 12 data datum NOUN v979v121x8v 20 13 ; ; PUNCT v979v121x8v 20 14 these these PRON v979v121x8v 20 15 are be AUX v979v121x8v 20 16 implemented implement VERB v979v121x8v 20 17 and and CCONJ v979v121x8v 20 18 in in ADP v979v121x8v 20 19 use use NOUN v979v121x8v 20 20 currently currently ADV v979v121x8v 20 21 for for ADP v979v121x8v 20 22 bim bim NOUN v979v121x8v 20 23 , , PUNCT v979v121x8v 20 24 citygml citygml PROPN v979v121x8v 20 25 , , PUNCT v979v121x8v 20 26 ogc ogc ADJ v979v121x8v 20 27 , , PUNCT v979v121x8v 20 28 ifcxml ifcxml NOUN v979v121x8v 20 29 , , PUNCT v979v121x8v 20 30 and and CCONJ v979v121x8v 20 31 gbxml gbxml NOUN v979v121x8v 20 32 , , PUNCT v979v121x8v 20 33 but but CCONJ v979v121x8v 20 34 the the DET v979v121x8v 20 35 method method NOUN v979v121x8v 20 36 is be AUX v979v121x8v 20 37 extensible extensible ADJ v979v121x8v 20 38 to to ADP v979v121x8v 20 39 other other ADJ v979v121x8v 20 40 spatial spatial ADJ v979v121x8v 20 41 data datum NOUN v979v121x8v 20 42 schema schema NOUN v979v121x8v 20 43 . . PUNCT v979v121x8v 21 1 established establish VERB v979v121x8v 21 2 several several ADJ v979v121x8v 21 3 pieces piece NOUN v979v121x8v 21 4 of of ADP v979v121x8v 21 5 the the DET v979v121x8v 21 6 infrastructure infrastructure NOUN v979v121x8v 21 7 needed need VERB v979v121x8v 21 8 for for ADP v979v121x8v 21 9 civil civil ADJ v979v121x8v 21 10 engineering engineering NOUN v979v121x8v 21 11 and and CCONJ v979v121x8v 21 12 architectural architectural ADJ v979v121x8v 21 13 model model NOUN v979v121x8v 21 14 processing processing NOUN v979v121x8v 21 15 and and CCONJ v979v121x8v 21 16 aided aid VERB v979v121x8v 21 17 in in ADP v979v121x8v 21 18 designing design VERB v979v121x8v 21 19 resilience resilience NOUN v979v121x8v 21 20 work work NOUN v979v121x8v 21 21 flow flow NOUN v979v121x8v 21 22 . . PUNCT v979v121x8v 22 1 created create VERB v979v121x8v 22 2 a a DET v979v121x8v 22 3 building building NOUN v979v121x8v 22 4 methodology methodology NOUN v979v121x8v 22 5 semantic semantic ADJ v979v121x8v 22 6 mapping mapping NOUN v979v121x8v 22 7 technique technique NOUN v979v121x8v 22 8 to to PART v979v121x8v 22 9 design design VERB v979v121x8v 22 10 complex complex ADJ v979v121x8v 22 11 decision decision NOUN v979v121x8v 22 12 support support NOUN v979v121x8v 22 13 systems system NOUN v979v121x8v 22 14 based base VERB v979v121x8v 22 15 on on ADP v979v121x8v 22 16 ontologies ontology NOUN v979v121x8v 22 17 and and CCONJ v979v121x8v 22 18 knowledge knowledge NOUN v979v121x8v 22 19 graphs graph NOUN v979v121x8v 22 20 for for ADP v979v121x8v 22 21 modern modern ADJ v979v121x8v 22 22 web web NOUN v979v121x8v 22 23 applications application NOUN v979v121x8v 22 24 using use VERB v979v121x8v 22 25 open open ADJ v979v121x8v 22 26 linked link VERB v979v121x8v 22 27 data datum NOUN v979v121x8v 22 28 principles principle NOUN v979v121x8v 22 29 and and CCONJ v979v121x8v 22 30 demonstrated demonstrate VERB v979v121x8v 22 31 this this PRON v979v121x8v 22 32 for for ADP v979v121x8v 22 33 the the DET v979v121x8v 22 34 built build VERB v979v121x8v 22 35 environment environment NOUN v979v121x8v 22 36 . . PUNCT v979v121x8v 23 1 used use VERB v979v121x8v 23 2 architectural architectural ADJ v979v121x8v 23 3 and and CCONJ v979v121x8v 23 4 civil civil ADJ v979v121x8v 23 5 engineering engineering NOUN v979v121x8v 23 6 model model NOUN v979v121x8v 23 7 vocabulary vocabulary NOUN v979v121x8v 23 8 development development NOUN v979v121x8v 23 9 or or CCONJ v979v121x8v 23 10 relational relational ADJ v979v121x8v 23 11 and and CCONJ v979v121x8v 23 12 descriptive descriptive ADJ v979v121x8v 23 13 spatial spatial ADJ v979v121x8v 23 14 analysis analysis NOUN v979v121x8v 23 15 strategies strategy NOUN v979v121x8v 23 16 to to PART v979v121x8v 23 17 provide provide VERB v979v121x8v 23 18 linked link VERB v979v121x8v 23 19 data data NOUN v979v121x8v 23 20 methodologies methodology NOUN v979v121x8v 23 21 for for ADP v979v121x8v 23 22 remote remote ADJ v979v121x8v 23 23 model model NOUN v979v121x8v 23 24 usage usage NOUN v979v121x8v 23 25 specifically specifically ADV v979v121x8v 23 26 in in ADP v979v121x8v 23 27 the the DET v979v121x8v 23 28 building building NOUN v979v121x8v 23 29 industries industry NOUN v979v121x8v 23 30 , , PUNCT v979v121x8v 23 31 environmental environmental ADJ v979v121x8v 23 32 , , PUNCT v979v121x8v 23 33 and and CCONJ v979v121x8v 23 34 resilience resilience NOUN v979v121x8v 23 35 domains domain NOUN v979v121x8v 23 36 . . PUNCT v979v121x8v 24 1 demonstrated demonstrate VERB v979v121x8v 24 2 how how SCONJ v979v121x8v 24 3 several several ADJ v979v121x8v 24 4 crucial crucial ADJ v979v121x8v 24 5 elements element NOUN v979v121x8v 24 6 of of ADP v979v121x8v 24 7 a a DET v979v121x8v 24 8 distributed distribute VERB v979v121x8v 24 9 platform platform NOUN v979v121x8v 24 10 would would AUX v979v121x8v 24 11 function function VERB v979v121x8v 24 12 to to PART v979v121x8v 24 13 support support VERB v979v121x8v 24 14 more more ADV v979v121x8v 24 15 well well ADV v979v121x8v 24 16 - - PUNCT v979v121x8v 24 17 informed inform VERB v979v121x8v 24 18 analysis analysis NOUN v979v121x8v 24 19 of of ADP v979v121x8v 24 20 decisions decision NOUN v979v121x8v 24 21 made make VERB v979v121x8v 24 22 for for ADP v979v121x8v 24 23 the the DET v979v121x8v 24 24 built build VERB v979v121x8v 24 25 environment environment NOUN v979v121x8v 24 26 , , PUNCT v979v121x8v 24 27 risk risk NOUN v979v121x8v 24 28 analysis analysis NOUN v979v121x8v 24 29 , , PUNCT v979v121x8v 24 30 or or CCONJ v979v121x8v 24 31 disaster disaster NOUN v979v121x8v 24 32 response response NOUN v979v121x8v 24 33 and and CCONJ v979v121x8v 24 34 performed perform VERB v979v121x8v 24 35 large large ADJ v979v121x8v 24 36 amounts amount NOUN v979v121x8v 24 37 of of ADP v979v121x8v 24 38 data datum NOUN v979v121x8v 24 39 engineering engineering NOUN v979v121x8v 24 40 for for ADP v979v121x8v 24 41 these these DET v979v121x8v 24 42 domains domain NOUN v979v121x8v 24 43 . . PUNCT v979v121x8v 25 1 semantic semantic ADJ v979v121x8v 25 2 mappings mapping NOUN v979v121x8v 25 3 between between ADP v979v121x8v 25 4 building build VERB v979v121x8v 25 5 information information NOUN v979v121x8v 25 6 modeling modeling NOUN v979v121x8v 25 7 , , PUNCT v979v121x8v 25 8 energy energy NOUN v979v121x8v 25 9 , , PUNCT v979v121x8v 25 10 and and CCONJ v979v121x8v 25 11 life life NOUN v979v121x8v 25 12 cycle cycle NOUN v979v121x8v 25 13 analysis analysis NOUN v979v121x8v 25 14 data datum NOUN v979v121x8v 25 15 is be AUX v979v121x8v 25 16 a a DET v979v121x8v 25 17 complex complex ADJ v979v121x8v 25 18 and and CCONJ v979v121x8v 25 19 involved involved ADJ v979v121x8v 25 20 process process NOUN v979v121x8v 25 21 . . PUNCT v979v121x8v 26 1 however however ADV v979v121x8v 26 2 , , PUNCT v979v121x8v 26 3 the the DET v979v121x8v 26 4 benefits benefit NOUN v979v121x8v 26 5 of of ADP v979v121x8v 26 6 aligning align VERB v979v121x8v 26 7 and and CCONJ v979v121x8v 26 8 using use VERB v979v121x8v 26 9 these these DET v979v121x8v 26 10 various various ADJ v979v121x8v 26 11 resources resource NOUN v979v121x8v 26 12 is be AUX v979v121x8v 26 13 completely completely ADV v979v121x8v 26 14 worth worth ADJ v979v121x8v 26 15 the the DET v979v121x8v 26 16 effort effort NOUN v979v121x8v 26 17 when when SCONJ v979v121x8v 26 18 considering consider VERB v979v121x8v 26 19 the the DET v979v121x8v 26 20 positive positive ADJ v979v121x8v 26 21 impacts impact NOUN v979v121x8v 26 22 these these DET v979v121x8v 26 23 methods method NOUN v979v121x8v 26 24 could could AUX v979v121x8v 26 25 have have VERB v979v121x8v 26 26 for for ADP v979v121x8v 26 27 cities city NOUN v979v121x8v 26 28 and and CCONJ v979v121x8v 26 29 the the DET v979v121x8v 26 30 environment environment NOUN v979v121x8v 26 31 . . PUNCT v979v121x8v 27 1 automatically automatically ADV v979v121x8v 27 2 translatable translatable ADJ v979v121x8v 27 3 data datum NOUN v979v121x8v 27 4 means mean VERB v979v121x8v 27 5 that that SCONJ v979v121x8v 27 6 tools tool NOUN v979v121x8v 27 7 and and CCONJ v979v121x8v 27 8 applications application NOUN v979v121x8v 27 9 gain gain VERB v979v121x8v 27 10 access access NOUN v979v121x8v 27 11 to to ADP v979v121x8v 27 12 even even ADV v979v121x8v 27 13 more more ADJ v979v121x8v 27 14 knowledge knowledge NOUN v979v121x8v 27 15 to to PART v979v121x8v 27 16 use use VERB v979v121x8v 27 17 in in ADP v979v121x8v 27 18 simulations simulation NOUN v979v121x8v 27 19 and and CCONJ v979v121x8v 27 20 also also ADV v979v121x8v 27 21 previously previously ADV v979v121x8v 27 22 impossible impossible ADJ v979v121x8v 27 23 compatibility compatibility NOUN v979v121x8v 27 24 with with ADP v979v121x8v 27 25 information information NOUN v979v121x8v 27 26 such such ADJ v979v121x8v 27 27 as as ADP v979v121x8v 27 28 geography geography NOUN v979v121x8v 27 29 data datum NOUN v979v121x8v 27 30 schemas schemas NOUN v979v121x8v 27 31 or or CCONJ v979v121x8v 27 32 other other ADJ v979v121x8v 27 33 neighborhood neighborhood NOUN v979v121x8v 27 34 descriptors descriptor NOUN v979v121x8v 27 35 . . PUNCT v979v121x8v 28 1 furthermore furthermore ADV v979v121x8v 28 2 , , PUNCT v979v121x8v 28 3 the the DET v979v121x8v 28 4 numerous numerous ADJ v979v121x8v 28 5 types type NOUN v979v121x8v 28 6 of of ADP v979v121x8v 28 7 data datum NOUN v979v121x8v 28 8 relevant relevant ADJ v979v121x8v 28 9 for for ADP v979v121x8v 28 10 modern modern ADJ v979v121x8v 28 11 questions question NOUN v979v121x8v 28 12 are be AUX v979v121x8v 28 13 both both PRON v979v121x8v 28 14 too too ADV v979v121x8v 28 15 large large ADJ v979v121x8v 28 16 in in ADP v979v121x8v 28 17 size size NOUN v979v121x8v 28 18 and and CCONJ v979v121x8v 28 19 too too ADV v979v121x8v 28 20 complex complex ADJ v979v121x8v 28 21 in in ADP v979v121x8v 28 22 nature nature NOUN v979v121x8v 28 23 to to PART v979v121x8v 28 24 be be AUX v979v121x8v 28 25 centrally centrally ADV v979v121x8v 28 26 located locate VERB v979v121x8v 28 27 ; ; PUNCT v979v121x8v 28 28 this this PRON v979v121x8v 28 29 means mean VERB v979v121x8v 28 30 that that SCONJ v979v121x8v 28 31 cloud cloud NOUN v979v121x8v 28 32 - - PUNCT v979v121x8v 28 33 based base VERB v979v121x8v 28 34 solutions solution NOUN v979v121x8v 28 35 are be AUX v979v121x8v 28 36 key key ADJ v979v121x8v 28 37 for for ADP v979v121x8v 28 38 accessing access VERB v979v121x8v 28 39 and and CCONJ v979v121x8v 28 40 using use VERB v979v121x8v 28 41 the the DET v979v121x8v 28 42 ` ` PUNCT v979v121x8v 28 43 ` ` PUNCT v979v121x8v 28 44 big big ADJ v979v121x8v 28 45 data datum NOUN v979v121x8v 28 46 '' '' PUNCT v979v121x8v 28 47 required require VERB v979v121x8v 28 48 for for ADP v979v121x8v 28 49 increasing increase VERB v979v121x8v 28 50 the the DET v979v121x8v 28 51 accuracy accuracy NOUN v979v121x8v 28 52 and and CCONJ v979v121x8v 28 53 reliability reliability NOUN v979v121x8v 28 54 of of ADP v979v121x8v 28 55 choices choice NOUN v979v121x8v 28 56 resulting result VERB v979v121x8v 28 57 from from ADP v979v121x8v 28 58 computational computational ADJ v979v121x8v 28 59 simulation simulation NOUN v979v121x8v 28 60 output output NOUN v979v121x8v 28 61 . . PUNCT v979v121x8v 29 1 as as ADP v979v121x8v 29 2 a a DET v979v121x8v 29 3 result result NOUN v979v121x8v 29 4 of of ADP v979v121x8v 29 5 this this DET v979v121x8v 29 6 research research NOUN v979v121x8v 29 7 , , PUNCT v979v121x8v 29 8 semantic semantic ADJ v979v121x8v 29 9 graphs graph NOUN v979v121x8v 29 10 and and CCONJ v979v121x8v 29 11 ontology ontology NOUN v979v121x8v 29 12 data datum NOUN v979v121x8v 29 13 patterns pattern NOUN v979v121x8v 29 14 utilized utilize VERB v979v121x8v 29 15 in in ADP v979v121x8v 29 16 platform platform NOUN v979v121x8v 29 17 architectures architecture NOUN v979v121x8v 29 18 are be AUX v979v121x8v 29 19 able able ADJ v979v121x8v 29 20 to to PART v979v121x8v 29 21 resolve resolve VERB v979v121x8v 29 22 various various ADJ v979v121x8v 29 23 levels level NOUN v979v121x8v 29 24 of of ADP v979v121x8v 29 25 data data NOUN v979v121x8v 29 26 translations translation NOUN v979v121x8v 29 27 necessary necessary ADJ v979v121x8v 29 28 for for ADP v979v121x8v 29 29 fully fully ADV v979v121x8v 29 30 - - PUNCT v979v121x8v 29 31 informed inform VERB v979v121x8v 29 32 data data NOUN v979v121x8v 29 33 - - PUNCT v979v121x8v 29 34 driven drive VERB v979v121x8v 29 35 decisions decision NOUN v979v121x8v 29 36 and and CCONJ v979v121x8v 29 37 knowledge knowledge NOUN v979v121x8v 29 38 interconnectivity interconnectivity NOUN v979v121x8v 29 39 . . PUNCT