id sid tid token lemma pos 8c97kp8164f 1 1 heterogeneous heterogeneous ADJ 8c97kp8164f 1 2 materials material NOUN 8c97kp8164f 1 3 are be AUX 8c97kp8164f 1 4 widely widely ADV 8c97kp8164f 1 5 used use VERB 8c97kp8164f 1 6 in in ADP 8c97kp8164f 1 7 engineering engineering NOUN 8c97kp8164f 1 8 applications application NOUN 8c97kp8164f 1 9 . . PUNCT 8c97kp8164f 2 1 materials material NOUN 8c97kp8164f 2 2 with with ADP 8c97kp8164f 2 3 different different ADJ 8c97kp8164f 2 4 properties property NOUN 8c97kp8164f 2 5 can can AUX 8c97kp8164f 2 6 be be AUX 8c97kp8164f 2 7 combined combine VERB 8c97kp8164f 2 8 to to PART 8c97kp8164f 2 9 obtain obtain VERB 8c97kp8164f 2 10 composites composite NOUN 8c97kp8164f 2 11 with with ADP 8c97kp8164f 2 12 enhanced enhanced ADJ 8c97kp8164f 2 13 capabilities capability NOUN 8c97kp8164f 2 14 . . PUNCT 8c97kp8164f 3 1 the the DET 8c97kp8164f 3 2 application application NOUN 8c97kp8164f 3 3 of of ADP 8c97kp8164f 3 4 these these DET 8c97kp8164f 3 5 materials material NOUN 8c97kp8164f 3 6 can can AUX 8c97kp8164f 3 7 be be AUX 8c97kp8164f 3 8 observed observe VERB 8c97kp8164f 3 9 across across ADP 8c97kp8164f 3 10 many many ADJ 8c97kp8164f 3 11 different different ADJ 8c97kp8164f 3 12 industries industry NOUN 8c97kp8164f 3 13 , , PUNCT 8c97kp8164f 3 14 with with ADP 8c97kp8164f 3 15 much much ADJ 8c97kp8164f 3 16 interest interest NOUN 8c97kp8164f 3 17 given give VERB 8c97kp8164f 3 18 to to ADP 8c97kp8164f 3 19 designing design VERB 8c97kp8164f 3 20 and and CCONJ 8c97kp8164f 3 21 predicting predict VERB 8c97kp8164f 3 22 their their PRON 8c97kp8164f 3 23 response response NOUN 8c97kp8164f 3 24 to to ADP 8c97kp8164f 3 25 applied apply VERB 8c97kp8164f 3 26 loads load NOUN 8c97kp8164f 3 27 . . PUNCT 8c97kp8164f 4 1 utilizing utilize VERB 8c97kp8164f 4 2 finite finite NOUN 8c97kp8164f 4 3 elements element NOUN 8c97kp8164f 4 4 such such ADJ 8c97kp8164f 4 5 materials material NOUN 8c97kp8164f 4 6 are be AUX 8c97kp8164f 4 7 able able ADJ 8c97kp8164f 4 8 to to PART 8c97kp8164f 4 9 be be AUX 8c97kp8164f 4 10 simulated simulate VERB 8c97kp8164f 4 11 . . PUNCT 8c97kp8164f 5 1 if if SCONJ 8c97kp8164f 5 2 such such ADJ 8c97kp8164f 5 3 materials material NOUN 8c97kp8164f 5 4 are be AUX 8c97kp8164f 5 5 modeled model VERB 8c97kp8164f 5 6 using use VERB 8c97kp8164f 5 7 a a DET 8c97kp8164f 5 8 direct direct ADJ 8c97kp8164f 5 9 numerical numerical ADJ 8c97kp8164f 5 10 model model NOUN 8c97kp8164f 5 11 ( ( PUNCT 8c97kp8164f 5 12 dnm dnm PROPN 8c97kp8164f 5 13 ) ) PUNCT 8c97kp8164f 5 14 , , PUNCT 8c97kp8164f 5 15 the the DET 8c97kp8164f 5 16 finest fine ADJ 8c97kp8164f 5 17 length length NOUN 8c97kp8164f 5 18 scale scale NOUN 8c97kp8164f 5 19 is be AUX 8c97kp8164f 5 20 represented represent VERB 8c97kp8164f 5 21 by by ADP 8c97kp8164f 5 22 the the DET 8c97kp8164f 5 23 mesh mesh NOUN 8c97kp8164f 5 24 discretization discretization NOUN 8c97kp8164f 5 25 . . PUNCT 8c97kp8164f 6 1 however however ADV 8c97kp8164f 6 2 , , PUNCT 8c97kp8164f 6 3 for for ADP 8c97kp8164f 6 4 large large ADJ 8c97kp8164f 6 5 , , PUNCT 8c97kp8164f 6 6 industrial industrial ADJ 8c97kp8164f 6 7 problems problem NOUN 8c97kp8164f 6 8 this this PRON 8c97kp8164f 6 9 is be AUX 8c97kp8164f 6 10 done do VERB 8c97kp8164f 6 11 at at ADP 8c97kp8164f 6 12 great great ADJ 8c97kp8164f 6 13 computational computational ADJ 8c97kp8164f 6 14 cost cost NOUN 8c97kp8164f 6 15 . . PUNCT 8c97kp8164f 7 1 multi multi ADJ 8c97kp8164f 7 2 - - ADJ 8c97kp8164f 7 3 scale scale ADJ 8c97kp8164f 7 4 formulations formulation NOUN 8c97kp8164f 7 5 have have AUX 8c97kp8164f 7 6 been be AUX 8c97kp8164f 7 7 used use VERB 8c97kp8164f 7 8 to to PART 8c97kp8164f 7 9 decrease decrease VERB 8c97kp8164f 7 10 the the DET 8c97kp8164f 7 11 computational computational ADJ 8c97kp8164f 7 12 cost cost NOUN 8c97kp8164f 7 13 , , PUNCT 8c97kp8164f 7 14 making make VERB 8c97kp8164f 7 15 use use NOUN 8c97kp8164f 7 16 of of ADP 8c97kp8164f 7 17 a a DET 8c97kp8164f 7 18 periodic periodic ADJ 8c97kp8164f 7 19 representative representative ADJ 8c97kp8164f 7 20 unit unit NOUN 8c97kp8164f 7 21 cell cell NOUN 8c97kp8164f 7 22 ( ( PUNCT 8c97kp8164f 7 23 ruc ruc NOUN 8c97kp8164f 7 24 ) ) PUNCT 8c97kp8164f 7 25 . . PUNCT 8c97kp8164f 8 1 such such ADJ 8c97kp8164f 8 2 cells cell NOUN 8c97kp8164f 8 3 are be AUX 8c97kp8164f 8 4 embedded embed VERB 8c97kp8164f 8 5 into into ADP 8c97kp8164f 8 6 the the DET 8c97kp8164f 8 7 coarse coarse ADJ 8c97kp8164f 8 8 scale scale NOUN 8c97kp8164f 8 9 domain domain NOUN 8c97kp8164f 8 10 's 's PART 8c97kp8164f 8 11 integration integration NOUN 8c97kp8164f 8 12 points point NOUN 8c97kp8164f 8 13 ( ( PUNCT 8c97kp8164f 8 14 fe2 fe2 X 8c97kp8164f 8 15 ) ) PUNCT 8c97kp8164f 8 16 , , PUNCT 8c97kp8164f 8 17 which which PRON 8c97kp8164f 8 18 can can AUX 8c97kp8164f 8 19 also also ADV 8c97kp8164f 8 20 be be AUX 8c97kp8164f 8 21 computationally computationally ADV 8c97kp8164f 8 22 expensive expensive ADJ 8c97kp8164f 8 23 . . PUNCT 8c97kp8164f 9 1 methods method NOUN 8c97kp8164f 9 2 have have AUX 8c97kp8164f 9 3 been be AUX 8c97kp8164f 9 4 produced produce VERB 8c97kp8164f 9 5 to to PART 8c97kp8164f 9 6 further far ADV 8c97kp8164f 9 7 reduce reduce VERB 8c97kp8164f 9 8 the the DET 8c97kp8164f 9 9 cost cost NOUN 8c97kp8164f 9 10 of of ADP 8c97kp8164f 9 11 multi multi ADJ 8c97kp8164f 9 12 - - ADJ 8c97kp8164f 9 13 scale scale ADJ 8c97kp8164f 9 14 formulations formulation NOUN 8c97kp8164f 9 15 by by ADP 8c97kp8164f 9 16 embedding embed VERB 8c97kp8164f 9 17 the the DET 8c97kp8164f 9 18 macro macro ADJ 8c97kp8164f 9 19 - - ADJ 8c97kp8164f 9 20 scale scale ADJ 8c97kp8164f 9 21 solution solution NOUN 8c97kp8164f 9 22 with with ADP 8c97kp8164f 9 23 the the DET 8c97kp8164f 9 24 relevant relevant ADJ 8c97kp8164f 9 25 micro micro ADJ 8c97kp8164f 9 26 - - ADJ 8c97kp8164f 9 27 scale scale ADJ 8c97kp8164f 9 28 features feature NOUN 8c97kp8164f 9 29 . . PUNCT 8c97kp8164f 10 1 such such ADJ 8c97kp8164f 10 2 methods method NOUN 8c97kp8164f 10 3 are be AUX 8c97kp8164f 10 4 referred refer VERB 8c97kp8164f 10 5 to to ADP 8c97kp8164f 10 6 as as ADP 8c97kp8164f 10 7 transformation transformation NOUN 8c97kp8164f 10 8 field field NOUN 8c97kp8164f 10 9 analysis analysis NOUN 8c97kp8164f 10 10 ( ( PUNCT 8c97kp8164f 10 11 tfa).this tfa).this PRON 8c97kp8164f 10 12 work work NOUN 8c97kp8164f 10 13 presents present VERB 8c97kp8164f 10 14 a a DET 8c97kp8164f 10 15 new new ADJ 8c97kp8164f 10 16 approach approach NOUN 8c97kp8164f 10 17 to to ADP 8c97kp8164f 10 18 the the DET 8c97kp8164f 10 19 traditional traditional ADJ 8c97kp8164f 10 20 tfa tfa NOUN 8c97kp8164f 10 21 developed develop VERB 8c97kp8164f 10 22 by by ADP 8c97kp8164f 10 23 dvorak dvorak PROPN 8c97kp8164f 10 24 , , PUNCT 8c97kp8164f 10 25 expanding expand VERB 8c97kp8164f 10 26 on on ADP 8c97kp8164f 10 27 the the DET 8c97kp8164f 10 28 multi multi ADJ 8c97kp8164f 10 29 - - ADJ 8c97kp8164f 10 30 scale scale ADJ 8c97kp8164f 10 31 enrichment enrichment NOUN 8c97kp8164f 10 32 techniques technique NOUN 8c97kp8164f 10 33 developed develop VERB 8c97kp8164f 10 34 by by ADP 8c97kp8164f 10 35 fish fish NOUN 8c97kp8164f 10 36 . . PUNCT 8c97kp8164f 11 1 tfa tfa NOUN 8c97kp8164f 11 2 relies rely VERB 8c97kp8164f 11 3 upon upon SCONJ 8c97kp8164f 11 4 the the DET 8c97kp8164f 11 5 development development NOUN 8c97kp8164f 11 6 of of ADP 8c97kp8164f 11 7 influence influence NOUN 8c97kp8164f 11 8 functions function NOUN 8c97kp8164f 11 9 and and CCONJ 8c97kp8164f 11 10 concentration concentration NOUN 8c97kp8164f 11 11 tensors tensor NOUN 8c97kp8164f 11 12 to to ADP 8c97kp8164f 11 13 upscale upscale ADJ 8c97kp8164f 11 14 information information NOUN 8c97kp8164f 11 15 on on ADP 8c97kp8164f 11 16 the the DET 8c97kp8164f 11 17 fine fine ADJ 8c97kp8164f 11 18 scale scale NOUN 8c97kp8164f 11 19 to to ADP 8c97kp8164f 11 20 the the DET 8c97kp8164f 11 21 coarse coarse ADJ 8c97kp8164f 11 22 scale scale NOUN 8c97kp8164f 11 23 , , PUNCT 8c97kp8164f 11 24 with with ADP 8c97kp8164f 11 25 information information NOUN 8c97kp8164f 11 26 being be AUX 8c97kp8164f 11 27 passed pass VERB 8c97kp8164f 11 28 between between ADP 8c97kp8164f 11 29 a a DET 8c97kp8164f 11 30 fine fine ADJ 8c97kp8164f 11 31 scale scale NOUN 8c97kp8164f 11 32 mesh mesh NOUN 8c97kp8164f 11 33 and and CCONJ 8c97kp8164f 11 34 a a DET 8c97kp8164f 11 35 single single ADJ 8c97kp8164f 11 36 coarse coarse ADJ 8c97kp8164f 11 37 scale scale NOUN 8c97kp8164f 11 38 element element NOUN 8c97kp8164f 11 39 ( ( PUNCT 8c97kp8164f 11 40 local local ADJ 8c97kp8164f 11 41 tfa tfa NOUN 8c97kp8164f 11 42 ) ) PUNCT 8c97kp8164f 11 43 . . PUNCT 8c97kp8164f 12 1 a a DET 8c97kp8164f 12 2 new new ADJ 8c97kp8164f 12 3 model model NOUN 8c97kp8164f 12 4 is be AUX 8c97kp8164f 12 5 proposed propose VERB 8c97kp8164f 12 6 , , PUNCT 8c97kp8164f 12 7 one one NUM 8c97kp8164f 12 8 that that PRON 8c97kp8164f 12 9 allows allow VERB 8c97kp8164f 12 10 communication communication NOUN 8c97kp8164f 12 11 of of ADP 8c97kp8164f 12 12 eigenstrain eigenstrain ADJ 8c97kp8164f 12 13 effects effect NOUN 8c97kp8164f 12 14 between between ADP 8c97kp8164f 12 15 all all DET 8c97kp8164f 12 16 fine fine ADJ 8c97kp8164f 12 17 scale scale NOUN 8c97kp8164f 12 18 meshes mesh NOUN 8c97kp8164f 12 19 and and CCONJ 8c97kp8164f 12 20 all all DET 8c97kp8164f 12 21 coarse coarse ADJ 8c97kp8164f 12 22 scale scale NOUN 8c97kp8164f 12 23 elements element NOUN 8c97kp8164f 12 24 ( ( PUNCT 8c97kp8164f 12 25 nonlocal nonlocal ADJ 8c97kp8164f 12 26 tfa).a tfa).a PUNCT 8c97kp8164f 12 27 2d 2d NOUN 8c97kp8164f 12 28 plane plane NOUN 8c97kp8164f 12 29 - - PUNCT 8c97kp8164f 12 30 strain strain NOUN 8c97kp8164f 12 31 mechanical mechanical ADJ 8c97kp8164f 12 32 model model NOUN 8c97kp8164f 12 33 is be AUX 8c97kp8164f 12 34 developed develop VERB 8c97kp8164f 12 35 to to PART 8c97kp8164f 12 36 solve solve VERB 8c97kp8164f 12 37 2 2 NUM 8c97kp8164f 12 38 - - PUNCT 8c97kp8164f 12 39 scale scale NOUN 8c97kp8164f 12 40 problems problem NOUN 8c97kp8164f 12 41 . . PUNCT 8c97kp8164f 13 1 an an DET 8c97kp8164f 13 2 isotropic isotropic ADJ 8c97kp8164f 13 3 linear linear ADJ 8c97kp8164f 13 4 hardening hardening NOUN 8c97kp8164f 13 5 model model NOUN 8c97kp8164f 13 6 is be AUX 8c97kp8164f 13 7 used use VERB 8c97kp8164f 13 8 with with SCONJ 8c97kp8164f 13 9 j2 j2 PROPN 8c97kp8164f 13 10 plasticity plasticity NOUN 8c97kp8164f 13 11 to to PART 8c97kp8164f 13 12 represent represent VERB 8c97kp8164f 13 13 eigenstrains eigenstrain NOUN 8c97kp8164f 13 14 as as ADP 8c97kp8164f 13 15 plastic plastic ADJ 8c97kp8164f 13 16 strains strain NOUN 8c97kp8164f 13 17 . . PUNCT 8c97kp8164f 14 1 a a DET 8c97kp8164f 14 2 model model NOUN 8c97kp8164f 14 3 reduction reduction NOUN 8c97kp8164f 14 4 is be AUX 8c97kp8164f 14 5 also also ADV 8c97kp8164f 14 6 used use VERB 8c97kp8164f 14 7 to to PART 8c97kp8164f 14 8 demonstrate demonstrate VERB 8c97kp8164f 14 9 how how SCONJ 8c97kp8164f 14 10 nonlocal nonlocal ADJ 8c97kp8164f 14 11 tfa tfa NOUN 8c97kp8164f 14 12 performs perform VERB 8c97kp8164f 14 13 in in ADP 8c97kp8164f 14 14 comparison comparison NOUN 8c97kp8164f 14 15 to to ADP 8c97kp8164f 14 16 local local ADJ 8c97kp8164f 14 17 tfa tfa NOUN 8c97kp8164f 14 18 with with ADP 8c97kp8164f 14 19 piecewise piecewise NOUN 8c97kp8164f 14 20 continuous continuous ADJ 8c97kp8164f 14 21 strains strain NOUN 8c97kp8164f 14 22 . . PUNCT 8c97kp8164f 15 1 the the DET 8c97kp8164f 15 2 models model NOUN 8c97kp8164f 15 3 are be AUX 8c97kp8164f 15 4 discretized discretize VERB 8c97kp8164f 15 5 and and CCONJ 8c97kp8164f 15 6 implemented implement VERB 8c97kp8164f 15 7 into into ADP 8c97kp8164f 15 8 a a DET 8c97kp8164f 15 9 numerical numerical ADJ 8c97kp8164f 15 10 solver solver NOUN 8c97kp8164f 15 11 . . PUNCT 8c97kp8164f 16 1 a a DET 8c97kp8164f 16 2 direct direct ADJ 8c97kp8164f 16 3 numerical numerical ADJ 8c97kp8164f 16 4 model model NOUN 8c97kp8164f 16 5 is be AUX 8c97kp8164f 16 6 also also ADV 8c97kp8164f 16 7 provided provide VERB 8c97kp8164f 16 8 for for ADP 8c97kp8164f 16 9 verification verification NOUN 8c97kp8164f 16 10 purposes purpose NOUN 8c97kp8164f 16 11 , , PUNCT 8c97kp8164f 16 12 with with ADP 8c97kp8164f 16 13 a a DET 8c97kp8164f 16 14 method method NOUN 8c97kp8164f 16 15 of of ADP 8c97kp8164f 16 16 manufactured manufacture VERB 8c97kp8164f 16 17 solutions solution NOUN 8c97kp8164f 16 18 used use VERB 8c97kp8164f 16 19 to to PART 8c97kp8164f 16 20 verify verify VERB 8c97kp8164f 16 21 the the DET 8c97kp8164f 16 22 dnm dnm PROPN 8c97kp8164f 16 23 . . PROPN 8c97kp8164f 17 1 afterwards afterwards ADV 8c97kp8164f 17 2 , , PUNCT 8c97kp8164f 17 3 the the DET 8c97kp8164f 17 4 results result NOUN 8c97kp8164f 17 5 are be AUX 8c97kp8164f 17 6 discussed.this discussed.this PRON 8c97kp8164f 17 7 work work NOUN 8c97kp8164f 17 8 may may AUX 8c97kp8164f 17 9 be be AUX 8c97kp8164f 17 10 expanded expand VERB 8c97kp8164f 17 11 to to PART 8c97kp8164f 17 12 include include VERB 8c97kp8164f 17 13 cohesive cohesive ADJ 8c97kp8164f 17 14 interfaces interface NOUN 8c97kp8164f 17 15 between between ADP 8c97kp8164f 17 16 the the DET 8c97kp8164f 17 17 matrix matrix NOUN 8c97kp8164f 17 18 and and CCONJ 8c97kp8164f 17 19 particles particle NOUN 8c97kp8164f 17 20 , , PUNCT 8c97kp8164f 17 21 as as ADV 8c97kp8164f 17 22 well well ADV 8c97kp8164f 17 23 as as ADP 8c97kp8164f 17 24 the the DET 8c97kp8164f 17 25 inclusion inclusion NOUN 8c97kp8164f 17 26 of of ADP 8c97kp8164f 17 27 fracture fracture NOUN 8c97kp8164f 17 28 mechanics mechanic NOUN 8c97kp8164f 17 29 , , PUNCT 8c97kp8164f 17 30 allowing allow VERB 8c97kp8164f 17 31 the the DET 8c97kp8164f 17 32 model model NOUN 8c97kp8164f 17 33 to to PART 8c97kp8164f 17 34 capture capture VERB 8c97kp8164f 17 35 separation separation NOUN 8c97kp8164f 17 36 of of ADP 8c97kp8164f 17 37 particles particle NOUN 8c97kp8164f 17 38 from from ADP 8c97kp8164f 17 39 the the DET 8c97kp8164f 17 40 matrix matrix NOUN 8c97kp8164f 17 41 , , PUNCT 8c97kp8164f 17 42 as as ADV 8c97kp8164f 17 43 well well ADV 8c97kp8164f 17 44 as as ADP 8c97kp8164f 17 45 other other ADJ 8c97kp8164f 17 46 micro micro ADJ 8c97kp8164f 17 47 mechanical mechanical ADJ 8c97kp8164f 17 48 effects effect NOUN 8c97kp8164f 17 49 . . PUNCT