id sid tid token lemma pos fj236111q55 1 1 characterization characterization NOUN fj236111q55 1 2 of of ADP fj236111q55 1 3 the the DET fj236111q55 1 4 seismic seismic ADJ fj236111q55 1 5 hazard hazard NOUN fj236111q55 1 6 comprises comprise VERB fj236111q55 1 7 undoubtedly undoubtedly ADV fj236111q55 1 8 the the DET fj236111q55 1 9 most most ADV fj236111q55 1 10 critical critical ADJ fj236111q55 1 11 component component NOUN fj236111q55 1 12 in in ADP fj236111q55 1 13 probabilistic probabilistic ADJ fj236111q55 1 14 seismic seismic ADJ fj236111q55 1 15 risk risk NOUN fj236111q55 1 16 assessment assessment NOUN fj236111q55 1 17 , , PUNCT fj236111q55 1 18 and and CCONJ fj236111q55 1 19 definitely definitely ADV fj236111q55 1 20 the the DET fj236111q55 1 21 one one NOUN fj236111q55 1 22 associated associate VERB fj236111q55 1 23 with with ADP fj236111q55 1 24 the the DET fj236111q55 1 25 largest large ADJ fj236111q55 1 26 amount amount NOUN fj236111q55 1 27 of of ADP fj236111q55 1 28 uncertainty uncertainty NOUN fj236111q55 1 29 . . PUNCT fj236111q55 2 1 for for ADP fj236111q55 2 2 applications application NOUN fj236111q55 2 3 involving involve VERB fj236111q55 2 4 dynamic dynamic ADJ fj236111q55 2 5 analysis analysis NOUN fj236111q55 2 6 this this DET fj236111q55 2 7 hazard hazard NOUN fj236111q55 2 8 may may AUX fj236111q55 2 9 be be AUX fj236111q55 2 10 characterized characterize VERB fj236111q55 2 11 through through ADP fj236111q55 2 12 stochastic stochastic ADJ fj236111q55 2 13 ground ground NOUN fj236111q55 2 14 motion motion NOUN fj236111q55 2 15 models model NOUN fj236111q55 2 16 . . PUNCT fj236111q55 3 1 these these DET fj236111q55 3 2 models model NOUN fj236111q55 3 3 facilitate facilitate VERB fj236111q55 3 4 a a DET fj236111q55 3 5 versatile versatile ADJ fj236111q55 3 6 description description NOUN fj236111q55 3 7 of of ADP fj236111q55 3 8 earthquake earthquake NOUN fj236111q55 3 9 acceleration acceleration NOUN fj236111q55 3 10 time time NOUN fj236111q55 3 11 - - PUNCT fj236111q55 3 12 histories history NOUN fj236111q55 3 13 by by ADP fj236111q55 3 14 modulating modulate VERB fj236111q55 3 15 a a DET fj236111q55 3 16 stochastic stochastic ADJ fj236111q55 3 17 sequence sequence NOUN fj236111q55 3 18 through through ADP fj236111q55 3 19 functions function NOUN fj236111q55 3 20 that that PRON fj236111q55 3 21 address address VERB fj236111q55 3 22 spectral spectral ADJ fj236111q55 3 23 and and CCONJ fj236111q55 3 24 temporal temporal ADJ fj236111q55 3 25 properties property NOUN fj236111q55 3 26 of of ADP fj236111q55 3 27 the the DET fj236111q55 3 28 excitation excitation NOUN fj236111q55 3 29 . . PUNCT fj236111q55 4 1 this this PRON fj236111q55 4 2 is be AUX fj236111q55 4 3 established establish VERB fj236111q55 4 4 by by ADP fj236111q55 4 5 relating relate VERB fj236111q55 4 6 the the DET fj236111q55 4 7 parameters parameter NOUN fj236111q55 4 8 of of ADP fj236111q55 4 9 these these DET fj236111q55 4 10 functions function NOUN fj236111q55 4 11 to to ADP fj236111q55 4 12 earthquake earthquake NOUN fj236111q55 4 13 and and CCONJ fj236111q55 4 14 site site NOUN fj236111q55 4 15 characteristics characteristic NOUN fj236111q55 4 16 though though SCONJ fj236111q55 4 17 appropriate appropriate ADJ fj236111q55 4 18 predictive predictive ADJ fj236111q55 4 19 relationships relationship NOUN fj236111q55 4 20 . . PUNCT fj236111q55 5 1 there there PRON fj236111q55 5 2 have have AUX fj236111q55 5 3 been be AUX fj236111q55 5 4 limited limit VERB fj236111q55 5 5 investigations investigation NOUN fj236111q55 5 6 , , PUNCT fj236111q55 5 7 though though ADV fj236111q55 5 8 , , PUNCT fj236111q55 5 9 that that PRON fj236111q55 5 10 examine examine VERB fj236111q55 5 11 the the DET fj236111q55 5 12 impact impact NOUN fj236111q55 5 13 of of ADP fj236111q55 5 14 the the DET fj236111q55 5 15 uncertainty uncertainty NOUN fj236111q55 5 16 in in ADP fj236111q55 5 17 these these DET fj236111q55 5 18 predictive predictive ADJ fj236111q55 5 19 relationships relationship NOUN fj236111q55 5 20 on on ADP fj236111q55 5 21 the the DET fj236111q55 5 22 seismic seismic ADJ fj236111q55 5 23 risk risk NOUN fj236111q55 5 24 or or CCONJ fj236111q55 5 25 that that PRON fj236111q55 5 26 compare compare VERB fj236111q55 5 27 in in ADP fj236111q55 5 28 detail detail NOUN fj236111q55 5 29 the the DET fj236111q55 5 30 seismic seismic ADJ fj236111q55 5 31 risk risk NOUN fj236111q55 5 32 provided provide VERB fj236111q55 5 33 through through ADP fj236111q55 5 34 such such ADJ fj236111q55 5 35 stochastic stochastic ADJ fj236111q55 5 36 ground ground NOUN fj236111q55 5 37 motion motion NOUN fj236111q55 5 38 models model NOUN fj236111q55 5 39 to to ADP fj236111q55 5 40 other other ADJ fj236111q55 5 41 established establish VERB fj236111q55 5 42 approaches approach NOUN fj236111q55 5 43 for for ADP fj236111q55 5 44 describing describe VERB fj236111q55 5 45 seismic seismic ADJ fj236111q55 5 46 hazard hazard NOUN fj236111q55 5 47 ( ( PUNCT fj236111q55 5 48 such such ADJ fj236111q55 5 49 as as ADP fj236111q55 5 50 scaling scaling NOUN fj236111q55 5 51 of of ADP fj236111q55 5 52 ground ground NOUN fj236111q55 5 53 motions motion NOUN fj236111q55 5 54 ) ) PUNCT fj236111q55 5 55 . . PUNCT fj236111q55 6 1 motivated motivate VERB fj236111q55 6 2 by by ADP fj236111q55 6 3 this this DET fj236111q55 6 4 realization realization NOUN fj236111q55 6 5 , , PUNCT fj236111q55 6 6 the the DET fj236111q55 6 7 current current ADJ fj236111q55 6 8 research research NOUN fj236111q55 6 9 seeks seek VERB fj236111q55 6 10 to to PART fj236111q55 6 11 advance advance VERB fj236111q55 6 12 probabilistic probabilistic ADJ fj236111q55 6 13 seismic seismic ADJ fj236111q55 6 14 risk risk NOUN fj236111q55 6 15 assessment assessment NOUN fj236111q55 6 16 by by ADP fj236111q55 6 17 a a PRON fj236111q55 6 18 ) ) PUNCT fj236111q55 6 19 providing provide VERB fj236111q55 6 20 a a DET fj236111q55 6 21 better well ADJ fj236111q55 6 22 understanding understanding NOUN fj236111q55 6 23 of of ADP fj236111q55 6 24 how how SCONJ fj236111q55 6 25 stochastic stochastic ADJ fj236111q55 6 26 ground ground NOUN fj236111q55 6 27 motion motion NOUN fj236111q55 6 28 models model NOUN fj236111q55 6 29 impact impact VERB fj236111q55 6 30 seismic seismic ADJ fj236111q55 6 31 risk risk NOUN fj236111q55 6 32 , , PUNCT fj236111q55 6 33 especially especially ADV fj236111q55 6 34 in in ADP fj236111q55 6 35 terms term NOUN fj236111q55 6 36 of of ADP fj236111q55 6 37 the the DET fj236111q55 6 38 uncertainty uncertainty NOUN fj236111q55 6 39 included include VERB fj236111q55 6 40 in in ADP fj236111q55 6 41 their their PRON fj236111q55 6 42 predictive predictive ADJ fj236111q55 6 43 relationships relationship NOUN fj236111q55 6 44 , , PUNCT fj236111q55 6 45 b b NOUN fj236111q55 6 46 ) ) PUNCT fj236111q55 6 47 developing develop VERB fj236111q55 6 48 an an DET fj236111q55 6 49 efficient efficient ADJ fj236111q55 6 50 framework framework NOUN fj236111q55 6 51 for for ADP fj236111q55 6 52 a a DET fj236111q55 6 53 hazard hazard NOUN fj236111q55 6 54 compatible compatible ADJ fj236111q55 6 55 tuning tuning NOUN fj236111q55 6 56 of of ADP fj236111q55 6 57 record record NOUN fj236111q55 6 58 - - PUNCT fj236111q55 6 59 based base VERB fj236111q55 6 60 models model NOUN fj236111q55 6 61 and and CCONJ fj236111q55 6 62 c c X fj236111q55 6 63 ) ) PUNCT fj236111q55 6 64 investigating investigate VERB fj236111q55 6 65 how how SCONJ fj236111q55 6 66 these these DET fj236111q55 6 67 models model NOUN fj236111q55 6 68 can can AUX fj236111q55 6 69 support support VERB fj236111q55 6 70 probabilistic probabilistic ADJ fj236111q55 6 71 seismic seismic ADJ fj236111q55 6 72 risk risk NOUN fj236111q55 6 73 assessment assessment NOUN fj236111q55 6 74 within within ADP fj236111q55 6 75 the the DET fj236111q55 6 76 context context NOUN fj236111q55 6 77 of of ADP fj236111q55 6 78 performance performance NOUN fj236111q55 6 79 based base VERB fj236111q55 6 80 earthquake earthquake NOUN fj236111q55 6 81 engineering engineering NOUN fj236111q55 6 82 . . PUNCT fj236111q55 7 1 a a DET fj236111q55 7 2 framework framework NOUN fj236111q55 7 3 for for ADP fj236111q55 7 4 comparison comparison NOUN fj236111q55 7 5 of of ADP fj236111q55 7 6 existing exist VERB fj236111q55 7 7 ground ground NOUN fj236111q55 7 8 motion motion NOUN fj236111q55 7 9 models model NOUN fj236111q55 7 10 is be AUX fj236111q55 7 11 first first ADV fj236111q55 7 12 developed develop VERB fj236111q55 7 13 . . PUNCT fj236111q55 8 1 this this PRON fj236111q55 8 2 is be AUX fj236111q55 8 3 established establish VERB fj236111q55 8 4 through through ADP fj236111q55 8 5 a a DET fj236111q55 8 6 parametric parametric NOUN fj236111q55 8 7 investigation investigation NOUN fj236111q55 8 8 , , PUNCT fj236111q55 8 9 examining examine VERB fj236111q55 8 10 seismic seismic ADJ fj236111q55 8 11 risk risk NOUN fj236111q55 8 12 for for ADP fj236111q55 8 13 different different ADJ fj236111q55 8 14 seismicity seismicity NOUN fj236111q55 8 15 characteristics characteristic NOUN fj236111q55 8 16 ( ( PUNCT fj236111q55 8 17 such such ADJ fj236111q55 8 18 as as ADP fj236111q55 8 19 moment moment NOUN fj236111q55 8 20 magnitude magnitude NOUN fj236111q55 8 21 and and CCONJ fj236111q55 8 22 rupture rupture NOUN fj236111q55 8 23 distance distance NOUN fj236111q55 8 24 of of ADP fj236111q55 8 25 seismic seismic ADJ fj236111q55 8 26 events event NOUN fj236111q55 8 27 ) ) PUNCT fj236111q55 8 28 , , PUNCT fj236111q55 8 29 but but CCONJ fj236111q55 8 30 also also ADV fj236111q55 8 31 through through ADP fj236111q55 8 32 developing develop VERB fj236111q55 8 33 a a DET fj236111q55 8 34 global global ADJ fj236111q55 8 35 sensitivity sensitivity NOUN fj236111q55 8 36 analysis analysis NOUN fj236111q55 8 37 approach approach NOUN fj236111q55 8 38 , , PUNCT fj236111q55 8 39 aiming aim VERB fj236111q55 8 40 at at ADP fj236111q55 8 41 identifying identify VERB fj236111q55 8 42 the the DET fj236111q55 8 43 importance importance NOUN fj236111q55 8 44 of of ADP fj236111q55 8 45 different different ADJ fj236111q55 8 46 risk risk NOUN fj236111q55 8 47 factors factor NOUN fj236111q55 8 48 towards towards ADP fj236111q55 8 49 the the DET fj236111q55 8 50 overall overall ADJ fj236111q55 8 51 seismic seismic ADJ fj236111q55 8 52 risk risk NOUN fj236111q55 8 53 . . PUNCT fj236111q55 9 1 extensive extensive ADJ fj236111q55 9 2 comparisons comparison NOUN fj236111q55 9 3 are be AUX fj236111q55 9 4 made make VERB fj236111q55 9 5 between between ADP fj236111q55 9 6 two two NUM fj236111q55 9 7 alternative alternative ADJ fj236111q55 9 8 ground ground NOUN fj236111q55 9 9 motion motion NOUN fj236111q55 9 10 models model NOUN fj236111q55 9 11 utilizing utilize VERB fj236111q55 9 12 this this DET fj236111q55 9 13 framework framework NOUN fj236111q55 9 14 and and CCONJ fj236111q55 9 15 critical critical ADJ fj236111q55 9 16 insight insight NOUN fj236111q55 9 17 is be AUX fj236111q55 9 18 provided provide VERB fj236111q55 9 19 for for ADP fj236111q55 9 20 their their PRON fj236111q55 9 21 relative relative ADJ fj236111q55 9 22 benefits benefit NOUN fj236111q55 9 23 / / SYM fj236111q55 9 24 drawbacks drawback NOUN fj236111q55 9 25 in in ADP fj236111q55 9 26 characterizing characterize VERB fj236111q55 9 27 seismic seismic ADJ fj236111q55 9 28 hazard hazard NOUN fj236111q55 9 29 . . PUNCT fj236111q55 10 1 these these DET fj236111q55 10 2 models model NOUN fj236111q55 10 3 are be AUX fj236111q55 10 4 also also ADV fj236111q55 10 5 compared compare VERB fj236111q55 10 6 against against ADP fj236111q55 10 7 ground ground NOUN fj236111q55 10 8 motion motion NOUN fj236111q55 10 9 prediction prediction NOUN fj236111q55 10 10 equations equation NOUN fj236111q55 10 11 ( ( PUNCT fj236111q55 10 12 gmpes gmpe NOUN fj236111q55 10 13 ) ) PUNCT fj236111q55 10 14 , , PUNCT fj236111q55 10 15 corresponding correspond VERB fj236111q55 10 16 to to ADP fj236111q55 10 17 the the DET fj236111q55 10 18 established establish VERB fj236111q55 10 19 approach approach NOUN fj236111q55 10 20 for for ADP fj236111q55 10 21 characterizing characterize VERB fj236111q55 10 22 seismic seismic ADJ fj236111q55 10 23 hazard hazard NOUN fj236111q55 10 24 , , PUNCT fj236111q55 10 25 and and CCONJ fj236111q55 10 26 potential potential ADJ fj236111q55 10 27 discrepancies discrepancy NOUN fj236111q55 10 28 are be AUX fj236111q55 10 29 identified identify VERB fj236111q55 10 30 . . PUNCT fj236111q55 11 1 this this PRON fj236111q55 11 2 motivates motivate VERB fj236111q55 11 3 then then ADV fj236111q55 11 4 the the DET fj236111q55 11 5 next next ADJ fj236111q55 11 6 component component NOUN fj236111q55 11 7 of of ADP fj236111q55 11 8 the the DET fj236111q55 11 9 research research NOUN fj236111q55 11 10 , , PUNCT fj236111q55 11 11 which which PRON fj236111q55 11 12 is be AUX fj236111q55 11 13 the the DET fj236111q55 11 14 selection selection NOUN fj236111q55 11 15 / / SYM fj236111q55 11 16 optimization optimization NOUN fj236111q55 11 17 of of ADP fj236111q55 11 18 the the DET fj236111q55 11 19 predictive predictive ADJ fj236111q55 11 20 relationships relationship NOUN fj236111q55 11 21 of of ADP fj236111q55 11 22 ground ground NOUN fj236111q55 11 23 motion motion NOUN fj236111q55 11 24 models model NOUN fj236111q55 11 25 so so SCONJ fj236111q55 11 26 that that SCONJ fj236111q55 11 27 compatibility compatibility NOUN fj236111q55 11 28 to to ADP fj236111q55 11 29 gmpes gmpe NOUN fj236111q55 11 30 is be AUX fj236111q55 11 31 directly directly ADV fj236111q55 11 32 established establish VERB fj236111q55 11 33 . . PUNCT fj236111q55 12 1 a a DET fj236111q55 12 2 versatile versatile ADJ fj236111q55 12 3 methodology methodology NOUN fj236111q55 12 4 is be AUX fj236111q55 12 5 developed develop VERB fj236111q55 12 6 that that PRON fj236111q55 12 7 allows allow VERB fj236111q55 12 8 the the DET fj236111q55 12 9 selection selection NOUN fj236111q55 12 10 of of ADP fj236111q55 12 11 seismicity seismicity NOUN fj236111q55 12 12 and and CCONJ fj236111q55 12 13 structural structural ADJ fj236111q55 12 14 characteristics characteristic NOUN fj236111q55 12 15 for for SCONJ fj236111q55 12 16 this this DET fj236111q55 12 17 compatibility compatibility NOUN fj236111q55 12 18 to to PART fj236111q55 12 19 be be AUX fj236111q55 12 20 established establish VERB fj236111q55 12 21 , , PUNCT fj236111q55 12 22 and and CCONJ fj236111q55 12 23 then then ADV fj236111q55 12 24 computationally computationally ADV fj236111q55 12 25 efficiently efficiently ADV fj236111q55 12 26 performs perform VERB fj236111q55 12 27 the the DET fj236111q55 12 28 tuning tuning NOUN fj236111q55 12 29 of of ADP fj236111q55 12 30 the the DET fj236111q55 12 31 chosen choose VERB fj236111q55 12 32 model model NOUN fj236111q55 12 33 . . PUNCT fj236111q55 13 1 the the DET fj236111q55 13 2 foundation foundation NOUN fj236111q55 13 3 of of ADP fj236111q55 13 4 the the DET fj236111q55 13 5 methodology methodology NOUN fj236111q55 13 6 is be AUX fj236111q55 13 7 the the DET fj236111q55 13 8 development development NOUN fj236111q55 13 9 of of ADP fj236111q55 13 10 a a DET fj236111q55 13 11 metamodel metamodel NOUN fj236111q55 13 12 to to PART fj236111q55 13 13 approximate approximate VERB fj236111q55 13 14 the the DET fj236111q55 13 15 median median ADJ fj236111q55 13 16 predictions prediction NOUN fj236111q55 13 17 of of ADP fj236111q55 13 18 this this DET fj236111q55 13 19 chosen choose VERB fj236111q55 13 20 ground ground NOUN fj236111q55 13 21 motion motion NOUN fj236111q55 13 22 model model NOUN fj236111q55 13 23 and and CCONJ fj236111q55 13 24 of of ADP fj236111q55 13 25 the the DET fj236111q55 13 26 corresponding corresponding ADJ fj236111q55 13 27 response response NOUN fj236111q55 13 28 quantities quantity NOUN fj236111q55 13 29 . . PUNCT fj236111q55 14 1 the the DET fj236111q55 14 2 optimization optimization NOUN fj236111q55 14 3 can can AUX fj236111q55 14 4 be be AUX fj236111q55 14 5 then then ADV fj236111q55 14 6 performed perform VERB fj236111q55 14 7 very very ADV fj236111q55 14 8 quickly quickly ADV fj236111q55 14 9 utilizing utilize VERB fj236111q55 14 10 the the DET fj236111q55 14 11 developed developed ADJ fj236111q55 14 12 surrogate surrogate ADJ fj236111q55 14 13 model model NOUN fj236111q55 14 14 , , PUNCT fj236111q55 14 15 providing provide VERB fj236111q55 14 16 the the DET fj236111q55 14 17 ability ability NOUN fj236111q55 14 18 to to PART fj236111q55 14 19 tune tune VERB fj236111q55 14 20 the the DET fj236111q55 14 21 stochastic stochastic ADJ fj236111q55 14 22 ground ground NOUN fj236111q55 14 23 motion motion NOUN fj236111q55 14 24 model model NOUN fj236111q55 14 25 to to PART fj236111q55 14 26 match match VERB fj236111q55 14 27 specific specific ADJ fj236111q55 14 28 gmpes gmpe NOUN fj236111q55 14 29 of of ADP fj236111q55 14 30 interest interest NOUN fj236111q55 14 31 . . PUNCT fj236111q55 15 1 the the DET fj236111q55 15 2 impact impact NOUN fj236111q55 15 3 of of ADP fj236111q55 15 4 the the DET fj236111q55 15 5 use use NOUN fj236111q55 15 6 of of ADP fj236111q55 15 7 stochastic stochastic ADJ fj236111q55 15 8 ground ground NOUN fj236111q55 15 9 motion motion NOUN fj236111q55 15 10 models model NOUN fj236111q55 15 11 within within ADP fj236111q55 15 12 the the DET fj236111q55 15 13 context context NOUN fj236111q55 15 14 of of ADP fj236111q55 15 15 probabilistic probabilistic ADJ fj236111q55 15 16 seismic seismic ADJ fj236111q55 15 17 risk risk NOUN fj236111q55 15 18 assessment assessment NOUN fj236111q55 15 19 is be AUX fj236111q55 15 20 emphasized emphasize VERB fj236111q55 15 21 throughout throughout ADP fj236111q55 15 22 the the DET fj236111q55 15 23 thesis thesis NOUN fj236111q55 15 24 . . PUNCT fj236111q55 16 1 discussion discussion NOUN fj236111q55 16 2 is be AUX fj236111q55 16 3 also also ADV fj236111q55 16 4 included include VERB fj236111q55 16 5 at at ADP fj236111q55 16 6 the the DET fj236111q55 16 7 end end NOUN fj236111q55 16 8 of of ADP fj236111q55 16 9 the the DET fj236111q55 16 10 dissertation dissertation NOUN fj236111q55 16 11 on on ADP fj236111q55 16 12 how how SCONJ fj236111q55 16 13 disaggregated disaggregate VERB fj236111q55 16 14 information information NOUN fj236111q55 16 15 from from ADP fj236111q55 16 16 hazard hazard NOUN fj236111q55 16 17 maps map NOUN fj236111q55 16 18 can can AUX fj236111q55 16 19 be be AUX fj236111q55 16 20 extended extend VERB fj236111q55 16 21 to to ADP fj236111q55 16 22 a a DET fj236111q55 16 23 complete complete ADJ fj236111q55 16 24 probabilistic probabilistic ADJ fj236111q55 16 25 description description NOUN fj236111q55 16 26 for for ADP fj236111q55 16 27 regional regional ADJ fj236111q55 16 28 seismological seismological ADJ fj236111q55 16 29 characteristics characteristic NOUN fj236111q55 16 30 , , PUNCT fj236111q55 16 31 which which PRON fj236111q55 16 32 can can AUX fj236111q55 16 33 then then ADV fj236111q55 16 34 support support VERB fj236111q55 16 35 a a DET fj236111q55 16 36 comprehensive comprehensive ADJ fj236111q55 16 37 risk risk NOUN fj236111q55 16 38 assessment assessment NOUN fj236111q55 16 39 utilizing utilize VERB fj236111q55 16 40 the the DET fj236111q55 16 41 proposed propose VERB fj236111q55 16 42 gmpe gmpe ADJ fj236111q55 16 43 compatible compatible ADJ fj236111q55 16 44 ground ground NOUN fj236111q55 16 45 motion motion NOUN fj236111q55 16 46 modelling modelling NOUN fj236111q55 16 47 . . PUNCT