id sid tid token lemma pos z316pz54657 1 1 advances advance NOUN z316pz54657 1 2 in in ADP z316pz54657 1 3 structural structural ADJ z316pz54657 1 4 modeling modeling NOUN z316pz54657 1 5 , , PUNCT z316pz54657 1 6 combined combine VERB z316pz54657 1 7 with with ADP z316pz54657 1 8 the the DET z316pz54657 1 9 growth growth NOUN z316pz54657 1 10 in in ADP z316pz54657 1 11 computational computational ADJ z316pz54657 1 12 processing processing NOUN z316pz54657 1 13 power power NOUN z316pz54657 1 14 , , PUNCT z316pz54657 1 15 have have AUX z316pz54657 1 16 motivated motivate VERB z316pz54657 1 17 the the DET z316pz54657 1 18 use use NOUN z316pz54657 1 19 of of ADP z316pz54657 1 20 more more ADV z316pz54657 1 21 accurate accurate ADJ z316pz54657 2 1 but but CCONJ z316pz54657 2 2 , , PUNCT z316pz54657 2 3 at at ADP z316pz54657 2 4 the the DET z316pz54657 2 5 same same ADJ z316pz54657 2 6 time time NOUN z316pz54657 2 7 , , PUNCT z316pz54657 2 8 more more ADV z316pz54657 2 9 computationally computationally ADV z316pz54657 2 10 intensive intensive ADJ z316pz54657 2 11 finite finite NOUN z316pz54657 2 12 element element NOUN z316pz54657 2 13 models model NOUN z316pz54657 2 14 ( ( PUNCT z316pz54657 2 15 fems fem NOUN z316pz54657 2 16 ) ) PUNCT z316pz54657 2 17 for for ADP z316pz54657 2 18 seismic seismic ADJ z316pz54657 2 19 performance performance NOUN z316pz54657 2 20 assessment assessment NOUN z316pz54657 2 21 . . PUNCT z316pz54657 3 1 though though ADV z316pz54657 3 2 , , PUNCT z316pz54657 3 3 these these DET z316pz54657 3 4 models model NOUN z316pz54657 3 5 can can AUX z316pz54657 3 6 accurately accurately ADV z316pz54657 3 7 describe describe VERB z316pz54657 3 8 hysteretic hysteretic ADJ z316pz54657 3 9 structural structural ADJ z316pz54657 3 10 behavior behavior NOUN z316pz54657 3 11 even even ADV z316pz54657 3 12 for for ADP z316pz54657 3 13 strong strong ADJ z316pz54657 3 14 levels level NOUN z316pz54657 3 15 of of ADP z316pz54657 3 16 earthquake earthquake NOUN z316pz54657 3 17 shaking shake VERB z316pz54657 3 18 , , PUNCT z316pz54657 3 19 their their PRON z316pz54657 3 20 use use NOUN z316pz54657 3 21 for for ADP z316pz54657 3 22 seismic seismic ADJ z316pz54657 3 23 risk risk NOUN z316pz54657 3 24 assessment assessment NOUN z316pz54657 3 25 imposes impose NOUN z316pz54657 3 26 , , PUNCT z316pz54657 3 27 still still ADV z316pz54657 3 28 , , PUNCT z316pz54657 3 29 a a DET z316pz54657 3 30 substantial substantial ADJ z316pz54657 3 31 challenge challenge NOUN z316pz54657 3 32 , , PUNCT z316pz54657 3 33 since since SCONJ z316pz54657 3 34 uncertainty uncertainty NOUN z316pz54657 3 35 propagation propagation NOUN z316pz54657 3 36 in in ADP z316pz54657 3 37 this this DET z316pz54657 3 38 setting setting NOUN z316pz54657 3 39 , , PUNCT z316pz54657 3 40 typically typically ADV z316pz54657 3 41 performed perform VERB z316pz54657 3 42 using use VERB z316pz54657 3 43 monte monte PROPN z316pz54657 3 44 carlo carlo PROPN z316pz54657 3 45 ( ( PUNCT z316pz54657 3 46 mc mc PROPN z316pz54657 3 47 ) ) PUNCT z316pz54657 3 48 approaches approach NOUN z316pz54657 3 49 , , PUNCT z316pz54657 3 50 entails entail VERB z316pz54657 3 51 a a DET z316pz54657 3 52 large large ADJ z316pz54657 3 53 number number NOUN z316pz54657 3 54 of of ADP z316pz54657 3 55 nonlinear nonlinear ADJ z316pz54657 3 56 response response NOUN z316pz54657 3 57 history history NOUN z316pz54657 3 58 analyses analysis NOUN z316pz54657 3 59 ( ( PUNCT z316pz54657 3 60 nlrhas nlrhas PROPN z316pz54657 3 61 ) ) PUNCT z316pz54657 3 62 . . PUNCT z316pz54657 4 1 to to PART z316pz54657 4 2 alleviate alleviate VERB z316pz54657 4 3 this this DET z316pz54657 4 4 challenge challenge NOUN z316pz54657 4 5 , , PUNCT z316pz54657 4 6 this this DET z316pz54657 4 7 dissertation dissertation NOUN z316pz54657 4 8 develops develop VERB z316pz54657 4 9 methodologies methodology NOUN z316pz54657 4 10 that that PRON z316pz54657 4 11 can can AUX z316pz54657 4 12 leverage leverage VERB z316pz54657 4 13 lower low ADJ z316pz54657 4 14 fidelity fidelity NOUN z316pz54657 4 15 models model NOUN z316pz54657 4 16 to to PART z316pz54657 4 17 accommodate accommodate VERB z316pz54657 4 18 higher high ADJ z316pz54657 4 19 computational computational ADJ z316pz54657 4 20 efficiency efficiency NOUN z316pz54657 4 21 while while SCONJ z316pz54657 4 22 still still ADV z316pz54657 4 23 maintaining maintain VERB z316pz54657 4 24 the the DET z316pz54657 4 25 accuracy accuracy NOUN z316pz54657 4 26 of of ADP z316pz54657 4 27 an an DET z316pz54657 4 28 original original ADJ z316pz54657 4 29 high high ADJ z316pz54657 4 30 - - PUNCT z316pz54657 4 31 fidelity fidelity NOUN z316pz54657 4 32 fem fem PROPN z316pz54657 4 33 for for ADP z316pz54657 4 34 a a DET z316pz54657 4 35 structure structure NOUN z316pz54657 4 36 . . PUNCT z316pz54657 5 1 the the DET z316pz54657 5 2 foundation foundation NOUN z316pz54657 5 3 of of ADP z316pz54657 5 4 all all DET z316pz54657 5 5 developments development NOUN z316pz54657 5 6 considered consider VERB z316pz54657 5 7 is be AUX z316pz54657 5 8 a a DET z316pz54657 5 9 new new ADJ z316pz54657 5 10 reduced reduce VERB z316pz54657 5 11 order order NOUN z316pz54657 5 12 model model NOUN z316pz54657 5 13 ( ( PUNCT z316pz54657 5 14 rom rom NOUN z316pz54657 5 15 ) ) PUNCT z316pz54657 5 16 framework framework NOUN z316pz54657 5 17 for for ADP z316pz54657 5 18 hysteretic hysteretic ADJ z316pz54657 5 19 moment moment NOUN z316pz54657 5 20 - - PUNCT z316pz54657 5 21 resisting resist VERB z316pz54657 5 22 frame frame NOUN z316pz54657 5 23 structures structure NOUN z316pz54657 5 24 . . PUNCT z316pz54657 6 1 the the DET z316pz54657 6 2 rom rom NOUN z316pz54657 6 3 is be AUX z316pz54657 6 4 calibrated calibrate VERB z316pz54657 6 5 by by ADP z316pz54657 6 6 explicitly explicitly ADV z316pz54657 6 7 comparing compare VERB z316pz54657 6 8 its its PRON z316pz54657 6 9 nonlinear nonlinear ADJ z316pz54657 6 10 time time NOUN z316pz54657 6 11 - - PUNCT z316pz54657 6 12 history history NOUN z316pz54657 6 13 response response NOUN z316pz54657 6 14 to to ADP z316pz54657 6 15 the the DET z316pz54657 6 16 nonlinear nonlinear ADJ z316pz54657 6 17 fem fem ADJ z316pz54657 6 18 response response NOUN z316pz54657 6 19 , , PUNCT z316pz54657 6 20 under under ADP z316pz54657 6 21 different different ADJ z316pz54657 6 22 earthquake earthquake NOUN z316pz54657 6 23 excitations excitation NOUN z316pz54657 6 24 . . PUNCT z316pz54657 7 1 two two NUM z316pz54657 7 2 different different ADJ z316pz54657 7 3 calibration calibration NOUN z316pz54657 7 4 approaches approach NOUN z316pz54657 7 5 are be AUX z316pz54657 7 6 proposed propose VERB z316pz54657 7 7 : : PUNCT z316pz54657 7 8 i i X z316pz54657 7 9 ) ) PUNCT z316pz54657 7 10 a a DET z316pz54657 7 11 deterministic deterministic ADJ z316pz54657 7 12 , , PUNCT z316pz54657 7 13 nonlinear nonlinear ADJ z316pz54657 7 14 least least ADJ z316pz54657 7 15 - - PUNCT z316pz54657 7 16 squares square NOUN z316pz54657 7 17 optimization optimization NOUN z316pz54657 7 18 and and CCONJ z316pz54657 7 19 ii ii PROPN z316pz54657 7 20 ) ) PUNCT z316pz54657 7 21 a a DET z316pz54657 7 22 bayesian bayesian ADJ z316pz54657 7 23 model model NOUN z316pz54657 7 24 updating update VERB z316pz54657 7 25 implementation implementation NOUN z316pz54657 7 26 . . PUNCT z316pz54657 8 1 an an DET z316pz54657 8 2 extension extension NOUN z316pz54657 8 3 of of ADP z316pz54657 8 4 the the DET z316pz54657 8 5 rom rom NOUN z316pz54657 8 6 framework framework NOUN z316pz54657 8 7 to to PART z316pz54657 8 8 describe describe VERB z316pz54657 8 9 the the DET z316pz54657 8 10 behavior behavior NOUN z316pz54657 8 11 of of ADP z316pz54657 8 12 structures structure NOUN z316pz54657 8 13 with with ADP z316pz54657 8 14 seismic seismic ADJ z316pz54657 8 15 protective protective ADJ z316pz54657 8 16 devices device NOUN z316pz54657 8 17 ( ( PUNCT z316pz54657 8 18 spds spds PROPN z316pz54657 8 19 ) ) PUNCT z316pz54657 8 20 is be AUX z316pz54657 8 21 also also ADV z316pz54657 8 22 examined examine VERB z316pz54657 8 23 . . PUNCT z316pz54657 9 1 it it PRON z316pz54657 9 2 is be AUX z316pz54657 9 3 shown show VERB z316pz54657 9 4 that that SCONJ z316pz54657 9 5 the the DET z316pz54657 9 6 rom rom NOUN z316pz54657 9 7 calibration calibration NOUN z316pz54657 9 8 does do AUX z316pz54657 9 9 not not PART z316pz54657 9 10 need need VERB z316pz54657 9 11 to to PART z316pz54657 9 12 be be AUX z316pz54657 9 13 updated update VERB z316pz54657 9 14 to to PART z316pz54657 9 15 accurately accurately ADV z316pz54657 9 16 assess assess VERB z316pz54657 9 17 the the DET z316pz54657 9 18 effect effect NOUN z316pz54657 9 19 of of ADP z316pz54657 9 20 the the DET z316pz54657 9 21 spd spd NOUN z316pz54657 9 22 addition addition NOUN z316pz54657 9 23 . . PUNCT z316pz54657 10 1 while while SCONJ z316pz54657 10 2 the the DET z316pz54657 10 3 rom rom NOUN z316pz54657 10 4 can can AUX z316pz54657 10 5 offer offer VERB z316pz54657 10 6 a a DET z316pz54657 10 7 substantial substantial ADJ z316pz54657 10 8 speedup speedup NOUN z316pz54657 10 9 , , PUNCT z316pz54657 10 10 the the DET z316pz54657 10 11 corresponding corresponding ADJ z316pz54657 10 12 predictions prediction NOUN z316pz54657 10 13 might might AUX z316pz54657 10 14 be be AUX z316pz54657 10 15 biased bias VERB z316pz54657 10 16 when when SCONJ z316pz54657 10 17 compared compare VERB z316pz54657 10 18 against against ADP z316pz54657 10 19 the the DET z316pz54657 10 20 ones one NOUN z316pz54657 10 21 established establish VERB z316pz54657 10 22 using use VERB z316pz54657 10 23 the the DET z316pz54657 10 24 higher high ADJ z316pz54657 10 25 - - PUNCT z316pz54657 10 26 fidelity fidelity NOUN z316pz54657 10 27 fem fem PROPN z316pz54657 10 28 . . PUNCT z316pz54657 11 1 a a DET z316pz54657 11 2 multi multi ADJ z316pz54657 11 3 - - PROPN z316pz54657 11 4 fidelity fidelity PROPN z316pz54657 11 5 monte monte PROPN z316pz54657 11 6 carlo carlo PROPN z316pz54657 11 7 ( ( PUNCT z316pz54657 11 8 mfmc mfmc PROPN z316pz54657 11 9 ) ) PUNCT z316pz54657 11 10 framework framework NOUN z316pz54657 11 11 for for ADP z316pz54657 11 12 seismic seismic ADJ z316pz54657 11 13 risk risk NOUN z316pz54657 11 14 assessment assessment NOUN z316pz54657 11 15 is be AUX z316pz54657 11 16 also also ADV z316pz54657 11 17 proposed propose VERB z316pz54657 11 18 to to PART z316pz54657 11 19 guarantee guarantee VERB z316pz54657 11 20 unbiased unbiased ADJ z316pz54657 11 21 predictions prediction NOUN z316pz54657 11 22 . . PUNCT z316pz54657 12 1 this this DET z316pz54657 12 2 approach approach NOUN z316pz54657 12 3 utilizes utilize VERB z316pz54657 12 4 evaluations evaluation NOUN z316pz54657 12 5 from from ADP z316pz54657 12 6 both both CCONJ z316pz54657 12 7 the the DET z316pz54657 12 8 high high ADJ z316pz54657 12 9 - - PUNCT z316pz54657 12 10 fidelity fidelity NOUN z316pz54657 12 11 nonlinear nonlinear ADJ z316pz54657 12 12 fem fem PROPN z316pz54657 12 13 and and CCONJ z316pz54657 12 14 the the DET z316pz54657 12 15 rom rom NOUN z316pz54657 12 16 , , PUNCT z316pz54657 12 17 to to PART z316pz54657 12 18 established establish VERB z316pz54657 12 19 unbiased unbiased ADJ z316pz54657 12 20 risk risk NOUN z316pz54657 12 21 estimates estimate NOUN z316pz54657 12 22 , , PUNCT z316pz54657 12 23 and and CCONJ z316pz54657 12 24 balances balance VERB z316pz54657 12 25 the the DET z316pz54657 12 26 number number NOUN z316pz54657 12 27 of of ADP z316pz54657 12 28 evaluations evaluation NOUN z316pz54657 12 29 between between ADP z316pz54657 12 30 the the DET z316pz54657 12 31 two two NUM z316pz54657 12 32 models model NOUN z316pz54657 12 33 to to PART z316pz54657 12 34 accommodate accommodate VERB z316pz54657 12 35 the the DET z316pz54657 12 36 highest high ADJ z316pz54657 12 37 computational computational ADJ z316pz54657 12 38 efficiency efficiency NOUN z316pz54657 12 39 ( ( PUNCT z316pz54657 12 40 smallest small ADJ z316pz54657 12 41 mc mc PROPN z316pz54657 12 42 variability variability NOUN z316pz54657 12 43 ) ) PUNCT z316pz54657 12 44 within within ADP z316pz54657 12 45 the the DET z316pz54657 12 46 uncertainty uncertainty NOUN z316pz54657 12 47 propagation propagation NOUN z316pz54657 12 48 . . PUNCT z316pz54657 13 1 these these DET z316pz54657 13 2 methodological methodological ADJ z316pz54657 13 3 advancements advancement NOUN z316pz54657 13 4 supported support VERB z316pz54657 13 5 additional additional ADJ z316pz54657 13 6 advances advance NOUN z316pz54657 13 7 across across ADP z316pz54657 13 8 two two NUM z316pz54657 13 9 different different ADJ z316pz54657 13 10 earthquake earthquake NOUN z316pz54657 13 11 engineering engineering NOUN z316pz54657 13 12 practical practical ADJ z316pz54657 13 13 applications application NOUN z316pz54657 13 14 : : PUNCT z316pz54657 13 15 a a X z316pz54657 13 16 ) ) PUNCT z316pz54657 13 17 design design NOUN z316pz54657 13 18 of of ADP z316pz54657 13 19 seismic seismic ADJ z316pz54657 13 20 protective protective ADJ z316pz54657 13 21 devices device NOUN z316pz54657 13 22 ( ( PUNCT z316pz54657 13 23 spds spds PROPN z316pz54657 13 24 ) ) PUNCT z316pz54657 13 25 , , PUNCT z316pz54657 13 26 focusing focus VERB z316pz54657 13 27 on on ADP z316pz54657 13 28 the the DET z316pz54657 13 29 impact impact NOUN z316pz54657 13 30 of of ADP z316pz54657 13 31 the the DET z316pz54657 13 32 fidelity fidelity NOUN z316pz54657 13 33 of of ADP z316pz54657 13 34 the the DET z316pz54657 13 35 structural structural ADJ z316pz54657 13 36 response response NOUN z316pz54657 13 37 estimation estimation NOUN z316pz54657 13 38 on on ADP z316pz54657 13 39 the the DET z316pz54657 13 40 device device NOUN z316pz54657 13 41 effectiveness effectiveness NOUN z316pz54657 13 42 ; ; PUNCT z316pz54657 13 43 b b X z316pz54657 13 44 ) ) PUNCT z316pz54657 13 45 accuracy accuracy NOUN z316pz54657 13 46 of of ADP z316pz54657 13 47 seismic seismic ADJ z316pz54657 13 48 performance performance NOUN z316pz54657 13 49 assessment assessment NOUN z316pz54657 13 50 within within ADP z316pz54657 13 51 a a DET z316pz54657 13 52 performance performance NOUN z316pz54657 13 53 - - PUNCT z316pz54657 13 54 based base VERB z316pz54657 13 55 earthquake earthquake NOUN z316pz54657 13 56 engineering engineering NOUN z316pz54657 13 57 ( ( PUNCT z316pz54657 13 58 pbee pbee NOUN z316pz54657 13 59 ) ) PUNCT z316pz54657 13 60 setting set VERB z316pz54657 13 61 , , PUNCT z316pz54657 13 62 examining examine VERB z316pz54657 13 63 the the DET z316pz54657 13 64 potential potential ADJ z316pz54657 13 65 vulnerabilities vulnerability NOUN z316pz54657 13 66 of of ADP z316pz54657 13 67 alternative alternative ADJ z316pz54657 13 68 approaches approach NOUN z316pz54657 13 69 to to PART z316pz54657 13 70 achieve achieve VERB z316pz54657 13 71 computational computational ADJ z316pz54657 13 72 efficiency efficiency NOUN z316pz54657 13 73 by by ADP z316pz54657 13 74 approximating approximate VERB z316pz54657 13 75 either either CCONJ z316pz54657 13 76 the the DET z316pz54657 13 77 uncertainty uncertainty NOUN z316pz54657 13 78 propagation propagation NOUN z316pz54657 13 79 or or CCONJ z316pz54657 13 80 the the DET z316pz54657 13 81 fidelity fidelity NOUN z316pz54657 13 82 of of ADP z316pz54657 13 83 the the DET z316pz54657 13 84 structural structural ADJ z316pz54657 13 85 response response NOUN z316pz54657 13 86 estimation estimation NOUN