id sid tid token lemma pos tm70ms3968g 1 1 metamodels metamodel NOUN tm70ms3968g 1 2 – – PUNCT tm70ms3968g 1 3 simple simple ADJ tm70ms3968g 1 4 , , PUNCT tm70ms3968g 1 5 data data NOUN tm70ms3968g 1 6 - - PUNCT tm70ms3968g 1 7 driven drive VERB tm70ms3968g 1 8 approximations approximation NOUN tm70ms3968g 1 9 of of ADP tm70ms3968g 1 10 the the DET tm70ms3968g 1 11 input input NOUN tm70ms3968g 1 12 / / SYM tm70ms3968g 1 13 output output NOUN tm70ms3968g 1 14 relationship relationship NOUN tm70ms3968g 1 15 of of ADP tm70ms3968g 1 16 complex complex ADJ tm70ms3968g 1 17 models model NOUN tm70ms3968g 1 18 – – PUNCT tm70ms3968g 1 19 are be AUX tm70ms3968g 1 20 widely widely ADV tm70ms3968g 1 21 used use VERB tm70ms3968g 1 22 to to PART tm70ms3968g 1 23 approximate approximate VERB tm70ms3968g 1 24 the the DET tm70ms3968g 1 25 response response NOUN tm70ms3968g 1 26 of of ADP tm70ms3968g 1 27 computationally computationally ADV tm70ms3968g 1 28 - - PUNCT tm70ms3968g 1 29 intensive intensive ADJ tm70ms3968g 1 30 engineering engineering NOUN tm70ms3968g 1 31 simulations simulation NOUN tm70ms3968g 1 32 . . PUNCT tm70ms3968g 2 1 they they PRON tm70ms3968g 2 2 are be AUX tm70ms3968g 2 3 formulated formulate VERB tm70ms3968g 2 4 based base VERB tm70ms3968g 2 5 on on ADP tm70ms3968g 2 6 observations observation NOUN tm70ms3968g 2 7 ( ( PUNCT tm70ms3968g 2 8 experiments experiment NOUN tm70ms3968g 2 9 ) ) PUNCT tm70ms3968g 2 10 of of ADP tm70ms3968g 2 11 the the DET tm70ms3968g 2 12 original original ADJ tm70ms3968g 2 13 simulation simulation NOUN tm70ms3968g 2 14 model model NOUN tm70ms3968g 2 15 . . PUNCT tm70ms3968g 3 1 among among ADP tm70ms3968g 3 2 the the DET tm70ms3968g 3 3 variety variety NOUN tm70ms3968g 3 4 of of ADP tm70ms3968g 3 5 metamodeling metamodele VERB tm70ms3968g 3 6 techniques technique NOUN tm70ms3968g 3 7 , , PUNCT tm70ms3968g 3 8 kriging krige VERB tm70ms3968g 3 9 ( ( PUNCT tm70ms3968g 3 10 i.e. i.e. X tm70ms3968g 3 11 , , PUNCT tm70ms3968g 3 12 gaussian gaussian ADJ tm70ms3968g 3 13 process process NOUN tm70ms3968g 3 14 regression regression NOUN tm70ms3968g 3 15 ) ) PUNCT tm70ms3968g 3 16 has have AUX tm70ms3968g 3 17 gained gain VERB tm70ms3968g 3 18 significant significant ADJ tm70ms3968g 3 19 popularity popularity NOUN tm70ms3968g 3 20 , , PUNCT tm70ms3968g 3 21 especially especially ADV tm70ms3968g 3 22 for for ADP tm70ms3968g 3 23 uq uq INTJ tm70ms3968g 3 24 ( ( PUNCT tm70ms3968g 3 25 uncertainty uncertainty NOUN tm70ms3968g 3 26 quantification quantification NOUN tm70ms3968g 3 27 ) ) PUNCT tm70ms3968g 3 28 applications application NOUN tm70ms3968g 3 29 , , PUNCT tm70ms3968g 3 30 because because SCONJ tm70ms3968g 3 31 of of ADP tm70ms3968g 3 32 its its PRON tm70ms3968g 3 33 computational computational ADJ tm70ms3968g 3 34 efficiency efficiency NOUN tm70ms3968g 3 35 , , PUNCT tm70ms3968g 3 36 flexibility flexibility NOUN tm70ms3968g 3 37 in in ADP tm70ms3968g 3 38 providing provide VERB tm70ms3968g 3 39 accurate accurate ADJ tm70ms3968g 3 40 approximations approximation NOUN tm70ms3968g 3 41 even even ADV tm70ms3968g 3 42 for for ADP tm70ms3968g 3 43 complex complex ADJ tm70ms3968g 3 44 models model NOUN tm70ms3968g 3 45 and and CCONJ tm70ms3968g 3 46 ability ability NOUN tm70ms3968g 3 47 to to PART tm70ms3968g 3 48 quantify quantify VERB tm70ms3968g 3 49 the the DET tm70ms3968g 3 50 uncertainty uncertainty NOUN tm70ms3968g 3 51 in in ADP tm70ms3968g 3 52 the the DET tm70ms3968g 3 53 associated associate VERB tm70ms3968g 3 54 predictions prediction NOUN tm70ms3968g 3 55 ( ( PUNCT tm70ms3968g 3 56 i.e. i.e. X tm70ms3968g 3 57 , , PUNCT tm70ms3968g 3 58 providing provide VERB tm70ms3968g 3 59 a a DET tm70ms3968g 3 60 local local ADJ tm70ms3968g 3 61 metamodel metamodel NOUN tm70ms3968g 3 62 prediction prediction NOUN tm70ms3968g 3 63 error error NOUN tm70ms3968g 3 64 ) ) PUNCT tm70ms3968g 3 65 . . PUNCT tm70ms3968g 4 1 this this DET tm70ms3968g 4 2 thesis thesis NOUN tm70ms3968g 4 3 investigates investigate VERB tm70ms3968g 4 4 the the DET tm70ms3968g 4 5 iterative iterative ADJ tm70ms3968g 4 6 / / SYM tm70ms3968g 4 7 adaptive adaptive ADJ tm70ms3968g 4 8 kriging kriging ADJ tm70ms3968g 4 9 metamodel metamodel NOUN tm70ms3968g 4 10 development development NOUN tm70ms3968g 4 11 for for ADP tm70ms3968g 4 12 uq uq INTJ tm70ms3968g 4 13 analysis analysis NOUN tm70ms3968g 4 14 of of ADP tm70ms3968g 4 15 engineering engineering NOUN tm70ms3968g 4 16 applications application NOUN tm70ms3968g 4 17 involving involve VERB tm70ms3968g 4 18 complex complex ADJ tm70ms3968g 4 19 numerical numerical ADJ tm70ms3968g 4 20 models model NOUN tm70ms3968g 4 21 . . PUNCT tm70ms3968g 5 1 the the DET tm70ms3968g 5 2 iterative iterative ADJ tm70ms3968g 5 3 development development NOUN tm70ms3968g 5 4 is be AUX tm70ms3968g 5 5 primarily primarily ADV tm70ms3968g 5 6 examined examine VERB tm70ms3968g 5 7 in in ADP tm70ms3968g 5 8 the the DET tm70ms3968g 5 9 context context NOUN tm70ms3968g 5 10 of of ADP tm70ms3968g 5 11 two two NUM tm70ms3968g 5 12 different different ADJ tm70ms3968g 5 13 fundamental fundamental ADJ tm70ms3968g 5 14 uq uq NOUN tm70ms3968g 5 15 tasks task NOUN tm70ms3968g 5 16 : : PUNCT tm70ms3968g 5 17 ( ( PUNCT tm70ms3968g 5 18 i i NOUN tm70ms3968g 5 19 ) ) PUNCT tm70ms3968g 5 20 stochastic stochastic ADJ tm70ms3968g 5 21 sampling sampling NOUN tm70ms3968g 5 22 and and CCONJ tm70ms3968g 5 23 density density NOUN tm70ms3968g 5 24 approximation approximation NOUN tm70ms3968g 5 25 , , PUNCT tm70ms3968g 5 26 and and CCONJ tm70ms3968g 5 27 ( ( PUNCT tm70ms3968g 5 28 ii ii PROPN tm70ms3968g 5 29 ) ) PUNCT tm70ms3968g 5 30 design design NOUN tm70ms3968g 5 31 optimization optimization NOUN tm70ms3968g 5 32 under under ADP tm70ms3968g 5 33 uncertainty uncertainty NOUN tm70ms3968g 5 34 . . PUNCT tm70ms3968g 6 1 the the DET tm70ms3968g 6 2 foundation foundation NOUN tm70ms3968g 6 3 of of ADP tm70ms3968g 6 4 the the DET tm70ms3968g 6 5 adaptive adaptive ADJ tm70ms3968g 6 6 approach approach NOUN tm70ms3968g 6 7 is be AUX tm70ms3968g 6 8 the the DET tm70ms3968g 6 9 iterative iterative ADJ tm70ms3968g 6 10 formulation formulation NOUN tm70ms3968g 6 11 of of ADP tm70ms3968g 6 12 the the DET tm70ms3968g 6 13 metamodel metamodel NOUN tm70ms3968g 6 14 to to PART tm70ms3968g 6 15 efficiently efficiently ADV tm70ms3968g 6 16 accomplish accomplish VERB tm70ms3968g 6 17 the the DET tm70ms3968g 6 18 specific specific ADJ tm70ms3968g 6 19 task task NOUN tm70ms3968g 6 20 at at ADP tm70ms3968g 6 21 hand hand NOUN tm70ms3968g 6 22 . . PUNCT tm70ms3968g 7 1 convergence convergence NOUN tm70ms3968g 7 2 criteria criterion NOUN tm70ms3968g 7 3 are be AUX tm70ms3968g 7 4 developed develop VERB tm70ms3968g 7 5 to to PART tm70ms3968g 7 6 assess assess VERB tm70ms3968g 7 7 whether whether SCONJ tm70ms3968g 7 8 the the DET tm70ms3968g 7 9 metamodel metamodel NOUN tm70ms3968g 7 10 refinement refinement VERB tm70ms3968g 7 11 across across ADP tm70ms3968g 7 12 subsequent subsequent ADJ tm70ms3968g 7 13 iterations iteration NOUN tm70ms3968g 7 14 provides provide VERB tm70ms3968g 7 15 different different ADJ tm70ms3968g 7 16 uq uq NOUN tm70ms3968g 7 17 results result NOUN tm70ms3968g 7 18 . . PUNCT tm70ms3968g 8 1 if if SCONJ tm70ms3968g 8 2 convergence convergence NOUN tm70ms3968g 8 3 has have AUX tm70ms3968g 8 4 not not PART tm70ms3968g 8 5 been be AUX tm70ms3968g 8 6 achieved achieve VERB tm70ms3968g 8 7 ( ( PUNCT tm70ms3968g 8 8 differences difference NOUN tm70ms3968g 8 9 exist exist VERB tm70ms3968g 8 10 ) ) PUNCT tm70ms3968g 8 11 , , PUNCT tm70ms3968g 8 12 additional additional ADJ tm70ms3968g 8 13 experiments experiment NOUN tm70ms3968g 8 14 are be AUX tm70ms3968g 8 15 obtained obtain VERB tm70ms3968g 8 16 using use VERB tm70ms3968g 8 17 an an DET tm70ms3968g 8 18 adaptive adaptive ADJ tm70ms3968g 8 19 sample sample NOUN tm70ms3968g 8 20 - - PUNCT tm70ms3968g 8 21 based base VERB tm70ms3968g 8 22 design design NOUN tm70ms3968g 8 23 of of ADP tm70ms3968g 8 24 experiments experiment NOUN tm70ms3968g 8 25 ( ( PUNCT tm70ms3968g 8 26 doe doe NOUN tm70ms3968g 8 27 ) ) PUNCT tm70ms3968g 8 28 that that PRON tm70ms3968g 8 29 targets target VERB tm70ms3968g 8 30 for for ADP tm70ms3968g 8 31 the the DET tm70ms3968g 8 32 system system NOUN tm70ms3968g 8 33 input input NOUN tm70ms3968g 8 34 domain domain NOUN tm70ms3968g 8 35 of of ADP tm70ms3968g 8 36 importance importance NOUN tm70ms3968g 8 37 with with ADP tm70ms3968g 8 38 respect respect NOUN tm70ms3968g 8 39 to to ADP tm70ms3968g 8 40 the the DET tm70ms3968g 8 41 uq uq NOUN tm70ms3968g 8 42 analysis analysis NOUN tm70ms3968g 8 43 . . PUNCT tm70ms3968g 9 1 rather rather ADV tm70ms3968g 9 2 that that SCONJ tm70ms3968g 9 3 establishing establish VERB tm70ms3968g 9 4 global global ADJ tm70ms3968g 9 5 accuracy accuracy NOUN tm70ms3968g 9 6 , , PUNCT tm70ms3968g 9 7 this this DET tm70ms3968g 9 8 approach approach NOUN tm70ms3968g 9 9 facilitates facilitate VERB tm70ms3968g 9 10 convergence convergence NOUN tm70ms3968g 9 11 to to ADP tm70ms3968g 9 12 accurate accurate ADJ tm70ms3968g 9 13 solutions solution NOUN tm70ms3968g 9 14 leveraging leverage VERB tm70ms3968g 9 15 adaptively adaptively ADV tm70ms3968g 9 16 refined refine VERB tm70ms3968g 9 17 metamodels metamodel NOUN tm70ms3968g 9 18 to to PART tm70ms3968g 9 19 facilitate facilitate VERB tm70ms3968g 9 20 high high ADJ tm70ms3968g 9 21 accuracy accuracy NOUN tm70ms3968g 9 22 predictions prediction NOUN tm70ms3968g 9 23 only only ADV tm70ms3968g 9 24 with with ADP tm70ms3968g 9 25 respect respect NOUN tm70ms3968g 9 26 to to ADP tm70ms3968g 9 27 the the DET tm70ms3968g 9 28 uq uq NOUN tm70ms3968g 9 29 task task NOUN tm70ms3968g 9 30 at at ADP tm70ms3968g 9 31 hand hand NOUN tm70ms3968g 9 32 . . PUNCT tm70ms3968g 10 1 different different ADJ tm70ms3968g 10 2 convergence convergence NOUN tm70ms3968g 10 3 criteria criterion NOUN tm70ms3968g 10 4 , , PUNCT tm70ms3968g 10 5 iterative iterative ADJ tm70ms3968g 10 6 approaches approach NOUN tm70ms3968g 10 7 and and CCONJ tm70ms3968g 10 8 doe doe NOUN tm70ms3968g 10 9 strategies strategy NOUN tm70ms3968g 10 10 are be AUX tm70ms3968g 10 11 established establish VERB tm70ms3968g 10 12 for for ADP tm70ms3968g 10 13 each each PRON tm70ms3968g 10 14 of of ADP tm70ms3968g 10 15 the the DET tm70ms3968g 10 16 aforementioned aforementioned ADJ tm70ms3968g 10 17 uq uq NOUN tm70ms3968g 10 18 tasks task NOUN tm70ms3968g 10 19 . . PUNCT tm70ms3968g 11 1 for for ADP tm70ms3968g 11 2 the the DET tm70ms3968g 11 3 stochastic stochastic ADJ tm70ms3968g 11 4 sampling sampling NOUN tm70ms3968g 11 5 and and CCONJ tm70ms3968g 11 6 density density NOUN tm70ms3968g 11 7 approximation approximation NOUN tm70ms3968g 11 8 task task NOUN tm70ms3968g 11 9 , , PUNCT tm70ms3968g 11 10 two two NUM tm70ms3968g 11 11 different different ADJ tm70ms3968g 11 12 implementation implementation NOUN tm70ms3968g 11 13 settings setting NOUN tm70ms3968g 11 14 are be AUX tm70ms3968g 11 15 examined examine VERB tm70ms3968g 11 16 : : PUNCT tm70ms3968g 11 17 rare rare ADJ tm70ms3968g 11 18 event event NOUN tm70ms3968g 11 19 simulation simulation NOUN tm70ms3968g 11 20 and and CCONJ tm70ms3968g 11 21 bayesian bayesian ADJ tm70ms3968g 11 22 posterior posterior ADJ tm70ms3968g 11 23 sampling sampling NOUN tm70ms3968g 11 24 . . PUNCT tm70ms3968g 12 1 for for ADP tm70ms3968g 12 2 the the DET tm70ms3968g 12 3 design design NOUN tm70ms3968g 12 4 under under ADP tm70ms3968g 12 5 uncertainty uncertainty NOUN tm70ms3968g 12 6 task task NOUN tm70ms3968g 12 7 implementation implementation NOUN tm70ms3968g 12 8 to to ADP tm70ms3968g 12 9 both both PRON tm70ms3968g 12 10 single single ADJ tm70ms3968g 12 11 - - PUNCT tm70ms3968g 12 12 objective objective NOUN tm70ms3968g 12 13 and and CCONJ tm70ms3968g 12 14 multi multi ADJ tm70ms3968g 12 15 - - ADJ tm70ms3968g 12 16 objective objective ADJ tm70ms3968g 12 17 problems problem NOUN tm70ms3968g 12 18 are be AUX tm70ms3968g 12 19 examined examine VERB tm70ms3968g 12 20 , , PUNCT tm70ms3968g 12 21 in in ADP tm70ms3968g 12 22 all all DET tm70ms3968g 12 23 instances instance NOUN tm70ms3968g 12 24 adopting adopt VERB tm70ms3968g 12 25 metamodel metamodel NOUN tm70ms3968g 12 26 development development NOUN tm70ms3968g 12 27 in in ADP tm70ms3968g 12 28 the the DET tm70ms3968g 12 29 augmented augment VERB tm70ms3968g 12 30 input input NOUN tm70ms3968g 12 31 space space NOUN tm70ms3968g 12 32 , , PUNCT tm70ms3968g 12 33 so so SCONJ tm70ms3968g 12 34 that that SCONJ tm70ms3968g 12 35 uncertainty uncertainty NOUN tm70ms3968g 12 36 propagation propagation NOUN tm70ms3968g 12 37 and and CCONJ tm70ms3968g 12 38 design design NOUN tm70ms3968g 12 39 optimization optimization NOUN tm70ms3968g 12 40 are be AUX tm70ms3968g 12 41 simultaneously simultaneously ADV tm70ms3968g 12 42 supported.beyond supported.beyond ADJ tm70ms3968g 12 43 these these DET tm70ms3968g 12 44 two two NUM tm70ms3968g 12 45 specialized specialized ADJ tm70ms3968g 12 46 tasks task NOUN tm70ms3968g 12 47 , , PUNCT tm70ms3968g 12 48 the the DET tm70ms3968g 12 49 adaptive adaptive ADJ tm70ms3968g 12 50 metamodel metamodel NOUN tm70ms3968g 12 51 development development NOUN tm70ms3968g 12 52 is be AUX tm70ms3968g 12 53 further far ADV tm70ms3968g 12 54 examined examine VERB tm70ms3968g 12 55 with with ADP tm70ms3968g 12 56 respect respect NOUN tm70ms3968g 12 57 to to ADP tm70ms3968g 12 58 two two NUM tm70ms3968g 12 59 realistic realistic ADJ tm70ms3968g 12 60 applications application NOUN tm70ms3968g 12 61 : : PUNCT tm70ms3968g 12 62 ( ( PUNCT tm70ms3968g 12 63 i i NOUN tm70ms3968g 12 64 ) ) PUNCT tm70ms3968g 12 65 real real ADJ tm70ms3968g 12 66 - - PUNCT tm70ms3968g 12 67 time time NOUN tm70ms3968g 12 68 hurricane hurricane NOUN tm70ms3968g 12 69 risk risk NOUN tm70ms3968g 12 70 assessment assessment NOUN tm70ms3968g 12 71 and and CCONJ tm70ms3968g 12 72 ( ( PUNCT tm70ms3968g 12 73 ii ii PROPN tm70ms3968g 12 74 ) ) PUNCT tm70ms3968g 12 75 hydrodynamic hydrodynamic ADJ tm70ms3968g 12 76 interaction interaction NOUN tm70ms3968g 12 77 characterization characterization NOUN tm70ms3968g 12 78 of of ADP tm70ms3968g 12 79 wave wave NOUN tm70ms3968g 12 80 energy energy NOUN tm70ms3968g 12 81 converters converter NOUN tm70ms3968g 12 82 ( ( PUNCT tm70ms3968g 12 83 wec wec PROPN tm70ms3968g 12 84 ) ) PUNCT tm70ms3968g 12 85 . . PUNCT tm70ms3968g 13 1 for for ADP tm70ms3968g 13 2 the the DET tm70ms3968g 13 3 first first ADJ tm70ms3968g 13 4 application application NOUN tm70ms3968g 13 5 adaptive adaptive ADJ tm70ms3968g 13 6 implementation implementation NOUN tm70ms3968g 13 7 is be AUX tm70ms3968g 13 8 examined examine VERB tm70ms3968g 13 9 with with ADP tm70ms3968g 13 10 respect respect NOUN tm70ms3968g 13 11 to to ADP tm70ms3968g 13 12 the the DET tm70ms3968g 13 13 selection selection NOUN tm70ms3968g 13 14 of of ADP tm70ms3968g 13 15 storms storm NOUN tm70ms3968g 13 16 informing inform VERB tm70ms3968g 13 17 the the DET tm70ms3968g 13 18 metamodel metamodel NOUN tm70ms3968g 13 19 and and CCONJ tm70ms3968g 13 20 with with ADP tm70ms3968g 13 21 respect respect NOUN tm70ms3968g 13 22 to to ADP tm70ms3968g 13 23 characteristics characteristic NOUN tm70ms3968g 13 24 related relate VERB tm70ms3968g 13 25 to to ADP tm70ms3968g 13 26 climate climate NOUN tm70ms3968g 13 27 change change NOUN tm70ms3968g 13 28 . . PUNCT tm70ms3968g 14 1 for for ADP tm70ms3968g 14 2 the the DET tm70ms3968g 14 3 second second ADJ tm70ms3968g 14 4 application application NOUN tm70ms3968g 14 5 focus focus NOUN tm70ms3968g 14 6 is be AUX tm70ms3968g 14 7 on on ADP tm70ms3968g 14 8 establishing establish VERB tm70ms3968g 14 9 a a DET tm70ms3968g 14 10 hierarchical hierarchical ADJ tm70ms3968g 14 11 interaction interaction NOUN tm70ms3968g 14 12 decomposition decomposition NOUN tm70ms3968g 14 13 so so SCONJ tm70ms3968g 14 14 that that SCONJ tm70ms3968g 14 15 metamodels metamodel NOUN tm70ms3968g 14 16 in in ADP tm70ms3968g 14 17 lower low ADJ tm70ms3968g 14 18 dimensional dimensional ADJ tm70ms3968g 14 19 input input NOUN tm70ms3968g 14 20 space space NOUN tm70ms3968g 14 21 can can AUX tm70ms3968g 14 22 be be AUX tm70ms3968g 14 23 used use VERB tm70ms3968g 14 24 to to PART tm70ms3968g 14 25 provide provide VERB tm70ms3968g 14 26 predictions prediction NOUN tm70ms3968g 14 27 for for ADP tm70ms3968g 14 28 large large ADJ tm70ms3968g 14 29 dimensional dimensional ADJ tm70ms3968g 14 30 wec wec NOUN tm70ms3968g 14 31 arrays array NOUN tm70ms3968g 14 32 . . PUNCT tm70ms3968g 15 1 adaptivity adaptivity NOUN tm70ms3968g 15 2 is be AUX tm70ms3968g 15 3 established establish VERB tm70ms3968g 15 4 in in ADP tm70ms3968g 15 5 this this DET tm70ms3968g 15 6 instance instance NOUN tm70ms3968g 15 7 with with ADP tm70ms3968g 15 8 respect respect NOUN tm70ms3968g 15 9 to to ADP tm70ms3968g 15 10 the the DET tm70ms3968g 15 11 hierarchical hierarchical ADJ tm70ms3968g 15 12 decomposition decomposition NOUN tm70ms3968g 15 13 . . PUNCT