id sid tid token lemma pos jm214m92p6j 1 1 the the DET jm214m92p6j 1 2 need need NOUN jm214m92p6j 1 3 and and CCONJ jm214m92p6j 1 4 the the DET jm214m92p6j 1 5 opportunity opportunity NOUN jm214m92p6j 1 6 for for ADP jm214m92p6j 1 7 significant significant ADJ jm214m92p6j 1 8 savings saving NOUN jm214m92p6j 1 9 in in ADP jm214m92p6j 1 10 both both DET jm214m92p6j 1 11 time time NOUN jm214m92p6j 1 12 and and CCONJ jm214m92p6j 1 13 cost cost NOUN jm214m92p6j 1 14 for for ADP jm214m92p6j 1 15 the the DET jm214m92p6j 1 16 engineered engineer VERB jm214m92p6j 1 17 development development NOUN jm214m92p6j 1 18 of of ADP jm214m92p6j 1 19 advanced advanced ADJ jm214m92p6j 1 20 nanomaterials nanomaterial NOUN jm214m92p6j 1 21 coupled couple VERB jm214m92p6j 1 22 with with ADP jm214m92p6j 1 23 the the DET jm214m92p6j 1 24 tremendous tremendous ADJ jm214m92p6j 1 25 growth growth NOUN jm214m92p6j 1 26 in in ADP jm214m92p6j 1 27 the the DET jm214m92p6j 1 28 past past ADJ jm214m92p6j 1 29 couple couple NOUN jm214m92p6j 1 30 of of ADP jm214m92p6j 1 31 decades decade NOUN jm214m92p6j 1 32 in in ADP jm214m92p6j 1 33 computational computational ADJ jm214m92p6j 1 34 materials material NOUN jm214m92p6j 1 35 science science NOUN jm214m92p6j 1 36 has have AUX jm214m92p6j 1 37 not not PART jm214m92p6j 1 38 yet yet ADV jm214m92p6j 1 39 materialized materialize VERB jm214m92p6j 1 40 into into ADP jm214m92p6j 1 41 significant significant ADJ jm214m92p6j 1 42 material material NOUN jm214m92p6j 1 43 design design NOUN jm214m92p6j 1 44 tool tool NOUN jm214m92p6j 1 45 developments development NOUN jm214m92p6j 1 46 . . PUNCT jm214m92p6j 2 1 of of ADP jm214m92p6j 2 2 particular particular ADJ jm214m92p6j 2 3 importance importance NOUN jm214m92p6j 2 4 in in ADP jm214m92p6j 2 5 the the DET jm214m92p6j 2 6 engineering engineering NOUN jm214m92p6j 2 7 design design NOUN jm214m92p6j 2 8 of of ADP jm214m92p6j 2 9 composite composite ADJ jm214m92p6j 2 10 materials material NOUN jm214m92p6j 2 11 for for ADP jm214m92p6j 2 12 various various ADJ jm214m92p6j 2 13 applications application NOUN jm214m92p6j 2 14 is be AUX jm214m92p6j 2 15 the the DET jm214m92p6j 2 16 ability ability NOUN jm214m92p6j 2 17 to to PART jm214m92p6j 2 18 tailor tailor VERB jm214m92p6j 2 19 the the DET jm214m92p6j 2 20 constituent constituent NOUN jm214m92p6j 2 21 materials material NOUN jm214m92p6j 2 22 and and CCONJ jm214m92p6j 2 23 the the DET jm214m92p6j 2 24 internal internal ADJ jm214m92p6j 2 25 architectures architecture NOUN jm214m92p6j 2 26 . . PUNCT jm214m92p6j 3 1 the the DET jm214m92p6j 3 2 inverse inverse ADJ jm214m92p6j 3 3 problem problem NOUN jm214m92p6j 3 4 of of ADP jm214m92p6j 3 5 determining determine VERB jm214m92p6j 3 6 an an DET jm214m92p6j 3 7 optimal optimal ADJ jm214m92p6j 3 8 microstructure microstructure NOUN jm214m92p6j 3 9 for for ADP jm214m92p6j 3 10 a a DET jm214m92p6j 3 11 desired desire VERB jm214m92p6j 3 12 application application NOUN jm214m92p6j 3 13 is be AUX jm214m92p6j 3 14 a a DET jm214m92p6j 3 15 challenging challenging ADJ jm214m92p6j 3 16 task task NOUN jm214m92p6j 3 17 . . PUNCT jm214m92p6j 4 1 this this DET jm214m92p6j 4 2 procedure procedure NOUN jm214m92p6j 4 3 has have AUX jm214m92p6j 4 4 been be AUX jm214m92p6j 4 5 traditionally traditionally ADV jm214m92p6j 4 6 accomplished accomplish VERB jm214m92p6j 4 7 by by ADP jm214m92p6j 4 8 trial trial NOUN jm214m92p6j 4 9 - - PUNCT jm214m92p6j 4 10 and and CCONJ jm214m92p6j 4 11 - - PUNCT jm214m92p6j 4 12 error error NOUN jm214m92p6j 4 13 and and CCONJ jm214m92p6j 4 14 depends depend VERB jm214m92p6j 4 15 considerably considerably ADV jm214m92p6j 4 16 on on ADP jm214m92p6j 4 17 the the DET jm214m92p6j 4 18 designer designer NOUN jm214m92p6j 4 19 's 's PART jm214m92p6j 4 20 intuition intuition NOUN jm214m92p6j 4 21 and and CCONJ jm214m92p6j 4 22 experience experience NOUN jm214m92p6j 4 23 . . PUNCT jm214m92p6j 5 1 for for ADP jm214m92p6j 5 2 this this DET jm214m92p6j 5 3 reason reason NOUN jm214m92p6j 5 4 , , PUNCT jm214m92p6j 5 5 obtaining obtain VERB jm214m92p6j 5 6 new new ADJ jm214m92p6j 5 7 materials material NOUN jm214m92p6j 5 8 has have AUX jm214m92p6j 5 9 been be AUX jm214m92p6j 5 10 a a DET jm214m92p6j 5 11 time time NOUN jm214m92p6j 5 12 consuming consume VERB jm214m92p6j 5 13 and and CCONJ jm214m92p6j 5 14 an an DET jm214m92p6j 5 15 expensive expensive ADJ jm214m92p6j 5 16 process process NOUN jm214m92p6j 5 17 . . PUNCT jm214m92p6j 6 1 accordingly accordingly ADV jm214m92p6j 6 2 , , PUNCT jm214m92p6j 6 3 a a DET jm214m92p6j 6 4 systematic systematic ADJ jm214m92p6j 6 5 method method NOUN jm214m92p6j 6 6 capable capable ADJ jm214m92p6j 6 7 of of ADP jm214m92p6j 6 8 synthesizing synthesize VERB jm214m92p6j 6 9 the the DET jm214m92p6j 6 10 optimal optimal ADJ jm214m92p6j 6 11 microstructure microstructure NOUN jm214m92p6j 6 12 that that PRON jm214m92p6j 6 13 will will AUX jm214m92p6j 6 14 satisfy satisfy VERB jm214m92p6j 6 15 the the DET jm214m92p6j 6 16 design design NOUN jm214m92p6j 6 17 requirements requirement NOUN jm214m92p6j 6 18 , , PUNCT jm214m92p6j 6 19 while while SCONJ jm214m92p6j 6 20 reducing reduce VERB jm214m92p6j 6 21 cost cost NOUN jm214m92p6j 6 22 and and CCONJ jm214m92p6j 6 23 time time NOUN jm214m92p6j 6 24 , , PUNCT jm214m92p6j 6 25 is be AUX jm214m92p6j 6 26 desired desire VERB jm214m92p6j 6 27 . . PUNCT jm214m92p6j 7 1 the the DET jm214m92p6j 7 2 intensive intensive ADJ jm214m92p6j 7 3 computational computational ADJ jm214m92p6j 7 4 cost cost NOUN jm214m92p6j 7 5 of of ADP jm214m92p6j 7 6 numerical numerical ADJ jm214m92p6j 7 7 tools tool NOUN jm214m92p6j 7 8 for for ADP jm214m92p6j 7 9 material material ADJ jm214m92p6j 7 10 behavior behavior NOUN jm214m92p6j 7 11 analysis analysis NOUN jm214m92p6j 7 12 makes make VERB jm214m92p6j 7 13 the the DET jm214m92p6j 7 14 use use NOUN jm214m92p6j 7 15 of of ADP jm214m92p6j 7 16 iterative iterative ADJ jm214m92p6j 7 17 design design NOUN jm214m92p6j 7 18 and and CCONJ jm214m92p6j 7 19 optimization optimization NOUN jm214m92p6j 7 20 procedures procedure NOUN jm214m92p6j 7 21 based base VERB jm214m92p6j 7 22 on on ADP jm214m92p6j 7 23 such such ADJ jm214m92p6j 7 24 simulations simulation NOUN jm214m92p6j 7 25 prohibitively prohibitively ADV jm214m92p6j 7 26 expensive expensive ADJ jm214m92p6j 7 27 to to PART jm214m92p6j 7 28 perform perform VERB jm214m92p6j 7 29 . . PUNCT jm214m92p6j 8 1 one one NUM jm214m92p6j 8 2 therefore therefore ADV jm214m92p6j 8 3 , , PUNCT jm214m92p6j 8 4 requires require VERB jm214m92p6j 8 5 a a DET jm214m92p6j 8 6 design design NOUN jm214m92p6j 8 7 approach approach NOUN jm214m92p6j 8 8 that that PRON jm214m92p6j 8 9 can can AUX jm214m92p6j 8 10 incorporate incorporate VERB jm214m92p6j 8 11 multiple multiple ADJ jm214m92p6j 8 12 simulations simulation NOUN jm214m92p6j 8 13 of of ADP jm214m92p6j 8 14 varying vary VERB jm214m92p6j 8 15 fidelity fidelity NOUN jm214m92p6j 8 16 in in ADP jm214m92p6j 8 17 design design NOUN jm214m92p6j 8 18 iterations iteration NOUN jm214m92p6j 8 19 , , PUNCT jm214m92p6j 8 20 in in ADP jm214m92p6j 8 21 an an DET jm214m92p6j 8 22 iterative iterative ADJ jm214m92p6j 8 23 manner manner NOUN jm214m92p6j 8 24 , , PUNCT jm214m92p6j 8 25 while while SCONJ jm214m92p6j 8 26 simultaneously simultaneously ADV jm214m92p6j 8 27 reducing reduce VERB jm214m92p6j 8 28 the the DET jm214m92p6j 8 29 design design NOUN jm214m92p6j 8 30 cycle cycle NOUN jm214m92p6j 8 31 time time NOUN jm214m92p6j 8 32 . . PUNCT jm214m92p6j 9 1 the the DET jm214m92p6j 9 2 present present ADJ jm214m92p6j 9 3 investigation investigation NOUN jm214m92p6j 9 4 focuses focus VERB jm214m92p6j 9 5 on on ADP jm214m92p6j 9 6 the the DET jm214m92p6j 9 7 development development NOUN jm214m92p6j 9 8 of of ADP jm214m92p6j 9 9 a a DET jm214m92p6j 9 10 simulation simulation NOUN jm214m92p6j 9 11 - - PUNCT jm214m92p6j 9 12 based base VERB jm214m92p6j 9 13 design design NOUN jm214m92p6j 9 14 optimization optimization NOUN jm214m92p6j 9 15 methodology methodology NOUN jm214m92p6j 9 16 to to PART jm214m92p6j 9 17 predict predict VERB jm214m92p6j 9 18 the the DET jm214m92p6j 9 19 most most ADV jm214m92p6j 9 20 suitable suitable ADJ jm214m92p6j 9 21 microstructures microstructure NOUN jm214m92p6j 9 22 of of ADP jm214m92p6j 9 23 silicon silicon PROPN jm214m92p6j 9 24 carbide carbide PROPN jm214m92p6j 9 25 silicon silicon PROPN jm214m92p6j 9 26 nitride nitride PROPN jm214m92p6j 9 27 ( ( PUNCT jm214m92p6j 9 28 sic sic NOUN jm214m92p6j 9 29 - - PUNCT jm214m92p6j 9 30 si3n4 si3n4 NOUN jm214m92p6j 9 31 ) ) PUNCT jm214m92p6j 9 32 nanocomposites nanocomposite NOUN jm214m92p6j 9 33 for for ADP jm214m92p6j 9 34 desired desire VERB jm214m92p6j 9 35 high high ADJ jm214m92p6j 9 36 temperature temperature NOUN jm214m92p6j 9 37 properties property NOUN jm214m92p6j 9 38 . . PUNCT jm214m92p6j 10 1 this this DET jm214m92p6j 10 2 work work NOUN jm214m92p6j 10 3 presents present VERB jm214m92p6j 10 4 a a DET jm214m92p6j 10 5 systematic systematic ADJ jm214m92p6j 10 6 optimization optimization NOUN jm214m92p6j 10 7 methodology methodology NOUN jm214m92p6j 10 8 to to PART jm214m92p6j 10 9 predict predict VERB jm214m92p6j 10 10 optimal optimal ADJ jm214m92p6j 10 11 material material NOUN jm214m92p6j 10 12 microstructures microstructure NOUN jm214m92p6j 10 13 , , PUNCT jm214m92p6j 10 14 while while SCONJ jm214m92p6j 10 15 considering consider VERB jm214m92p6j 10 16 uncertainties uncertainty NOUN jm214m92p6j 10 17 in in ADP jm214m92p6j 10 18 the the DET jm214m92p6j 10 19 microstructural microstructural ADJ jm214m92p6j 10 20 representations representation NOUN jm214m92p6j 10 21 with with ADP jm214m92p6j 10 22 simultaneous simultaneous ADJ jm214m92p6j 10 23 reduction reduction NOUN jm214m92p6j 10 24 in in ADP jm214m92p6j 10 25 the the DET jm214m92p6j 10 26 design design NOUN jm214m92p6j 10 27 cycle cycle NOUN jm214m92p6j 10 28 time time NOUN jm214m92p6j 10 29 . . PUNCT jm214m92p6j 11 1 also also ADV jm214m92p6j 11 2 , , PUNCT jm214m92p6j 11 3 a a DET jm214m92p6j 11 4 trust trust NOUN jm214m92p6j 11 5 region region NOUN jm214m92p6j 11 6 managed manage VERB jm214m92p6j 11 7 variable variable ADJ jm214m92p6j 11 8 fidelity fidelity NOUN jm214m92p6j 11 9 optimization optimization NOUN jm214m92p6j 11 10 framework framework NOUN jm214m92p6j 11 11 is be AUX jm214m92p6j 11 12 proposed propose VERB jm214m92p6j 11 13 in in ADP jm214m92p6j 11 14 this this DET jm214m92p6j 11 15 investigation investigation NOUN jm214m92p6j 11 16 to to PART jm214m92p6j 11 17 address address VERB jm214m92p6j 11 18 the the DET jm214m92p6j 11 19 computational computational ADJ jm214m92p6j 11 20 challenges challenge NOUN jm214m92p6j 11 21 and and CCONJ jm214m92p6j 11 22 model model NOUN jm214m92p6j 11 23 management management NOUN jm214m92p6j 11 24 issues issue NOUN jm214m92p6j 11 25 that that PRON jm214m92p6j 11 26 are be AUX jm214m92p6j 11 27 inherent inherent ADJ jm214m92p6j 11 28 to to ADP jm214m92p6j 11 29 multiscale multiscale ADJ jm214m92p6j 11 30 material material NOUN jm214m92p6j 11 31 design design NOUN jm214m92p6j 11 32 . . PUNCT jm214m92p6j 12 1 although although SCONJ jm214m92p6j 12 2 the the DET jm214m92p6j 12 3 material material NOUN jm214m92p6j 12 4 of of ADP jm214m92p6j 12 5 interest interest NOUN jm214m92p6j 12 6 in in ADP jm214m92p6j 12 7 this this DET jm214m92p6j 12 8 investigation investigation NOUN jm214m92p6j 12 9 is be AUX jm214m92p6j 12 10 silicon silicon NOUN jm214m92p6j 12 11 carbide carbide PROPN jm214m92p6j 12 12 silicon silicon PROPN jm214m92p6j 12 13 nitride nitride PROPN jm214m92p6j 12 14 ( ( PUNCT jm214m92p6j 12 15 sic sic NOUN jm214m92p6j 12 16 - - PUNCT jm214m92p6j 12 17 si3n4 si3n4 PROPN jm214m92p6j 12 18 ) ) PUNCT jm214m92p6j 12 19 , , PUNCT jm214m92p6j 12 20 the the DET jm214m92p6j 12 21 presented present VERB jm214m92p6j 12 22 methods method NOUN jm214m92p6j 12 23 are be AUX jm214m92p6j 12 24 not not PART jm214m92p6j 12 25 restrictive restrictive ADJ jm214m92p6j 12 26 and and CCONJ jm214m92p6j 12 27 could could AUX jm214m92p6j 12 28 be be AUX jm214m92p6j 12 29 an an DET jm214m92p6j 12 30 invaluable invaluable ADJ jm214m92p6j 12 31 design design NOUN jm214m92p6j 12 32 tool tool NOUN jm214m92p6j 12 33 to to PART jm214m92p6j 12 34 support support VERB jm214m92p6j 12 35 the the DET jm214m92p6j 12 36 development development NOUN jm214m92p6j 12 37 of of ADP jm214m92p6j 12 38 any any DET jm214m92p6j 12 39 type type NOUN jm214m92p6j 12 40 of of ADP jm214m92p6j 12 41 materials material NOUN jm214m92p6j 12 42 . . PUNCT jm214m92p6j 13 1 overall overall ADV jm214m92p6j 13 2 , , PUNCT jm214m92p6j 13 3 the the DET jm214m92p6j 13 4 result result NOUN jm214m92p6j 13 5 of of ADP jm214m92p6j 13 6 the the DET jm214m92p6j 13 7 present present ADJ jm214m92p6j 13 8 investigation investigation NOUN jm214m92p6j 13 9 is be AUX jm214m92p6j 13 10 a a DET jm214m92p6j 13 11 systematic systematic ADJ jm214m92p6j 13 12 method method NOUN jm214m92p6j 13 13 capable capable ADJ jm214m92p6j 13 14 of of ADP jm214m92p6j 13 15 predicting predict VERB jm214m92p6j 13 16 optimal optimal ADJ jm214m92p6j 13 17 microstructure microstructure NOUN jm214m92p6j 13 18 that that PRON jm214m92p6j 13 19 will will AUX jm214m92p6j 13 20 satisfy satisfy VERB jm214m92p6j 13 21 the the DET jm214m92p6j 13 22 design design NOUN jm214m92p6j 13 23 requirements requirement NOUN jm214m92p6j 13 24 of of ADP jm214m92p6j 13 25 targeted targeted ADJ jm214m92p6j 13 26 properties property NOUN jm214m92p6j 13 27 , , PUNCT jm214m92p6j 13 28 while while SCONJ jm214m92p6j 13 29 reducing reduce VERB jm214m92p6j 13 30 cost cost NOUN jm214m92p6j 13 31 and and CCONJ jm214m92p6j 13 32 time time NOUN jm214m92p6j 13 33 . . PUNCT