id sid tid token lemma pos fis-4783 1 1 microsoft microsoft PROPN fis-4783 1 2 word word PROPN fis-4783 1 3 numero_68_art_23_4783.docx numero_68_art_23_4783.docx VERB fis-4783 1 4     SPACE fis-4783 1 5 m. m. NOUN fis-4783 1 6 sarparast sarparast ADP fis-4783 1 7 et et PROPN fis-4783 1 8 alii alii PROPN fis-4783 1 9 , , PUNCT fis-4783 1 10 frattura frattura PROPN fis-4783 1 11 ed ed PROPN fis-4783 1 12 integrità integrità PROPN fis-4783 1 13 strutturale strutturale PROPN fis-4783 1 14 , , PUNCT fis-4783 1 15 68 68 NUM fis-4783 1 16 ( ( PUNCT fis-4783 1 17 2024 2024 NUM fis-4783 1 18 ) ) PUNCT fis-4783 1 19 340 340 NUM fis-4783 1 20 - - SYM fis-4783 1 21 356 356 NUM fis-4783 1 22 ; ; PUNCT fis-4783 1 23 doi doi NOUN fis-4783 1 24 : : PUNCT fis-4783 1 25 10.3221 10.3221 NUM fis-4783 1 26 / / SYM fis-4783 1 27 igf igf PROPN fis-4783 1 28 - - PUNCT fis-4783 1 29 esis.68.23 esis.68.23 PROPN fis-4783 1 30     SPACE fis-4783 1 31 340 340 NUM fis-4783 1 32     SPACE fis-4783 1 33 predictive predictive ADJ fis-4783 1 34 modeling modeling NOUN fis-4783 1 35 of of ADP fis-4783 1 36 fracture fracture ADJ fis-4783 1 37 behavior behavior NOUN fis-4783 1 38 in in ADP fis-4783 1 39 ti6al4v ti6al4v ADP fis-4783 1 40 alloys alloy NOUN fis-4783 1 41 manufactured manufacture VERB fis-4783 1 42 by by ADP fis-4783 1 43 slm slm PROPN fis-4783 1 44 process process PROPN fis-4783 1 45 mohsen mohsen PROPN fis-4783 1 46 sarparast sarparast PROPN fis-4783 1 47 department department PROPN fis-4783 1 48 of of ADP fis-4783 1 49 mechanical mechanical ADJ fis-4783 1 50 , , PUNCT fis-4783 1 51 industrial industrial ADJ fis-4783 1 52 & & CCONJ fis-4783 1 53 manufacturing manufacturing PROPN fis-4783 1 54 engineering engineering NOUN fis-4783 1 55 , , PUNCT fis-4783 1 56 the the DET fis-4783 1 57 university university PROPN fis-4783 1 58 of of ADP fis-4783 1 59 toledo toledo PROPN fis-4783 1 60 , , PUNCT fis-4783 1 61 toledo toledo PROPN fis-4783 1 62 , , PUNCT fis-4783 1 63 oh oh INTJ fis-4783 1 64 , , PUNCT fis-4783 1 65 usa usa PROPN fis-4783 1 66 mohsen.sarparast@rockets.utoledo.edu mohsen.sarparast@rockets.utoledo.edu PROPN fis-4783 1 67 , , PUNCT fis-4783 1 68 https://orcid.org/0000-0002-9159-8460 https://orcid.org/0000-0002-9159-8460 PROPN fis-4783 1 69 majid majid PROPN fis-4783 1 70 shafaie shafaie PROPN fis-4783 1 71 department department PROPN fis-4783 1 72 of of ADP fis-4783 1 73 mechanical mechanical ADJ fis-4783 1 74 engineering engineering NOUN fis-4783 1 75 , , PUNCT fis-4783 1 76 amirkabir amirkabir NOUN fis-4783 1 77 university university PROPN fis-4783 1 78 of of ADP fis-4783 1 79 technology technology PROPN fis-4783 1 80 , , PUNCT fis-4783 1 81 tehran tehran PROPN fis-4783 1 82 , , PUNCT fis-4783 1 83 iran iran PROPN fis-4783 1 84 . . PUNCT fis-4783 2 1 magician754@aut.ac.ir magician754@aut.ac.ir VERB fis-4783 2 2 , , PUNCT fis-4783 2 3 https://orcid.org/0000-0002-3140-5495 https://orcid.org/0000-0002-3140-5495 PROPN fis-4783 2 4 mohammad mohammad PROPN fis-4783 2 5 davoodi davoodi PROPN fis-4783 2 6 , , PUNCT fis-4783 2 7 ahmad ahmad PROPN fis-4783 2 8 memaran memaran PROPN fis-4783 2 9 babakan babakan PROPN fis-4783 2 10 department department PROPN fis-4783 2 11 of of ADP fis-4783 2 12 mechanical mechanical ADJ fis-4783 2 13 engineering engineering NOUN fis-4783 2 14 , , PUNCT fis-4783 2 15 k. k. PROPN fis-4783 2 16 n. n. PROPN fis-4783 2 17 toosi toosi PROPN fis-4783 2 18 university university PROPN fis-4783 2 19 of of ADP fis-4783 2 20 technology technology PROPN fis-4783 2 21 , , PUNCT fis-4783 2 22 tehran tehran PROPN fis-4783 2 23 , , PUNCT fis-4783 2 24 iran iran PROPN fis-4783 2 25 . . PUNCT fis-4783 3 1 m.e_davoodi@yahoo.com m.e_davoodi@yahoo.com PROPN fis-4783 3 2 , , PUNCT fis-4783 3 3 ahmadmemaran1991@gmail.com ahmadmemaran1991@gmail.com PROPN fis-4783 3 4 hongyan hongyan PROPN fis-4783 3 5 zhang zhang PROPN fis-4783 3 6 department department PROPN fis-4783 3 7 of of ADP fis-4783 3 8 mechanical mechanical ADJ fis-4783 3 9 , , PUNCT fis-4783 3 10 industrial industrial ADJ fis-4783 3 11 & & CCONJ fis-4783 3 12 manufacturing manufacturing PROPN fis-4783 3 13 engineering engineering NOUN fis-4783 3 14 , , PUNCT fis-4783 3 15 the the DET fis-4783 3 16 university university PROPN fis-4783 3 17 of of ADP fis-4783 3 18 toledo toledo PROPN fis-4783 3 19 , , PUNCT fis-4783 3 20 toledo toledo PROPN fis-4783 3 21 , , PUNCT fis-4783 3 22 oh oh INTJ fis-4783 3 23 , , PUNCT fis-4783 3 24 usa usa PROPN fis-4783 3 25 hongyan.zhang@utoledo.edu hongyan.zhang@utoledo.edu NOUN fis-4783 3 26 keywords keyword NOUN fis-4783 3 27 . . PUNCT fis-4783 4 1 fracture fracture NOUN fis-4783 4 2 , , PUNCT fis-4783 4 3 gtn gtn PROPN fis-4783 4 4 model model PROPN fis-4783 4 5 , , PUNCT fis-4783 4 6 am be AUX fis-4783 4 7 , , PUNCT fis-4783 4 8 ann ann PROPN fis-4783 4 9 , , PUNCT fis-4783 4 10 hidden hidden ADJ fis-4783 4 11 layers layer NOUN fis-4783 4 12 . . PUNCT fis-4783 4 13         SPACE fis-4783 5 1 citation citation NOUN fis-4783 5 2 : : PUNCT fis-4783 5 3 sarparast sarparast ADJ fis-4783 5 4 , , PUNCT fis-4783 5 5 m. m. NOUN fis-4783 5 6 , , PUNCT fis-4783 5 7 shafaie shafaie PROPN fis-4783 5 8 , , PUNCT fis-4783 5 9 m. m. NOUN fis-4783 5 10 , , PUNCT fis-4783 5 11 davoodi davoodi PROPN fis-4783 5 12 , , PUNCT fis-4783 5 13 m. m. NOUN fis-4783 5 14 , , PUNCT fis-4783 5 15 memaran memaran ADJ fis-4783 5 16 babakan babakan ADJ fis-4783 5 17 , , PUNCT fis-4783 5 18 a. a. PROPN fis-4783 5 19 , , PUNCT fis-4783 5 20 zhang zhang PROPN fis-4783 5 21 , , PUNCT fis-4783 5 22 h. h. PROPN fis-4783 5 23 , , PUNCT fis-4783 5 24 predictive predictive ADJ fis-4783 5 25 modeling modeling NOUN fis-4783 5 26 of of ADP fis-4783 5 27 fracture fracture ADJ fis-4783 5 28 behavior behavior NOUN fis-4783 5 29 in in ADP fis-4783 5 30 ti6al4v ti6al4v ADP fis-4783 5 31 alloys alloy NOUN fis-4783 5 32 manufactured manufacture VERB fis-4783 5 33 by by ADP fis-4783 5 34 slm slm PROPN fis-4783 5 35 process process NOUN fis-4783 5 36 , , PUNCT fis-4783 5 37 frattura frattura PROPN fis-4783 5 38 ed ed PROPN fis-4783 5 39 integrità integrità PROPN fis-4783 5 40 strutturale strutturale PROPN fis-4783 5 41 , , PUNCT fis-4783 5 42 68 68 NUM fis-4783 5 43 ( ( PUNCT fis-4783 5 44 2024 2024 NUM fis-4783 5 45 ) ) PUNCT fis-4783 5 46 340 340 NUM fis-4783 5 47 - - SYM fis-4783 5 48 356 356 NUM fis-4783 5 49 . . PUNCT fis-4783 6 1 received receive VERB fis-4783 6 2 : : PUNCT fis-4783 6 3 29.12.2024 29.12.2024 NUM fis-4783 6 4 accepted accept VERB fis-4783 6 5 : : PUNCT fis-4783 6 6 09.03.2024 09.03.2024 NOUN fis-4783 6 7 published publish VERB fis-4783 6 8 : : PUNCT fis-4783 6 9 10.03.2024 10.03.2024 NUM fis-4783 6 10 issue issue NOUN fis-4783 6 11 : : PUNCT fis-4783 6 12 04.2024 04.2024 NUM fis-4783 6 13 copyright copyright NOUN fis-4783 6 14 : : PUNCT fis-4783 6 15 © © PROPN fis-4783 6 16 2024 2024 NUM fis-4783 6 17 this this PRON fis-4783 6 18 is be AUX fis-4783 6 19 an an DET fis-4783 6 20 open open ADJ fis-4783 6 21 access access NOUN fis-4783 6 22 article article NOUN fis-4783 6 23 under under ADP fis-4783 6 24 the the DET fis-4783 6 25 terms term NOUN fis-4783 6 26 of of ADP fis-4783 6 27 the the DET fis-4783 6 28 cc cc NOUN fis-4783 6 29 - - PUNCT fis-4783 6 30 by by ADP fis-4783 6 31 4.0 4.0 NUM fis-4783 6 32 , , PUNCT fis-4783 6 33 which which PRON fis-4783 6 34 permits permit VERB fis-4783 6 35 unrestricted unrestricted ADJ fis-4783 6 36 use use NOUN fis-4783 6 37 , , PUNCT fis-4783 6 38 distribution distribution NOUN fis-4783 6 39 , , PUNCT fis-4783 6 40 and and CCONJ fis-4783 6 41 reproduction reproduction NOUN fis-4783 6 42 in in ADP fis-4783 6 43 any any DET fis-4783 6 44 medium medium NOUN fis-4783 6 45 , , PUNCT fis-4783 6 46 provided provide VERB fis-4783 6 47 the the DET fis-4783 6 48 original original ADJ fis-4783 6 49 author author NOUN fis-4783 6 50 and and CCONJ fis-4783 6 51 source source NOUN fis-4783 6 52 are be AUX fis-4783 6 53 credited credit VERB fis-4783 6 54 . . PUNCT fis-4783 7 1 https://youtu.be/ovneehhuiri https://youtu.be/ovneehhuiri PRON fis-4783 7 2     SPACE fis-4783 7 3 m. m. NOUN fis-4783 7 4 sarparast sarparast ADP fis-4783 7 5 et et PROPN fis-4783 7 6 alii alii PROPN fis-4783 7 7 , , PUNCT fis-4783 7 8 frattura frattura PROPN fis-4783 7 9 ed ed PROPN fis-4783 7 10 integrità integrità PROPN fis-4783 7 11 strutturale strutturale PROPN fis-4783 7 12 , , PUNCT fis-4783 7 13 68 68 NUM fis-4783 7 14 ( ( PUNCT fis-4783 7 15 2024 2024 NUM fis-4783 7 16 ) ) PUNCT fis-4783 7 17 340 340 NUM fis-4783 7 18 - - SYM fis-4783 7 19 356 356 NUM fis-4783 7 20 ; ; PUNCT fis-4783 7 21 doi doi NOUN fis-4783 7 22 : : PUNCT fis-4783 7 23 10.3221 10.3221 NUM fis-4783 7 24 / / SYM fis-4783 7 25 igf igf PROPN fis-4783 7 26 - - PUNCT fis-4783 7 27 esis.68.23 esis.68.23 PROPN fis-4783 7 28     SPACE fis-4783 7 29 341 341 NUM fis-4783 7 30     SPACE fis-4783 7 31 introduction introduction NOUN fis-4783 7 32 dditive dditive NOUN fis-4783 7 33 manufacturing manufacturing NOUN fis-4783 7 34 ( ( PUNCT fis-4783 7 35 am be AUX fis-4783 7 36 ) ) PUNCT fis-4783 7 37 is be AUX fis-4783 7 38 a a DET fis-4783 7 39 powerful powerful ADJ fis-4783 7 40 technique technique NOUN fis-4783 7 41 in in ADP fis-4783 7 42 digital digital ADJ fis-4783 7 43 - - PUNCT fis-4783 7 44 manufacturing manufacture VERB fis-4783 7 45 objects object NOUN fis-4783 7 46 from from ADP fis-4783 7 47 three three NUM fis-4783 7 48 - - PUNCT fis-4783 7 49 dimensional dimensional ADJ fis-4783 7 50 ( ( PUNCT fis-4783 7 51 3d 3d NOUN fis-4783 7 52 ) ) PUNCT fis-4783 7 53 models model NOUN fis-4783 7 54 by by ADP fis-4783 7 55 depositing deposit VERB fis-4783 7 56 materials material NOUN fis-4783 7 57 layer layer NOUN fis-4783 7 58 by by ADP fis-4783 7 59 layer layer NOUN fis-4783 7 60 . . PUNCT fis-4783 8 1 complex complex ADJ fis-4783 8 2 structures structure NOUN fis-4783 8 3 that that PRON fis-4783 8 4 are be AUX fis-4783 8 5 difficult difficult ADJ fis-4783 8 6 to to PART fis-4783 8 7 be be AUX fis-4783 8 8 produced produce VERB fis-4783 8 9 through through ADP fis-4783 8 10 traditional traditional ADJ fis-4783 8 11 manufacturing manufacturing NOUN fis-4783 8 12 processes process NOUN fis-4783 8 13 can can AUX fis-4783 8 14 be be AUX fis-4783 8 15 easily easily ADV fis-4783 8 16 fabricated fabricate VERB fis-4783 8 17 by by ADP fis-4783 8 18 am am NOUN fis-4783 8 19 processes process NOUN fis-4783 8 20 [ [ X fis-4783 8 21 1 1 NUM fis-4783 8 22 - - SYM fis-4783 8 23 5 5 NUM fis-4783 8 24 ] ] PUNCT fis-4783 8 25 . . PUNCT fis-4783 9 1 the the DET fis-4783 9 2 selective selective ADJ fis-4783 9 3 laser laser NOUN fis-4783 9 4 melting melting NOUN fis-4783 9 5 ( ( PUNCT fis-4783 9 6 slm slm PROPN fis-4783 9 7 ) ) PUNCT fis-4783 9 8 is be AUX fis-4783 9 9 a a DET fis-4783 9 10 widely widely ADV fis-4783 9 11 used use VERB fis-4783 9 12 additive additive ADJ fis-4783 9 13 manufacturing manufacturing NOUN fis-4783 9 14 ( ( PUNCT fis-4783 9 15 am am NOUN fis-4783 9 16 ) ) PUNCT fis-4783 9 17 process process NOUN fis-4783 9 18 for for ADP fis-4783 9 19 producing produce VERB fis-4783 9 20 metallic metallic ADJ fis-4783 9 21 components component NOUN fis-4783 9 22 , , PUNCT fis-4783 9 23 particularly particularly ADV fis-4783 9 24 when when SCONJ fis-4783 9 25 utilizing utilize VERB fis-4783 9 26 powder powder NOUN fis-4783 9 27 - - PUNCT fis-4783 9 28 based base VERB fis-4783 9 29 materials material NOUN fis-4783 9 30 . . PUNCT fis-4783 10 1 its its PRON fis-4783 10 2 versatility versatility NOUN fis-4783 10 3 has have AUX fis-4783 10 4 garnered garner VERB fis-4783 10 5 attention attention NOUN fis-4783 10 6 from from ADP fis-4783 10 7 various various ADJ fis-4783 10 8 industries industry NOUN fis-4783 10 9 , , PUNCT fis-4783 10 10 including include VERB fis-4783 10 11 biomedical biomedical ADJ fis-4783 10 12 and and CCONJ fis-4783 10 13 aerospace aerospace NOUN fis-4783 10 14 sectors sector NOUN fis-4783 10 15 . . PUNCT fis-4783 11 1 ti6al4v ti6al4v ADP fis-4783 11 2 , , PUNCT fis-4783 11 3 a a DET fis-4783 11 4 titanium titanium NOUN fis-4783 11 5 alloy alloy NOUN fis-4783 11 6 , , PUNCT fis-4783 11 7 is be AUX fis-4783 11 8 particularly particularly ADV fis-4783 11 9 popular popular ADJ fis-4783 11 10 for for ADP fis-4783 11 11 the the DET fis-4783 11 12 slm slm PROPN fis-4783 11 13 process process NOUN fis-4783 11 14 due due ADP fis-4783 11 15 to to ADP fis-4783 11 16 its its PRON fis-4783 11 17 exceptional exceptional ADJ fis-4783 11 18 properties property NOUN fis-4783 11 19 , , PUNCT fis-4783 11 20 such such ADJ fis-4783 11 21 as as ADP fis-4783 11 22 high high ADJ fis-4783 11 23 strength strength NOUN fis-4783 11 24 - - PUNCT fis-4783 11 25 to to ADP fis-4783 11 26 - - PUNCT fis-4783 11 27 weight weight NOUN fis-4783 11 28 ratio ratio NOUN fis-4783 11 29 , , PUNCT fis-4783 11 30 low low ADJ fis-4783 11 31 density density NOUN fis-4783 11 32 , , PUNCT fis-4783 11 33 high high ADJ fis-4783 11 34 fracture fracture NOUN fis-4783 11 35 toughness toughness NOUN fis-4783 11 36 , , PUNCT fis-4783 11 37 excellent excellent ADJ fis-4783 11 38 corrosion corrosion NOUN fis-4783 11 39 resistance resistance NOUN fis-4783 11 40 , , PUNCT fis-4783 11 41 and and CCONJ fis-4783 11 42 remarkable remarkable ADJ fis-4783 11 43 biocompatibility biocompatibility NOUN fis-4783 11 44 . . PUNCT fis-4783 12 1 these these DET fis-4783 12 2 characteristics characteristic NOUN fis-4783 12 3 make make VERB fis-4783 12 4 ti6al4v ti6al4v PRON fis-4783 12 5 ideal ideal NOUN fis-4783 12 6 for for ADP fis-4783 12 7 manufacturing manufacture VERB fis-4783 12 8 final final ADJ fis-4783 12 9 parts part NOUN fis-4783 12 10 through through ADP fis-4783 12 11 the the DET fis-4783 12 12 slm slm PROPN fis-4783 12 13 process process NOUN fis-4783 12 14 [ [ X fis-4783 12 15 6 6 NUM fis-4783 12 16 - - SYM fis-4783 12 17 10 10 NUM fis-4783 12 18 ] ] PUNCT fis-4783 12 19 . . PUNCT fis-4783 13 1 the the DET fis-4783 13 2 study study NOUN fis-4783 13 3 of of ADP fis-4783 13 4 fracture fracture PROPN fis-4783 13 5 behavior behavior NOUN fis-4783 13 6 in in ADP fis-4783 13 7 additively additively ADV fis-4783 13 8 manufactured manufacture VERB fis-4783 13 9 components component NOUN fis-4783 13 10 is be AUX fis-4783 13 11 a a DET fis-4783 13 12 common common ADJ fis-4783 13 13 topic topic NOUN fis-4783 13 14 among among ADP fis-4783 13 15 scientists scientist NOUN fis-4783 13 16 due due ADP fis-4783 13 17 to to ADP fis-4783 13 18 the the DET fis-4783 13 19 complex complex ADJ fis-4783 13 20 stress stress NOUN fis-4783 13 21 and and CCONJ fis-4783 13 22 damage damage NOUN fis-4783 13 23 exposure exposure NOUN fis-4783 13 24 these these DET fis-4783 13 25 components component NOUN fis-4783 13 26 endure endure VERB fis-4783 13 27 . . PUNCT fis-4783 14 1 numerous numerous ADJ fis-4783 14 2 researchers researcher NOUN fis-4783 14 3 have have AUX fis-4783 14 4 dedicated dedicate VERB fis-4783 14 5 their their PRON fis-4783 14 6 efforts effort NOUN fis-4783 14 7 to to PART fis-4783 14 8 investigate investigate VERB fis-4783 14 9 and and CCONJ fis-4783 14 10 evaluate evaluate VERB fis-4783 14 11 the the DET fis-4783 14 12 fracture fracture ADJ fis-4783 14 13 behavior behavior NOUN fis-4783 14 14 of of ADP fis-4783 14 15 additively additively ADV fis-4783 14 16 manufactured manufacture VERB fis-4783 14 17 components component NOUN fis-4783 14 18 , , PUNCT fis-4783 14 19 employing employ VERB fis-4783 14 20 a a DET fis-4783 14 21 combination combination NOUN fis-4783 14 22 of of ADP fis-4783 14 23 computational computational ADJ fis-4783 14 24 modeling modeling NOUN fis-4783 14 25 and and CCONJ fis-4783 14 26 experimental experimental ADJ fis-4783 14 27 analysis analysis NOUN fis-4783 14 28 . . PUNCT fis-4783 15 1 in in ADP fis-4783 15 2 these these DET fis-4783 15 3 studies study NOUN fis-4783 15 4 , , PUNCT fis-4783 15 5 micromechanical micromechanical ADJ fis-4783 15 6 models model NOUN fis-4783 15 7 have have AUX fis-4783 15 8 been be AUX fis-4783 15 9 developed develop VERB fis-4783 15 10 to to PART fis-4783 15 11 capture capture VERB fis-4783 15 12 the the DET fis-4783 15 13 intricate intricate ADJ fis-4783 15 14 nature nature NOUN fis-4783 15 15 of of ADP fis-4783 15 16 ductile ductile NOUN fis-4783 15 17 fracture fracture NOUN fis-4783 15 18 , , PUNCT fis-4783 15 19 considering consider VERB fis-4783 15 20 processes process NOUN fis-4783 15 21 such such ADJ fis-4783 15 22 as as ADP fis-4783 15 23 micro micro ADJ fis-4783 15 24 - - NOUN fis-4783 15 25 void void ADJ fis-4783 15 26 nucleation nucleation NOUN fis-4783 15 27 , , PUNCT fis-4783 15 28 growth growth NOUN fis-4783 15 29 , , PUNCT fis-4783 15 30 and and CCONJ fis-4783 15 31 coalescence coalescence NOUN fis-4783 15 32 [ [ X fis-4783 15 33 11 11 NUM fis-4783 15 34 ] ] PUNCT fis-4783 15 35 . . PUNCT fis-4783 16 1 however however ADV fis-4783 16 2 , , PUNCT fis-4783 16 3 the the DET fis-4783 16 4 findings finding NOUN fis-4783 16 5 from from ADP fis-4783 16 6 these these DET fis-4783 16 7 investigations investigation NOUN fis-4783 16 8 have have AUX fis-4783 16 9 often often ADV fis-4783 16 10 yielded yield VERB fis-4783 16 11 varying vary VERB fis-4783 16 12 results result NOUN fis-4783 16 13 , , PUNCT fis-4783 16 14 highlighting highlight VERB fis-4783 16 15 the the DET fis-4783 16 16 complexity complexity NOUN fis-4783 16 17 of of ADP fis-4783 16 18 the the DET fis-4783 16 19 fracture fracture ADJ fis-4783 16 20 behavior behavior NOUN fis-4783 16 21 in in ADP fis-4783 16 22 additively additively ADV fis-4783 16 23 manufactured manufacture VERB fis-4783 16 24 components component NOUN fis-4783 16 25 and and CCONJ fis-4783 16 26 the the DET fis-4783 16 27 need need NOUN fis-4783 16 28 for for ADP fis-4783 16 29 further further ADJ fis-4783 16 30 research research NOUN fis-4783 16 31 and and CCONJ fis-4783 16 32 analysis analysis NOUN fis-4783 16 33 [ [ X fis-4783 16 34 12 12 NUM fis-4783 16 35 - - SYM fis-4783 16 36 16 16 NUM fis-4783 16 37 ] ] PUNCT fis-4783 16 38 . . PUNCT fis-4783 17 1 in in ADP fis-4783 17 2 micromechanical micromechanical ADJ fis-4783 17 3 modeling modeling NOUN fis-4783 17 4 , , PUNCT fis-4783 17 5 gurson gurson CCONJ fis-4783 17 6 [ [ X fis-4783 17 7 17 17 NUM fis-4783 17 8 ] ] PUNCT fis-4783 17 9 developed develop VERB fis-4783 17 10 a a DET fis-4783 17 11 significant significant ADJ fis-4783 17 12 contribution contribution NOUN fis-4783 17 13 by by ADP fis-4783 17 14 introducing introduce VERB fis-4783 17 15 a a DET fis-4783 17 16 model model NOUN fis-4783 17 17 that that PRON fis-4783 17 18 predicts predict VERB fis-4783 17 19 material material NOUN fis-4783 17 20 behavior behavior NOUN fis-4783 17 21 based base VERB fis-4783 17 22 on on ADP fis-4783 17 23 the the DET fis-4783 17 24 growth growth NOUN fis-4783 17 25 of of ADP fis-4783 17 26 spherical spherical ADJ fis-4783 17 27 cavities cavity NOUN fis-4783 17 28 . . PUNCT fis-4783 18 1 then then ADV fis-4783 18 2 , , PUNCT fis-4783 18 3 tvergaard tvergaard NOUN fis-4783 18 4 and and CCONJ fis-4783 18 5 needleman needleman NOUN fis-4783 19 1 [ [ X fis-4783 19 2 18 18 NUM fis-4783 19 3 ] ] PUNCT fis-4783 19 4 made make VERB fis-4783 19 5 further further ADJ fis-4783 19 6 advancements advancement NOUN fis-4783 19 7 by by ADP fis-4783 19 8 modifying modify VERB fis-4783 19 9 the the DET fis-4783 19 10 gurson gurson NOUN fis-4783 19 11 model model NOUN fis-4783 19 12 to to PART fis-4783 19 13 incorporate incorporate VERB fis-4783 19 14 void void ADJ fis-4783 19 15 coalescence coalescence NOUN fis-4783 19 16 and and CCONJ fis-4783 19 17 a a DET fis-4783 19 18 constitutive constitutive ADJ fis-4783 19 19 model model NOUN fis-4783 19 20 via via ADP fis-4783 19 21 the the DET fis-4783 19 22 dependence dependence NOUN fis-4783 19 23 of of ADP fis-4783 19 24 the the DET fis-4783 19 25 yield yield NOUN fis-4783 19 26 function function NOUN fis-4783 19 27 on on ADP fis-4783 19 28 the the DET fis-4783 19 29 void void ADJ fis-4783 19 30 volume volume NOUN fis-4783 19 31 fraction fraction NOUN fis-4783 19 32 ( ( PUNCT fis-4783 19 33 gtn gtn PROPN fis-4783 19 34 modified modify VERB fis-4783 19 35 model model NOUN fis-4783 19 36 ) ) PUNCT fis-4783 19 37 . . PUNCT fis-4783 20 1 alexander alexander PROPN fis-4783 20 2 et et PROPN fis-4783 20 3 al al PROPN fis-4783 20 4 . . PUNCT fis-4783 21 1 [ [ X fis-4783 21 2 19 19 NUM fis-4783 21 3 ] ] PUNCT fis-4783 21 4 studied study VERB fis-4783 21 5 the the DET fis-4783 21 6 fracture fracture ADJ fis-4783 21 7 behavior behavior NOUN fis-4783 21 8 of of ADP fis-4783 21 9 slm slm PROPN fis-4783 21 10 additively additively ADV fis-4783 21 11 manufactured manufacture VERB fis-4783 21 12 ti-6al-4v ti-6al-4v NOUN fis-4783 21 13 alloy alloy NOUN fis-4783 21 14 in in ADP fis-4783 21 15 an an DET fis-4783 21 16 experimental experimental ADJ fis-4783 21 17 and and CCONJ fis-4783 21 18 computational computational ADJ fis-4783 21 19 modeling modeling NOUN fis-4783 21 20 investigation investigation NOUN fis-4783 21 21 and and CCONJ fis-4783 21 22 observed observe VERB fis-4783 21 23 that that SCONJ fis-4783 21 24 combined combine VERB fis-4783 21 25 triaxiality triaxiality NOUN fis-4783 21 26 and and CCONJ fis-4783 21 27 lode lode PROPN fis-4783 21 28 angle angle NOUN fis-4783 21 29 parameters parameter NOUN fis-4783 21 30 have have VERB fis-4783 21 31 more more ADJ fis-4783 21 32 accuracy accuracy NOUN fis-4783 21 33 in in ADP fis-4783 21 34 contrast contrast NOUN fis-4783 21 35 to to ADP fis-4783 21 36 no no DET fis-4783 21 37 stress stress NOUN fis-4783 21 38 state state NOUN fis-4783 21 39 - - PUNCT fis-4783 21 40 dependence dependence NOUN fis-4783 21 41 . . PUNCT fis-4783 22 1 to to PART fis-4783 22 2 enhance enhance VERB fis-4783 22 3 the the DET fis-4783 22 4 precision precision NOUN fis-4783 22 5 of of ADP fis-4783 22 6 fracture fracture ADJ fis-4783 22 7 property property NOUN fis-4783 22 8 prediction prediction NOUN fis-4783 22 9 using use VERB fis-4783 22 10 the the DET fis-4783 22 11 gtn gtn PROPN fis-4783 22 12 fracture fracture PROPN fis-4783 22 13 model model NOUN fis-4783 22 14 , , PUNCT fis-4783 22 15 calibration calibration NOUN fis-4783 22 16 of of ADP fis-4783 22 17 certain certain ADJ fis-4783 22 18 coefficients coefficient NOUN fis-4783 22 19 is be AUX fis-4783 22 20 essential essential ADJ fis-4783 22 21 , , PUNCT fis-4783 22 22 typically typically ADV fis-4783 22 23 through through ADP fis-4783 22 24 experimental experimental ADJ fis-4783 22 25 testing testing NOUN fis-4783 22 26 . . PUNCT fis-4783 23 1 however however ADV fis-4783 23 2 , , PUNCT fis-4783 23 3 this this DET fis-4783 23 4 calibration calibration NOUN fis-4783 23 5 process process NOUN fis-4783 23 6 can can AUX fis-4783 23 7 be be AUX fis-4783 23 8 time time NOUN fis-4783 23 9 - - PUNCT fis-4783 23 10 consuming consume VERB fis-4783 23 11 and and CCONJ fis-4783 23 12 requires require VERB fis-4783 23 13 specialized specialized ADJ fis-4783 23 14 equipment equipment NOUN fis-4783 23 15 , , PUNCT fis-4783 23 16 often often ADV fis-4783 23 17 involving involve VERB fis-4783 23 18 a a DET fis-4783 23 19 trial trial NOUN fis-4783 23 20 - - PUNCT fis-4783 23 21 and and CCONJ fis-4783 23 22 - - PUNCT fis-4783 23 23 error error NOUN fis-4783 23 24 approach approach NOUN fis-4783 23 25 [ [ X fis-4783 23 26 20 20 NUM fis-4783 23 27 , , PUNCT fis-4783 23 28 21 21 NUM fis-4783 23 29 ] ] PUNCT fis-4783 23 30 . . PUNCT fis-4783 24 1 the the DET fis-4783 24 2 ( ( PUNCT fis-4783 24 3 ann ann PROPN fis-4783 24 4 ) ) PUNCT fis-4783 24 5 models model NOUN fis-4783 24 6 have have AUX fis-4783 24 7 emerged emerge VERB fis-4783 24 8 as as ADP fis-4783 24 9 powerful powerful ADJ fis-4783 24 10 tools tool NOUN fis-4783 24 11 for for ADP fis-4783 24 12 information information NOUN fis-4783 24 13 processing processing NOUN fis-4783 24 14 , , PUNCT fis-4783 24 15 learning learning NOUN fis-4783 24 16 , , PUNCT fis-4783 24 17 and and CCONJ fis-4783 24 18 problem problem NOUN fis-4783 24 19 - - PUNCT fis-4783 24 20 solving solving NOUN fis-4783 24 21 in in ADP fis-4783 24 22 this this DET fis-4783 24 23 context context NOUN fis-4783 25 1 [ [ X fis-4783 25 2 22 22 NUM fis-4783 25 3 , , PUNCT fis-4783 25 4 23 23 NUM fis-4783 25 5 ] ] PUNCT fis-4783 25 6 . . PUNCT fis-4783 26 1 ann ann PROPN fis-4783 26 2 models model NOUN fis-4783 26 3 possess possess VERB fis-4783 26 4 the the DET fis-4783 26 5 capability capability NOUN fis-4783 26 6 to to PART fis-4783 26 7 predict predict VERB fis-4783 26 8 network network NOUN fis-4783 26 9 boundaries boundary NOUN fis-4783 26 10 and and CCONJ fis-4783 26 11 identify identify VERB fis-4783 26 12 complex complex ADJ fis-4783 26 13 relationships relationship NOUN fis-4783 26 14 among among ADP fis-4783 26 15 various various ADJ fis-4783 26 16 parameters parameter NOUN fis-4783 26 17 . . PUNCT fis-4783 27 1 by by ADP fis-4783 27 2 leveraging leverage VERB fis-4783 27 3 the the DET fis-4783 27 4 strengths strength NOUN fis-4783 27 5 of of ADP fis-4783 27 6 ann ann PROPN fis-4783 27 7 models model NOUN fis-4783 27 8 , , PUNCT fis-4783 27 9 the the DET fis-4783 27 10 process process NOUN fis-4783 27 11 can can AUX fis-4783 27 12 be be AUX fis-4783 27 13 refined refine VERB fis-4783 27 14 and and CCONJ fis-4783 27 15 fine fine ADV fis-4783 27 16 - - PUNCT fis-4783 27 17 tuned tune VERB fis-4783 27 18 , , PUNCT fis-4783 27 19 ultimately ultimately ADV fis-4783 27 20 leading lead VERB fis-4783 27 21 to to ADP fis-4783 27 22 improved improved ADJ fis-4783 27 23 efficiency efficiency NOUN fis-4783 27 24 , , PUNCT fis-4783 27 25 reduced reduce VERB fis-4783 27 26 defects defect NOUN fis-4783 27 27 , , PUNCT fis-4783 27 28 and and CCONJ fis-4783 27 29 enhanced enhance VERB fis-4783 27 30 quality quality NOUN fis-4783 27 31 in in ADP fis-4783 27 32 digital digital ADJ fis-4783 27 33 fabrication fabrication NOUN fis-4783 27 34 [ [ X fis-4783 27 35 24 24 NUM fis-4783 27 36 - - SYM fis-4783 27 37 29 29 NUM fis-4783 27 38 ] ] PUNCT fis-4783 27 39 . . PUNCT fis-4783 28 1 numerous numerous ADJ fis-4783 28 2 scientists scientist NOUN fis-4783 28 3 have have AUX fis-4783 28 4 recognized recognize VERB fis-4783 28 5 the the DET fis-4783 28 6 potential potential NOUN fis-4783 28 7 of of ADP fis-4783 28 8 the the DET fis-4783 28 9 ann ann PROPN fis-4783 28 10 models model NOUN fis-4783 28 11 in in ADP fis-4783 28 12 am be AUX fis-4783 28 13 to to PART fis-4783 28 14 save save VERB fis-4783 28 15 time time NOUN fis-4783 28 16 and and CCONJ fis-4783 28 17 streamline streamline VERB fis-4783 28 18 the the DET fis-4783 28 19 optimization optimization NOUN fis-4783 28 20 of of ADP fis-4783 28 21 process process NOUN fis-4783 28 22 parameters parameter NOUN fis-4783 28 23 . . PUNCT fis-4783 29 1 by by ADP fis-4783 29 2 training train VERB fis-4783 29 3 an an DET fis-4783 29 4 ann ann PROPN fis-4783 29 5 model model NOUN fis-4783 29 6 , , PUNCT fis-4783 29 7 researchers researcher NOUN fis-4783 29 8 can can AUX fis-4783 29 9 leverage leverage VERB fis-4783 29 10 its its PRON fis-4783 29 11 computational computational ADJ fis-4783 29 12 power power NOUN fis-4783 29 13 to to PART fis-4783 29 14 efficiently efficiently ADV fis-4783 29 15 explore explore VERB fis-4783 29 16 and and CCONJ fis-4783 29 17 identify identify VERB fis-4783 29 18 optimal optimal ADJ fis-4783 29 19 machine machine NOUN fis-4783 29 20 settings setting NOUN fis-4783 29 21 for for ADP fis-4783 29 22 the the DET fis-4783 29 23 fabrication fabrication NOUN fis-4783 29 24 process process NOUN fis-4783 29 25 [ [ X fis-4783 29 26 7 7 NUM fis-4783 29 27 , , PUNCT fis-4783 29 28 29 29 NUM fis-4783 29 29 ] ] PUNCT fis-4783 29 30 . . PUNCT fis-4783 30 1 wang wang PROPN fis-4783 30 2 et et PROPN fis-4783 30 3 al al PROPN fis-4783 30 4 . . PUNCT fis-4783 31 1 [ [ X fis-4783 31 2 30 30 NUM fis-4783 31 3 ] ] PUNCT fis-4783 31 4 observed observe VERB fis-4783 31 5 that that SCONJ fis-4783 31 6 ann ann PROPN fis-4783 31 7 serve serve VERB fis-4783 31 8 as as ADP fis-4783 31 9 effective effective ADJ fis-4783 31 10 assistants assistant NOUN fis-4783 31 11 in in ADP fis-4783 31 12 optimizing optimize VERB fis-4783 31 13 process process NOUN fis-4783 31 14 parameters parameter NOUN fis-4783 31 15 and and CCONJ fis-4783 31 16 defect defect VERB fis-4783 31 17 monitoring monitoring NOUN fis-4783 31 18 . . PUNCT fis-4783 32 1 their their PRON fis-4783 32 2 research research NOUN fis-4783 32 3 demonstrated demonstrate VERB fis-4783 32 4 the the DET fis-4783 32 5 capability capability NOUN fis-4783 32 6 of of ADP fis-4783 32 7 ann ann PROPN fis-4783 32 8 models model NOUN fis-4783 32 9 to to PART fis-4783 32 10 analyze analyze VERB fis-4783 32 11 complex complex ADJ fis-4783 32 12 relationships relationship NOUN fis-4783 32 13 and and CCONJ fis-4783 32 14 provide provide VERB fis-4783 32 15 valuable valuable ADJ fis-4783 32 16 insights insight NOUN fis-4783 32 17 for for ADP fis-4783 32 18 process process NOUN fis-4783 32 19 optimization optimization NOUN fis-4783 32 20 and and CCONJ fis-4783 32 21 defect defect NOUN fis-4783 32 22 detection detection NOUN fis-4783 32 23 . . PUNCT fis-4783 33 1 in in ADP fis-4783 33 2 another another DET fis-4783 33 3 related relate VERB fis-4783 33 4 study study NOUN fis-4783 33 5 , , PUNCT fis-4783 33 6 chinchanikar chinchanikar NOUN fis-4783 33 7 et et PROPN fis-4783 33 8 al al PROPN fis-4783 33 9 . . PUNCT fis-4783 34 1 [ [ X fis-4783 34 2 31 31 NUM fis-4783 34 3 ] ] PUNCT fis-4783 34 4 utilized utilize VERB fis-4783 34 5 ann ann PROPN fis-4783 34 6 to to PART fis-4783 34 7 predict predict VERB fis-4783 34 8 the the DET fis-4783 34 9 surface surface NOUN fis-4783 34 10 roughness roughness NOUN fis-4783 34 11 of of ADP fis-4783 34 12 parts part NOUN fis-4783 34 13 manufactured manufacture VERB fis-4783 34 14 using use VERB fis-4783 34 15 fused fuse VERB fis-4783 34 16 deposition deposition NOUN fis-4783 34 17 modeling modeling NOUN fis-4783 34 18 ( ( PUNCT fis-4783 34 19 fdm fdm NOUN fis-4783 34 20 ) ) PUNCT fis-4783 34 21 based base VERB fis-4783 34 22 on on ADP fis-4783 34 23 process process NOUN fis-4783 34 24 parameters parameter NOUN fis-4783 34 25 . . PUNCT fis-4783 35 1 they they PRON fis-4783 35 2 employed employ VERB fis-4783 35 3 machine machine NOUN fis-4783 35 4 learning learn VERB fis-4783 35 5 algorithms algorithm NOUN fis-4783 35 6 to to PART fis-4783 35 7 model model VERB fis-4783 35 8 the the DET fis-4783 35 9 ann ann PROPN fis-4783 35 10 and and CCONJ fis-4783 35 11 evaluated evaluate VERB fis-4783 35 12 its its PRON fis-4783 35 13 prediction prediction NOUN fis-4783 35 14 accuracy accuracy NOUN fis-4783 35 15 . . PUNCT fis-4783 36 1 their their PRON fis-4783 36 2 findings finding NOUN fis-4783 36 3 indicated indicate VERB fis-4783 36 4 that that SCONJ fis-4783 36 5 ann ann PROPN fis-4783 36 6 models model NOUN fis-4783 36 7 with with ADP fis-4783 36 8 two two NUM fis-4783 36 9 hidden hidden ADJ fis-4783 36 10 layers layer NOUN fis-4783 36 11 consisting consist VERB fis-4783 36 12 of of ADP fis-4783 36 13 150 150 NUM fis-4783 36 14 neurons neuron NOUN fis-4783 36 15 performed perform VERB fis-4783 36 16 better well ADV fis-4783 36 17 in in ADP fis-4783 36 18 prediction prediction NOUN fis-4783 36 19 accuracy accuracy NOUN fis-4783 36 20 than than ADP fis-4783 36 21 models model NOUN fis-4783 36 22 with with ADP fis-4783 36 23 a a DET fis-4783 36 24 single single ADJ fis-4783 36 25 hidden hide VERB fis-4783 36 26 layer layer NOUN fis-4783 36 27 containing contain VERB fis-4783 36 28 250 250 NUM fis-4783 36 29 neurons neuron NOUN fis-4783 36 30 . . PUNCT fis-4783 37 1 mehrpouya mehrpouya PROPN fis-4783 37 2 et et PROPN fis-4783 37 3 al al PROPN fis-4783 37 4 . . PUNCT fis-4783 38 1 [ [ X fis-4783 38 2 32 32 NUM fis-4783 38 3 ] ] PUNCT fis-4783 38 4 conducted conduct VERB fis-4783 38 5 two two NUM fis-4783 38 6 studies study NOUN fis-4783 38 7 using use VERB fis-4783 38 8 ann ann PROPN fis-4783 38 9 to to PART fis-4783 38 10 investigate investigate VERB fis-4783 38 11 the the DET fis-4783 38 12 effect effect NOUN fis-4783 38 13 of of ADP fis-4783 38 14 process process NOUN fis-4783 38 15 parameters parameter NOUN fis-4783 38 16 on on ADP fis-4783 38 17 various various ADJ fis-4783 38 18 aspects aspect NOUN fis-4783 38 19 of of ADP fis-4783 38 20 am am NOUN fis-4783 38 21 , , PUNCT fis-4783 38 22 such such ADJ fis-4783 38 23 as as ADP fis-4783 38 24 mechanical mechanical ADJ fis-4783 38 25 properties property NOUN fis-4783 38 26 , , PUNCT fis-4783 38 27 density density NOUN fis-4783 38 28 , , PUNCT fis-4783 38 29 and and CCONJ fis-4783 38 30 temperature temperature NOUN fis-4783 38 31 transformation transformation NOUN fis-4783 38 32 . . PUNCT fis-4783 39 1 they they PRON fis-4783 39 2 developed develop VERB fis-4783 39 3 a a DET fis-4783 39 4 prediction prediction NOUN fis-4783 39 5 model model NOUN fis-4783 39 6 using use VERB fis-4783 39 7 ann ann PROPN fis-4783 39 8 to to PART fis-4783 39 9 optimize optimize VERB fis-4783 39 10 the the DET fis-4783 39 11 manufacturing manufacturing NOUN fis-4783 39 12 parameters parameter NOUN fis-4783 39 13 for for ADP fis-4783 39 14 niti niti NOUN fis-4783 39 15 alloy alloy NOUN fis-4783 39 16 . . PUNCT fis-4783 40 1 in in ADP fis-4783 40 2 the the DET fis-4783 40 3 study study NOUN fis-4783 40 4 conducted conduct VERB fis-4783 40 5 by by ADP fis-4783 40 6 kowen kowen NOUN fis-4783 40 7 et et PROPN fis-4783 40 8 al al PROPN fis-4783 40 9 . . PUNCT fis-4783 41 1 [ [ X fis-4783 41 2 23 23 NUM fis-4783 41 3 ] ] PUNCT fis-4783 41 4 , , PUNCT fis-4783 41 5 the the DET fis-4783 41 6 focus focus NOUN fis-4783 41 7 was be AUX fis-4783 41 8 on on ADP fis-4783 41 9 assessing assess VERB fis-4783 41 10 the the DET fis-4783 41 11 quality quality NOUN fis-4783 41 12 of of ADP fis-4783 41 13 printed print VERB fis-4783 41 14 parts part NOUN fis-4783 41 15 in in ADP fis-4783 41 16 the the DET fis-4783 41 17 slm slm PROPN fis-4783 41 18 process process NOUN fis-4783 41 19 . . PUNCT fis-4783 42 1 they they PRON fis-4783 42 2 employed employ VERB fis-4783 42 3 the the DET fis-4783 42 4 ann ann PROPN fis-4783 42 5 to to PART fis-4783 42 6 investigate investigate VERB fis-4783 42 7 the the DET fis-4783 42 8 relationship relationship NOUN fis-4783 42 9 between between ADP fis-4783 42 10 laser laser NOUN fis-4783 42 11 power power NOUN fis-4783 42 12 and and CCONJ fis-4783 42 13 its its PRON fis-4783 42 14 impact impact NOUN fis-4783 42 15 on on ADP fis-4783 42 16 forming form VERB fis-4783 42 17 of of ADP fis-4783 42 18 cracks crack NOUN fis-4783 42 19 and and CCONJ fis-4783 42 20 pores pore NOUN fis-4783 42 21 in in ADP fis-4783 42 22 the the DET fis-4783 42 23 printed printed ADJ fis-4783 42 24 parts part NOUN fis-4783 42 25 . . PUNCT fis-4783 43 1 the the DET fis-4783 43 2 ann ann PROPN fis-4783 43 3 model model NOUN fis-4783 43 4 was be AUX fis-4783 43 5 utilized utilize VERB fis-4783 43 6 to to PART fis-4783 43 7 analyze analyze VERB fis-4783 43 8 the the DET fis-4783 43 9 complex complex ADJ fis-4783 43 10 interactions interaction NOUN fis-4783 43 11 between between ADP fis-4783 43 12 laser laser NOUN fis-4783 43 13 power power NOUN fis-4783 43 14 and and CCONJ fis-4783 43 15 the the DET fis-4783 43 16 occurrence occurrence NOUN fis-4783 43 17 of of ADP fis-4783 43 18 defects defect NOUN fis-4783 43 19 , , PUNCT fis-4783 43 20 providing provide VERB fis-4783 43 21 insights insight NOUN fis-4783 43 22 into into ADP fis-4783 43 23 optimizing optimize VERB fis-4783 43 24 the the DET fis-4783 43 25 slm slm PROPN fis-4783 43 26 process process NOUN fis-4783 43 27 to to PART fis-4783 43 28 minimize minimize VERB fis-4783 43 29 crack crack VERB fis-4783 43 30 and and CCONJ fis-4783 43 31 pore pore ADJ fis-4783 43 32 formation formation NOUN fis-4783 43 33 . . PUNCT fis-4783 44 1 also also ADV fis-4783 44 2 , , PUNCT fis-4783 44 3 stathatos stathato VERB fis-4783 44 4 et et NOUN fis-4783 44 5 al al PROPN fis-4783 45 1 [ [ X fis-4783 45 2 16 16 NUM fis-4783 45 3 ] ] PUNCT fis-4783 45 4 employed employ VERB fis-4783 45 5 ann ann PROPN fis-4783 45 6 in in ADP fis-4783 45 7 a a DET fis-4783 45 8 laser laser NOUN fis-4783 45 9 - - PUNCT fis-4783 45 10 based base VERB fis-4783 45 11 am am NOUN fis-4783 45 12 process process NOUN fis-4783 45 13 . . PUNCT fis-4783 46 1 their their PRON fis-4783 46 2 objective objective NOUN fis-4783 46 3 was be AUX fis-4783 46 4 to to PART fis-4783 46 5 predict predict VERB fis-4783 46 6 the the DET fis-4783 46 7 temperature temperature NOUN fis-4783 46 8 evolution evolution NOUN fis-4783 46 9 and and CCONJ fis-4783 46 10 density density NOUN fis-4783 46 11 of of ADP fis-4783 46 12 the the DET fis-4783 46 13 fabricated fabricate VERB fis-4783 46 14 parts part NOUN fis-4783 46 15 . . PUNCT fis-4783 47 1 the the DET fis-4783 47 2 ann ann PROPN fis-4783 47 3 model model NOUN fis-4783 47 4 was be AUX fis-4783 47 5 trained train VERB fis-4783 47 6 using use VERB fis-4783 47 7 data datum NOUN fis-4783 47 8 collected collect VERB fis-4783 47 9 during during ADP fis-4783 47 10 the the DET fis-4783 47 11 am am NOUN fis-4783 47 12 process process NOUN fis-4783 47 13 , , PUNCT fis-4783 47 14 allowing allow VERB fis-4783 47 15 for for ADP fis-4783 47 16 accurate accurate ADJ fis-4783 47 17 predictions prediction NOUN fis-4783 47 18 of of ADP fis-4783 47 19 temperature temperature NOUN fis-4783 47 20 profiles profile NOUN fis-4783 47 21 and and CCONJ fis-4783 47 22 density density NOUN fis-4783 47 23 variations variation NOUN fis-4783 47 24 throughout throughout ADP fis-4783 47 25 the the DET fis-4783 47 26 fabrication fabrication NOUN fis-4783 47 27 process process NOUN fis-4783 47 28 . . PUNCT fis-4783 48 1 jimenez jimenez PROPN fis-4783 49 1 [ [ X fis-4783 49 2 33 33 NUM fis-4783 49 3 ] ] PUNCT fis-4783 49 4 utilized utilize VERB fis-4783 49 5 ann ann PROPN fis-4783 49 6 to to ADP fis-4783 49 7 analysis analysis NOUN fis-4783 49 8 of of ADP fis-4783 49 9 fatigue fatigue NOUN fis-4783 49 10 life life NOUN fis-4783 49 11 in in ADP fis-4783 49 12 nodular nodular ADJ fis-4783 49 13 cast cast NOUN fis-4783 49 14 iron iron NOUN fis-4783 49 15 . . PUNCT fis-4783 50 1 by by ADP fis-4783 50 2 incorporating incorporate VERB fis-4783 50 3 synthetic synthetic ADJ fis-4783 50 4 data datum NOUN fis-4783 50 5 as as ADP fis-4783 50 6 complementary complementary ADJ fis-4783 50 7 input input NOUN fis-4783 50 8 data datum NOUN fis-4783 50 9 , , PUNCT fis-4783 50 10 the the DET fis-4783 50 11 ann ann PROPN fis-4783 50 12 model model NOUN fis-4783 50 13 was be AUX fis-4783 50 14 able able ADJ fis-4783 50 15 to to PART fis-4783 50 16 effectively effectively ADV fis-4783 50 17 enhance enhance VERB fis-4783 50 18 its its PRON fis-4783 50 19 forecasting forecasting NOUN fis-4783 50 20 capabilities capability NOUN fis-4783 50 21 . . PUNCT fis-4783 51 1 this this PRON fis-4783 51 2 approach approach VERB fis-4783 51 3 a a DET fis-4783 51 4     SPACE fis-4783 51 5 m. m. NOUN fis-4783 51 6 sarparast sarparast ADP fis-4783 51 7 et et PROPN fis-4783 51 8 alii alii PROPN fis-4783 51 9 , , PUNCT fis-4783 51 10 frattura frattura PROPN fis-4783 51 11 ed ed PROPN fis-4783 51 12 integrità integrità PROPN fis-4783 51 13 strutturale strutturale PROPN fis-4783 51 14 , , PUNCT fis-4783 51 15 68 68 NUM fis-4783 51 16 ( ( PUNCT fis-4783 51 17 2024 2024 NUM fis-4783 51 18 ) ) PUNCT fis-4783 51 19 340 340 NUM fis-4783 51 20 - - SYM fis-4783 51 21 356 356 NUM fis-4783 51 22 ; ; PUNCT fis-4783 51 23 doi doi NOUN fis-4783 51 24 : : PUNCT fis-4783 51 25 10.3221 10.3221 NUM fis-4783 51 26 / / SYM fis-4783 51 27 igf igf PROPN fis-4783 51 28 - - PUNCT fis-4783 51 29 esis.68.23 esis.68.23 AUX fis-4783 51 30     SPACE fis-4783 51 31 342 342 NUM fis-4783 51 32     SPACE fis-4783 51 33 enabled enable VERB fis-4783 51 34 more more ADV fis-4783 51 35 accurate accurate ADJ fis-4783 51 36 predictions prediction NOUN fis-4783 51 37 of of ADP fis-4783 51 38 nodular nodular ADJ fis-4783 51 39 cast cast VERB fis-4783 51 40 iron iron NOUN fis-4783 51 41 fatigue fatigue NOUN fis-4783 51 42 life life NOUN fis-4783 51 43 , , PUNCT fis-4783 51 44 contributing contribute VERB fis-4783 51 45 to to ADP fis-4783 51 46 improved improved ADJ fis-4783 51 47 understanding understanding NOUN fis-4783 51 48 and and CCONJ fis-4783 51 49 optimization optimization NOUN fis-4783 51 50 of of ADP fis-4783 51 51 the the DET fis-4783 51 52 material material NOUN fis-4783 51 53 's 's PART fis-4783 51 54 performance performance NOUN fis-4783 51 55 applications application NOUN fis-4783 51 56 [ [ X fis-4783 51 57 34 34 NUM fis-4783 51 58 ] ] PUNCT fis-4783 51 59 . . PUNCT fis-4783 52 1 this this DET fis-4783 52 2 study study NOUN fis-4783 52 3 investigates investigate VERB fis-4783 52 4 the the DET fis-4783 52 5 influence influence NOUN fis-4783 52 6 of of ADP fis-4783 52 7 the the DET fis-4783 52 8 number number NOUN fis-4783 52 9 of of ADP fis-4783 52 10 neurons neuron NOUN fis-4783 52 11 and and CCONJ fis-4783 52 12 hidden hidden ADJ fis-4783 52 13 layers layer NOUN fis-4783 52 14 on on ADP fis-4783 52 15 the the DET fis-4783 52 16 accuracy accuracy NOUN fis-4783 52 17 of of ADP fis-4783 52 18 forecasting forecasting NOUN fis-4783 52 19 parameters parameter NOUN fis-4783 52 20 in in ADP fis-4783 52 21 the the DET fis-4783 52 22 gtn gtn PROPN fis-4783 52 23 fracture fracture PROPN fis-4783 52 24 model model NOUN fis-4783 52 25 using use VERB fis-4783 52 26 anns ann NOUN fis-4783 52 27 . . PUNCT fis-4783 53 1 the the DET fis-4783 53 2 research research NOUN fis-4783 53 3 focuses focus VERB fis-4783 53 4 on on ADP fis-4783 53 5 predicting predict VERB fis-4783 53 6 the the DET fis-4783 53 7 complex complex ADJ fis-4783 53 8 relationships relationship NOUN fis-4783 53 9 between between ADP fis-4783 53 10 input input NOUN fis-4783 53 11 and and CCONJ fis-4783 53 12 output output NOUN fis-4783 53 13 data datum NOUN fis-4783 53 14 within within ADP fis-4783 53 15 the the DET fis-4783 53 16 gtn gtn PROPN fis-4783 53 17 fracture fracture PROPN fis-4783 53 18 model model NOUN fis-4783 53 19 for for ADP fis-4783 53 20 slm slm PROPN fis-4783 53 21 - - PUNCT fis-4783 53 22 fabricated fabricate VERB fis-4783 53 23 parts part NOUN fis-4783 53 24 made make VERB fis-4783 53 25 of of ADP fis-4783 53 26 ti6al4v ti6al4v PART fis-4783 53 27 alloy alloy NOUN fis-4783 53 28 . . PUNCT fis-4783 54 1 by by ADP fis-4783 54 2 training train VERB fis-4783 54 3 the the DET fis-4783 54 4 ann ann PROPN fis-4783 54 5 with with ADP fis-4783 54 6 various various ADJ fis-4783 54 7 configurations configuration NOUN fis-4783 54 8 of of ADP fis-4783 54 9 hidden hidden ADJ fis-4783 54 10 layers layer NOUN fis-4783 54 11 and and CCONJ fis-4783 54 12 neurons neuron NOUN fis-4783 54 13 , , PUNCT fis-4783 54 14 the the DET fis-4783 54 15 study study NOUN fis-4783 54 16 investigates investigate VERB fis-4783 54 17 how how SCONJ fis-4783 54 18 these these DET fis-4783 54 19 architectural architectural ADJ fis-4783 54 20 choices choice NOUN fis-4783 54 21 impact impact VERB fis-4783 54 22 the the DET fis-4783 54 23 accuracy accuracy NOUN fis-4783 54 24 of of ADP fis-4783 54 25 parameter parameter NOUN fis-4783 54 26 forecasting forecasting NOUN fis-4783 54 27 in in ADP fis-4783 54 28 the the DET fis-4783 54 29 gtn gtn PROPN fis-4783 54 30 fracture fracture PROPN fis-4783 54 31 model model PROPN fis-4783 54 32 . . PUNCT fis-4783 55 1 this this DET fis-4783 55 2 analysis analysis NOUN fis-4783 55 3 provides provide VERB fis-4783 55 4 valuable valuable ADJ fis-4783 55 5 insights insight NOUN fis-4783 55 6 into into ADP fis-4783 55 7 the the DET fis-4783 55 8 optimal optimal ADJ fis-4783 55 9 setup setup NOUN fis-4783 55 10 for for ADP fis-4783 55 11 achieving achieve VERB fis-4783 55 12 precise precise ADJ fis-4783 55 13 predictions prediction NOUN fis-4783 55 14 of of ADP fis-4783 55 15 fracture fracture NOUN fis-4783 55 16 behavior behavior NOUN fis-4783 55 17 in in ADP fis-4783 55 18 slm slm PROPN fis-4783 55 19 - - PUNCT fis-4783 55 20 fabricated fabricate VERB fis-4783 55 21 ti6al4v ti6al4v ADP fis-4783 55 22 alloy alloy NOUN fis-4783 55 23 components component NOUN fis-4783 55 24 . . PUNCT fis-4783 56 1 fig fig NOUN fis-4783 56 2 . . PUNCT fis-4783 57 1 1 1 NUM fis-4783 57 2 illustrates illustrate VERB fis-4783 57 3 the the DET fis-4783 57 4 methodology methodology NOUN fis-4783 57 5 employed employ VERB fis-4783 57 6 in in ADP fis-4783 57 7 this this DET fis-4783 57 8 study study NOUN fis-4783 57 9 . . PUNCT fis-4783 58 1 moreover moreover ADV fis-4783 58 2 , , PUNCT fis-4783 58 3 the the DET fis-4783 58 4 relative relative ADJ fis-4783 58 5 importance importance NOUN fis-4783 58 6 of of ADP fis-4783 58 7 each each DET fis-4783 58 8 input input NOUN fis-4783 58 9 variable variable NOUN fis-4783 58 10 was be AUX fis-4783 58 11 determined determine VERB fis-4783 58 12 by by ADP fis-4783 58 13 analyzing analyze VERB fis-4783 58 14 the the DET fis-4783 58 15 calibrated calibrate VERB fis-4783 58 16 connection connection NOUN fis-4783 58 17 weights weight VERB fis-4783 58 18 . . PUNCT fis-4783 59 1 this this DET fis-4783 59 2 analysis analysis NOUN fis-4783 59 3 involved involve VERB fis-4783 59 4 assessing assess VERB fis-4783 59 5 the the DET fis-4783 59 6 contribution contribution NOUN fis-4783 59 7 of of ADP fis-4783 59 8 each each DET fis-4783 59 9 input input NOUN fis-4783 59 10 variable variable NOUN fis-4783 59 11 by by ADP fis-4783 59 12 considering consider VERB fis-4783 59 13 their their PRON fis-4783 59 14 respective respective ADJ fis-4783 59 15 connection connection NOUN fis-4783 59 16 weights weight VERB fis-4783 59 17 within within ADP fis-4783 59 18 the the DET fis-4783 59 19 neural neural ADJ fis-4783 59 20 network network NOUN fis-4783 59 21 . . PUNCT fis-4783 60 1 by by ADP fis-4783 60 2 examining examine VERB fis-4783 60 3 these these DET fis-4783 60 4 calibrated calibrate VERB fis-4783 60 5 connection connection NOUN fis-4783 60 6 weights weight NOUN fis-4783 60 7 , , PUNCT fis-4783 60 8 we we PRON fis-4783 60 9 could could AUX fis-4783 60 10 evaluate evaluate VERB fis-4783 60 11 and and CCONJ fis-4783 60 12 quantify quantify VERB fis-4783 60 13 each each DET fis-4783 60 14 input input NOUN fis-4783 60 15 variable variable NOUN fis-4783 60 16 's 's PART fis-4783 60 17 relative relative ADJ fis-4783 60 18 importance importance NOUN fis-4783 60 19 in in ADP fis-4783 60 20 influencing influence VERB fis-4783 60 21 the the DET fis-4783 60 22 neural neural ADJ fis-4783 60 23 network network NOUN fis-4783 60 24 's 's PART fis-4783 60 25 output output NOUN fis-4783 60 26 or or CCONJ fis-4783 60 27 behavior behavior NOUN fis-4783 60 28 . . PUNCT fis-4783 60 29         SPACE fis-4783 61 1 figure figure NOUN fis-4783 61 2 1 1 NUM fis-4783 61 3 : : PUNCT fis-4783 61 4 the the DET fis-4783 61 5 graphical graphical ADJ fis-4783 61 6 representation representation NOUN fis-4783 61 7 of of ADP fis-4783 61 8 the the DET fis-4783 61 9 methodology methodology NOUN fis-4783 61 10 . . PUNCT fis-4783 62 1 specimens specimens PROPN fis-4783 62 2 preparation preparation NOUN fis-4783 62 3 n n CCONJ fis-4783 62 4 this this DET fis-4783 62 5 study study NOUN fis-4783 62 6 , , PUNCT fis-4783 62 7 ti-6al-4v ti-6al-4v PROPN fis-4783 62 8 alloy alloy NOUN fis-4783 62 9 specimens specimen NOUN fis-4783 62 10 were be AUX fis-4783 62 11 fabricated fabricate VERB fis-4783 62 12 using use VERB fis-4783 62 13 the the DET fis-4783 62 14 slm slm PROPN fis-4783 62 15 additive additive ADJ fis-4783 62 16 manufacturing manufacturing NOUN fis-4783 62 17 process process NOUN fis-4783 62 18 , , PUNCT fis-4783 62 19 following follow VERB fis-4783 62 20 the the DET fis-4783 62 21 guidelines guideline NOUN fis-4783 62 22 specified specify VERB fis-4783 62 23 in in ADP fis-4783 62 24 the the DET fis-4783 62 25 astm astm PROPN fis-4783 62 26 f2924 f2924 PROPN fis-4783 62 27 standard standard NOUN fis-4783 62 28 [ [ X fis-4783 62 29 35 35 NUM fis-4783 62 30 ] ] PUNCT fis-4783 62 31 . . PUNCT fis-4783 63 1 the the DET fis-4783 63 2 ti-6al-4v ti-6al-4v PROPN fis-4783 63 3 alloy alloy NOUN fis-4783 63 4 specimens specimen NOUN fis-4783 63 5 utilized utilize VERB fis-4783 63 6 in in ADP fis-4783 63 7 the the DET fis-4783 63 8 experimental experimental ADJ fis-4783 63 9 investigation investigation NOUN fis-4783 63 10 were be AUX fis-4783 63 11 fabricated fabricate VERB fis-4783 63 12 using use VERB fis-4783 63 13 the the DET fis-4783 63 14 noura.co noura.co PROPN fis-4783 63 15 m100p m100p PROPN fis-4783 63 16 machine machine NOUN fis-4783 63 17 . . PUNCT fis-4783 64 1 the the DET fis-4783 64 2 chemical chemical NOUN fis-4783 64 3 compositions composition NOUN fis-4783 64 4 of of ADP fis-4783 64 5 the the DET fis-4783 64 6 ti-6al-4v ti-6al-4v NOUN fis-4783 64 7 powder powder NOUN fis-4783 64 8 , , PUNCT fis-4783 64 9 as as SCONJ fis-4783 64 10 outlined outline VERB fis-4783 64 11 in in ADP fis-4783 64 12 tab tab NOUN fis-4783 64 13 . . PUNCT fis-4783 64 14 1 1 NUM fis-4783 64 15 , , PUNCT fis-4783 64 16 were be AUX fis-4783 64 17 employed employ VERB fis-4783 64 18 for for ADP fis-4783 64 19 this this DET fis-4783 64 20 purpose purpose NOUN fis-4783 64 21 . . PUNCT fis-4783 65 1 the the DET fis-4783 65 2 specific specific ADJ fis-4783 65 3 parameters parameter NOUN fis-4783 65 4 and and CCONJ fis-4783 65 5 settings setting NOUN fis-4783 65 6 used use VERB fis-4783 65 7 during during ADP fis-4783 65 8 the the DET fis-4783 65 9 manufacturing manufacturing NOUN fis-4783 65 10 process process NOUN fis-4783 65 11 are be AUX fis-4783 65 12 provided provide VERB fis-4783 65 13 in in ADP fis-4783 65 14 tab tab NOUN fis-4783 65 15 . . PUNCT fis-4783 66 1 2 2 X fis-4783 66 2 . . X fis-4783 66 3 also also ADV fis-4783 66 4 , , PUNCT fis-4783 66 5 tensile tensile NOUN fis-4783 66 6 specimens specimen NOUN fis-4783 66 7 were be AUX fis-4783 66 8 prepared prepare VERB fis-4783 66 9 by by ADP fis-4783 66 10 applying apply VERB fis-4783 66 11 black black ADJ fis-4783 66 12 dots dot NOUN fis-4783 66 13 to to ADP fis-4783 66 14 white white ADJ fis-4783 66 15 - - PUNCT fis-4783 66 16 painted paint VERB fis-4783 66 17 surfaces surface NOUN fis-4783 66 18 for for ADP fis-4783 66 19 digital digital ADJ fis-4783 66 20 image image NOUN fis-4783 66 21 correlation correlation NOUN fis-4783 66 22 ( ( PUNCT fis-4783 66 23 dic dic ADJ fis-4783 66 24 ) ) PUNCT fis-4783 66 25 method method NOUN fis-4783 66 26 . . PUNCT fis-4783 67 1 by by ADP fis-4783 67 2 this this DET fis-4783 67 3 method method NOUN fis-4783 67 4 the the DET fis-4783 67 5 first first ADJ fis-4783 67 6 image image NOUN fis-4783 67 7 is be AUX fis-4783 67 8 utilized utilize VERB fis-4783 67 9 as as ADP fis-4783 67 10 a a DET fis-4783 67 11 reference reference NOUN fis-4783 67 12 for for ADP fis-4783 67 13 the the DET fis-4783 67 14 zeroload zeroload NOUN fis-4783 67 15 condition condition NOUN fis-4783 67 16 , , PUNCT fis-4783 67 17 and and CCONJ fis-4783 67 18 a a DET fis-4783 67 19 defined define VERB fis-4783 67 20 area area NOUN fis-4783 67 21 of of ADP fis-4783 67 22 interest interest NOUN fis-4783 67 23 is be AUX fis-4783 67 24 used use VERB fis-4783 67 25 to to PART fis-4783 67 26 calculate calculate VERB fis-4783 67 27 strain strain NOUN fis-4783 67 28 , , PUNCT fis-4783 67 29 primarily primarily ADV fis-4783 67 30 in in ADP fis-4783 67 31 the the DET fis-4783 67 32 vertical vertical ADJ fis-4783 67 33 direction direction NOUN fis-4783 67 34 . . PUNCT fis-4783 68 1 this this DET fis-4783 68 2 thorough thorough ADJ fis-4783 68 3 procedure procedure NOUN fis-4783 68 4 allows allow VERB fis-4783 68 5 for for ADP fis-4783 68 6 the the DET fis-4783 68 7 assessment assessment NOUN fis-4783 68 8 of of ADP fis-4783 68 9 material material ADJ fis-4783 68 10 deformation deformation NOUN fis-4783 68 11 and and CCONJ fis-4783 68 12 strain strain NOUN fis-4783 68 13 behavior behavior NOUN fis-4783 68 14 during during ADP fis-4783 68 15 tensile tensile NOUN fis-4783 68 16 testing[36 testing[36 NOUN fis-4783 68 17 ] ] PUNCT fis-4783 68 18 . . PUNCT fis-4783 69 1 i i PRON fis-4783 69 2     SPACE fis-4783 69 3 m. m. NOUN fis-4783 69 4 sarparast sarparast ADV fis-4783 69 5 et et PROPN fis-4783 69 6 alii alii PROPN fis-4783 69 7 , , PUNCT fis-4783 69 8 frattura frattura PROPN fis-4783 69 9 ed ed PROPN fis-4783 69 10 integrità integrità PROPN fis-4783 69 11 strutturale strutturale PROPN fis-4783 69 12 , , PUNCT fis-4783 69 13 68 68 NUM fis-4783 69 14 ( ( PUNCT fis-4783 69 15 2024 2024 NUM fis-4783 69 16 ) ) PUNCT fis-4783 69 17 340 340 NUM fis-4783 69 18 - - SYM fis-4783 69 19 356 356 NUM fis-4783 69 20 ; ; PUNCT fis-4783 69 21 doi doi NOUN fis-4783 69 22 : : PUNCT fis-4783 69 23 10.3221 10.3221 NUM fis-4783 69 24 / / SYM fis-4783 69 25 igf igf PROPN fis-4783 69 26 - - PUNCT fis-4783 69 27 esis.68.23 esis.68.23 PROPN fis-4783 69 28     SPACE fis-4783 69 29 343 343 NUM fis-4783 69 30     SPACE fis-4783 69 31 the the DET fis-4783 69 32 specimens specimen NOUN fis-4783 69 33 were be AUX fis-4783 69 34 subjected subject VERB fis-4783 69 35 to to ADP fis-4783 69 36 a a DET fis-4783 69 37 heat heat NOUN fis-4783 69 38 treatment treatment NOUN fis-4783 69 39 process process NOUN fis-4783 69 40 conducted conduct VERB fis-4783 69 41 in in ADP fis-4783 69 42 an an DET fis-4783 69 43 argon argon NOUN fis-4783 69 44 environment environment NOUN fis-4783 69 45 for for ADP fis-4783 69 46 3 3 NUM fis-4783 69 47 hours hour NOUN fis-4783 69 48 at at ADP fis-4783 69 49 a a DET fis-4783 69 50 temperature temperature NOUN fis-4783 69 51 of of ADP fis-4783 69 52 650 650 NUM fis-4783 69 53 ℃ ℃ PROPN fis-4783 69 54 . . PUNCT fis-4783 69 55 fig fig NOUN fis-4783 69 56 . . PUNCT fis-4783 70 1 2 2 NUM fis-4783 70 2 illustrates illustrate VERB fis-4783 70 3 the the DET fis-4783 70 4 printed print VERB fis-4783 70 5 specimens specimen NOUN fis-4783 70 6 obtained obtain VERB fis-4783 70 7 through through ADP fis-4783 70 8 the the DET fis-4783 70 9 slm slm PROPN fis-4783 70 10 process process NOUN fis-4783 70 11 . . PUNCT fis-4783 71 1 element element NOUN fis-4783 71 2 al al PROPN fis-4783 71 3 v v PROPN fis-4783 71 4 fe fe X fis-4783 72 1 c c NOUN fis-4783 72 2 h h NOUN fis-4783 72 3 o o NOUN fis-4783 72 4 n n INTJ fis-4783 72 5 ti ti NOUN fis-4783 72 6 wt wt PROPN fis-4783 72 7 ( ( PUNCT fis-4783 72 8 % % NOUN fis-4783 72 9 ) ) PUNCT fis-4783 72 10 5.5 5.5 NUM fis-4783 72 11 ˜ ˜ PROPN fis-4783 72 12 6.75 6.75 NUM fis-4783 72 13 3.5 3.5 NUM fis-4783 72 14 ˜4.5 ˜4.5 ADP fis-4783 72 15 < < X fis-4783 72 16 0.30 0.30 NUM fis-4783 72 17 < < X fis-4783 72 18 0.08 0.08 NUM fis-4783 72 19 < < X fis-4783 72 20 0.015 0.015 NUM fis-4783 72 21 < < X fis-4783 72 22 0.20 0.20 NUM fis-4783 72 23 < < NOUN fis-4783 72 24 0.05 0.05 NUM fis-4783 72 25 rest rest NOUN fis-4783 72 26 table table NOUN fis-4783 72 27 1 1 NUM fis-4783 72 28 : : PUNCT fis-4783 72 29 the the DET fis-4783 72 30 chemical chemical NOUN fis-4783 72 31 compositions composition NOUN fis-4783 72 32 of of ADP fis-4783 72 33 the the DET fis-4783 72 34 ti-6al-4v ti-6al-4v NOUN fis-4783 72 35 powder powder NOUN fis-4783 72 36 . . PUNCT fis-4783 73 1 parameters parameter NOUN fis-4783 73 2 value value VERB fis-4783 73 3 laser laser NOUN fis-4783 73 4 power power NOUN fis-4783 73 5 ( ( PUNCT fis-4783 73 6 w w NOUN fis-4783 73 7 ) ) PUNCT fis-4783 73 8 280 280 NUM fis-4783 73 9 scanning scan VERB fis-4783 73 10 speed speed NOUN fis-4783 73 11 ( ( PUNCT fis-4783 73 12 mm mm PROPN fis-4783 73 13 / / SYM fis-4783 73 14 s s NOUN fis-4783 73 15 ) ) PUNCT fis-4783 73 16 800 800 NUM fis-4783 73 17 hatch hatch NOUN fis-4783 73 18 spacing space VERB fis-4783 73 19 ( ( PUNCT fis-4783 73 20 μm μm NUM fis-4783 73 21 ) ) PUNCT fis-4783 73 22 140 140 NUM fis-4783 73 23 layer layer NOUN fis-4783 73 24 height height NOUN fis-4783 73 25 ( ( PUNCT fis-4783 73 26 μm μm NUM fis-4783 73 27 ) ) PUNCT fis-4783 73 28 60 60 NUM fis-4783 73 29 table table NOUN fis-4783 73 30 2 2 NUM fis-4783 73 31 : : PUNCT fis-4783 73 32 process process NOUN fis-4783 73 33 parameters parameter NOUN fis-4783 73 34 for for ADP fis-4783 73 35 fabrication fabrication NOUN fis-4783 73 36 of of ADP fis-4783 73 37 the the DET fis-4783 73 38 specimens specimen NOUN fis-4783 73 39 . . PUNCT fis-4783 73 40                 SPACE fis-4783 73 41 figure figure NOUN fis-4783 73 42 2 2 NUM fis-4783 73 43 : : PUNCT fis-4783 73 44 uniaxial uniaxial ADJ fis-4783 73 45 test test NOUN fis-4783 73 46 specimen speciman NOUN fis-4783 73 47 and and CCONJ fis-4783 73 48 prepared prepare VERB fis-4783 73 49 specimen speciman NOUN fis-4783 73 50 for for ADP fis-4783 73 51 digital digital ADJ fis-4783 73 52 image image NOUN fis-4783 73 53 correlation correlation NOUN fis-4783 73 54 ( ( PUNCT fis-4783 73 55 dic dic ADJ fis-4783 73 56 ) ) PUNCT fis-4783 73 57 . . PUNCT fis-4783 73 58     SPACE fis-4783 74 1 tension tension NOUN fis-4783 74 2 test test NOUN fis-4783 74 3 o o NOUN fis-4783 74 4 assess assess VERB fis-4783 74 5 the the DET fis-4783 74 6 mechanical mechanical ADJ fis-4783 74 7 properties property NOUN fis-4783 74 8 of of ADP fis-4783 74 9 slm slm PROPN fis-4783 74 10 - - PUNCT fis-4783 74 11 printed print VERB fis-4783 74 12 ti-6al-4v ti-6al-4v PROPN fis-4783 74 13 alloy alloy NOUN fis-4783 74 14 components component NOUN fis-4783 74 15 , , PUNCT fis-4783 74 16 we we PRON fis-4783 74 17 conducted conduct VERB fis-4783 74 18 tensile tensile NOUN fis-4783 74 19 tests test NOUN fis-4783 74 20 using use VERB fis-4783 74 21 the the DET fis-4783 74 22 santam santam NOUN fis-4783 74 23 stm150 stm150 PROPN fis-4783 74 24 testing testing NOUN fis-4783 74 25 machine machine NOUN fis-4783 74 26 . . PUNCT fis-4783 75 1 the the DET fis-4783 75 2 tests test NOUN fis-4783 75 3 were be AUX fis-4783 75 4 conducted conduct VERB fis-4783 75 5 with with ADP fis-4783 75 6 a a DET fis-4783 75 7 loading loading NOUN fis-4783 75 8 speed speed NOUN fis-4783 75 9 of of ADP fis-4783 75 10 approximately approximately ADV fis-4783 75 11 0.3 0.3 NUM fis-4783 75 12 mm mm NOUN fis-4783 75 13 / / SYM fis-4783 75 14 min min NOUN fis-4783 76 1 [ [ X fis-4783 76 2 37 37 NUM fis-4783 76 3 ] ] PUNCT fis-4783 76 4 , , PUNCT fis-4783 76 5 as as SCONJ fis-4783 76 6 shown show VERB fis-4783 76 7 in in ADP fis-4783 76 8 fig fig NOUN fis-4783 76 9 . . PUNCT fis-4783 77 1 3 3 X fis-4783 77 2 . . X fis-4783 77 3 these these DET fis-4783 77 4 tests test NOUN fis-4783 77 5 aimed aim VERB fis-4783 77 6 to to PART fis-4783 77 7 evaluate evaluate VERB fis-4783 77 8 the the DET fis-4783 77 9 material material NOUN fis-4783 77 10 's 's PART fis-4783 77 11 response response NOUN fis-4783 77 12 to to ADP fis-4783 77 13 uniaxial uniaxial ADJ fis-4783 77 14 tension tension NOUN fis-4783 77 15 and and CCONJ fis-4783 77 16 extract extract VERB fis-4783 77 17 its its PRON fis-4783 77 18 mechanical mechanical ADJ fis-4783 77 19 properties property NOUN fis-4783 77 20 [ [ X fis-4783 77 21 28 28 NUM fis-4783 77 22 , , PUNCT fis-4783 77 23 38 38 NUM fis-4783 77 24 , , PUNCT fis-4783 77 25 39 39 NUM fis-4783 77 26 ] ] PUNCT fis-4783 77 27 . . PUNCT fis-4783 78 1 also also ADV fis-4783 78 2 , , PUNCT fis-4783 78 3 images image NOUN fis-4783 78 4 of of ADP fis-4783 78 5 tensile tensile NOUN fis-4783 78 6 test test NOUN fis-4783 78 7 for for ADP fis-4783 78 8 the the DET fis-4783 78 9 specimens specimen NOUN fis-4783 78 10 were be AUX fis-4783 78 11 acquired acquire VERB fis-4783 78 12 at at ADP fis-4783 78 13 5 5 NUM fis-4783 78 14 - - PUNCT fis-4783 78 15 second second ADJ fis-4783 78 16 intervals interval NOUN fis-4783 78 17 using use VERB fis-4783 78 18 a a DET fis-4783 78 19 high high ADJ fis-4783 78 20 - - PUNCT fis-4783 78 21 resolution resolution NOUN fis-4783 78 22 camera camera NOUN fis-4783 78 23 throughout throughout ADP fis-4783 78 24 the the DET fis-4783 78 25 test test NOUN fis-4783 78 26 . . PUNCT fis-4783 79 1 the the DET fis-4783 79 2 strain strain NOUN fis-4783 79 3 magnitude magnitude NOUN fis-4783 79 4 was be AUX fis-4783 79 5 determined determine VERB fis-4783 79 6 using use VERB fis-4783 79 7 a a DET fis-4783 79 8 dic dic ADJ fis-4783 79 9 system system NOUN fis-4783 79 10 . . PUNCT fis-4783 80 1 the the DET fis-4783 80 2 ncorr ncorr PROPN fis-4783 80 3 function function NOUN fis-4783 80 4 [ [ X fis-4783 80 5 36 36 NUM fis-4783 80 6 ] ] PUNCT fis-4783 80 7 , , PUNCT fis-4783 80 8 which which PRON fis-4783 80 9 is be AUX fis-4783 80 10 a a DET fis-4783 80 11 component component NOUN fis-4783 80 12 of of ADP fis-4783 80 13 the the DET fis-4783 80 14 matlab matlab PROPN fis-4783 80 15 software software NOUN fis-4783 80 16 [ [ X fis-4783 80 17 40 40 NUM fis-4783 80 18 ] ] PUNCT fis-4783 80 19 , , PUNCT fis-4783 80 20 was be AUX fis-4783 80 21 employed employ VERB fis-4783 80 22 for for ADP fis-4783 80 23 the the DET fis-4783 80 24 purpose purpose NOUN fis-4783 80 25 of of ADP fis-4783 80 26 image image NOUN fis-4783 80 27 analysis analysis NOUN fis-4783 80 28 . . PUNCT fis-4783 81 1 tab tab NOUN fis-4783 81 2 . . PUNCT fis-4783 82 1 3 3 NUM fis-4783 82 2 presents present VERB fis-4783 82 3 the the DET fis-4783 82 4 mechanical mechanical ADJ fis-4783 82 5 properties property NOUN fis-4783 82 6 of of ADP fis-4783 82 7 the the DET fis-4783 82 8 additive additive NOUN fis-4783 82 9 - - PUNCT fis-4783 82 10 manufactured manufacture VERB fis-4783 82 11 ti-6al-4v ti-6al-4v NOUN fis-4783 82 12 alloys alloy NOUN fis-4783 82 13 obtained obtain VERB fis-4783 82 14 from from ADP fis-4783 82 15 the the DET fis-4783 82 16 uniaxial uniaxial ADJ fis-4783 82 17 tension tension NOUN fis-4783 82 18 tests test NOUN fis-4783 82 19 . . PUNCT fis-4783 83 1 these these DET fis-4783 83 2 properties property NOUN fis-4783 83 3 provide provide VERB fis-4783 83 4 valuable valuable ADJ fis-4783 83 5 information information NOUN fis-4783 83 6 about about ADP fis-4783 83 7 the the DET fis-4783 83 8 material material NOUN fis-4783 83 9 's 's PART fis-4783 83 10 elastic elastic ADJ fis-4783 83 11 and and CCONJ fis-4783 83 12 plastic plastic ADJ fis-4783 83 13 behavior behavior NOUN fis-4783 83 14 under under ADP fis-4783 83 15 applied applied ADJ fis-4783 83 16 stress stress NOUN fis-4783 83 17 . . PUNCT fis-4783 84 1 the the DET fis-4783 84 2 experimental experimental ADJ fis-4783 84 3 results result NOUN fis-4783 84 4 for for ADP fis-4783 84 5 maximum maximum ADJ fis-4783 84 6 force force NOUN fis-4783 84 7 and and CCONJ fis-4783 84 8 fracture fracture NOUN fis-4783 84 9 displacement displacement NOUN fis-4783 84 10 are be AUX fis-4783 84 11 5768.3 5768.3 NUM fis-4783 84 12 n n CCONJ fis-4783 84 13 and and CCONJ fis-4783 84 14 0.40 0.40 NUM fis-4783 84 15 mm mm NOUN fis-4783 84 16 , , PUNCT fis-4783 84 17 respectively respectively ADV fis-4783 84 18 . . PUNCT fis-4783 85 1 the the DET fis-4783 85 2 voce voce NOUN fis-4783 85 3 hardening harden VERB fis-4783 85 4 law law NOUN fis-4783 85 5 was be AUX fis-4783 85 6 employed employ VERB fis-4783 85 7 to to PART fis-4783 85 8 describe describe VERB fis-4783 85 9 the the DET fis-4783 85 10 material material NOUN fis-4783 85 11 's 's PART fis-4783 85 12 hardening harden VERB fis-4783 85 13 behavior behavior NOUN fis-4783 85 14 . . PUNCT fis-4783 86 1 the the DET fis-4783 86 2 voce voce NOUN fis-4783 86 3 hardening harden VERB fis-4783 86 4 law law NOUN fis-4783 86 5 is be AUX fis-4783 86 6 a a DET fis-4783 86 7 mathematical mathematical ADJ fis-4783 86 8 model model NOUN fis-4783 86 9 that that PRON fis-4783 86 10 characterizes characterize VERB fis-4783 86 11 the the DET fis-4783 86 12 material material NOUN fis-4783 86 13 's 's PART fis-4783 86 14 strengthening strengthen VERB fis-4783 86 15 response response NOUN fis-4783 86 16 as as ADP fis-4783 86 17 a a DET fis-4783 86 18 function function NOUN fis-4783 86 19 of of ADP fis-4783 86 20 plastic plastic ADJ fis-4783 86 21 strain strain NOUN fis-4783 86 22 . . PUNCT fis-4783 87 1 by by ADP fis-4783 87 2 considering consider VERB fis-4783 87 3 the the DET fis-4783 87 4 voce voce NOUN fis-4783 87 5 hardening harden VERB fis-4783 87 6 law law NOUN fis-4783 87 7 , , PUNCT fis-4783 87 8 the the DET fis-4783 87 9 researchers researcher NOUN fis-4783 87 10 aimed aim VERB fis-4783 87 11 to to PART fis-4783 87 12 accurately accurately ADV fis-4783 87 13 capture capture VERB fis-4783 87 14 the the DET fis-4783 87 15 material material NOUN fis-4783 87 16 's 's PART fis-4783 87 17 hardening harden VERB fis-4783 87 18 behavior behavior NOUN fis-4783 87 19 during during ADP fis-4783 87 20 deformation deformation NOUN fis-4783 87 21 [ [ X fis-4783 87 22 41 41 NUM fis-4783 87 23 ] ] PUNCT fis-4783 87 24 . . PUNCT fis-4783 88 1   NOUN fis-4783 89 1   PUNCT fis-4783 89 2   NOUN fis-4783 90 1 0 0 NOUN fis-4783 90 2 * * PUNCT fis-4783 90 3 . . PUNCT fis-4783 91 1 pm pm PROPN fis-4783 91 2 f f PROPN fis-4783 91 3 b b AUX fis-4783 91 4 b b PROPN fis-4783 91 5 a a DET fis-4783 91 6 e e NOUN fis-4783 91 7   PROPN fis-4783 91 8   VERB fis-4783 91 9   NOUN fis-4783 91 10   PART fis-4783 91 11   NUM fis-4783 91 12   PROPN fis-4783 91 13   NOUN fis-4783 91 14 ( ( PUNCT fis-4783 91 15 1 1 NUM fis-4783 91 16 ) ) PUNCT fis-4783 91 17 t t NOUN fis-4783 91 18     SPACE fis-4783 91 19 m. m. NOUN fis-4783 91 20 sarparast sarparast ADV fis-4783 91 21 et et PROPN fis-4783 91 22 alii alii PROPN fis-4783 91 23 , , PUNCT fis-4783 91 24 frattura frattura PROPN fis-4783 91 25 ed ed PROPN fis-4783 91 26 integrità integrità PROPN fis-4783 91 27 strutturale strutturale PROPN fis-4783 91 28 , , PUNCT fis-4783 91 29 68 68 NUM fis-4783 91 30 ( ( PUNCT fis-4783 91 31 2024 2024 NUM fis-4783 91 32 ) ) PUNCT fis-4783 91 33 340 340 NUM fis-4783 91 34 - - SYM fis-4783 91 35 356 356 NUM fis-4783 91 36 ; ; PUNCT fis-4783 91 37 doi doi NOUN fis-4783 91 38 : : PUNCT fis-4783 91 39 10.3221 10.3221 NUM fis-4783 91 40 / / SYM fis-4783 91 41 igf igf PROPN fis-4783 91 42 - - PUNCT fis-4783 91 43 esis.68.23 esis.68.23 PROPN fis-4783 91 44     SPACE fis-4783 91 45 344 344 NUM fis-4783 91 46     SPACE fis-4783 91 47 where where SCONJ fis-4783 91 48 a a DET fis-4783 91 49 , , PUNCT fis-4783 91 50 b b NOUN fis-4783 91 51 , , PUNCT fis-4783 91 52 m m PROPN fis-4783 91 53 , , PUNCT fis-4783 91 54 and and CCONJ fis-4783 91 55 0 0 NOUN fis-4783 91 56 are be AUX fis-4783 91 57 voce voce ADJ fis-4783 91 58 hardening harden VERB fis-4783 91 59 law law NOUN fis-4783 91 60 coefficients coefficient NOUN fis-4783 91 61 . . PUNCT fis-4783 91 62     SPACE fis-4783 92 1 property property NOUN fis-4783 92 2 value value NOUN fis-4783 92 3 density density NOUN fis-4783 92 4 ( ( PUNCT fis-4783 92 5 kg kg NOUN fis-4783 92 6 / / SYM fis-4783 92 7 m3 m3 PROPN fis-4783 92 8 ) ) PUNCT fis-4783 92 9 4800 4800 NUM fis-4783 92 10 young young PROPN fis-4783 92 11 's 's PART fis-4783 92 12 modulus modulus NOUN fis-4783 92 13 ( ( PUNCT fis-4783 92 14 mpa mpa PROPN fis-4783 92 15 ) ) PUNCT fis-4783 92 16 105000 105000 NUM fis-4783 92 17 poisson poisson NOUN fis-4783 92 18 's 's PART fis-4783 92 19 ratio ratio NOUN fis-4783 92 20 0.342 0.342 NUM fis-4783 92 21 initial initial ADJ fis-4783 92 22 yield yield NOUN fis-4783 92 23 stress stress NOUN fis-4783 92 24 ( ( PUNCT fis-4783 92 25 mpa mpa PROPN fis-4783 92 26 ) ) PUNCT fis-4783 92 27 920 920 NUM fis-4783 92 28 uts ut NOUN fis-4783 92 29 ( ( PUNCT fis-4783 92 30 mpa mpa PROPN fis-4783 92 31 ) ) PUNCT fis-4783 92 32 987 987 NUM fis-4783 92 33 a a DET fis-4783 92 34 985 985 NUM fis-4783 92 35 b b X fis-4783 92 36 -30 -30 PROPN fis-4783 92 37 m m VERB fis-4783 92 38 302 302 NUM fis-4783 92 39 0 0 NUM fis-4783 92 40 ε ε PROPN fis-4783 92 41 0.009 0.009 NUM fis-4783 92 42 table table NOUN fis-4783 92 43 3 3 NUM fis-4783 92 44 : : PUNCT fis-4783 92 45 mechanical mechanical ADJ fis-4783 92 46 properties property NOUN fis-4783 92 47 of of ADP fis-4783 92 48 ti–6al–4v ti–6al–4v NOUN fis-4783 92 49 am am NOUN fis-4783 92 50 sheets sheet NOUN fis-4783 92 51 . . PUNCT fis-4783 92 52         SPACE fis-4783 92 53 figure figure VERB fis-4783 92 54 3 3 NUM fis-4783 92 55 : : PUNCT fis-4783 92 56 machine machine NOUN fis-4783 92 57 setup setup NOUN fis-4783 92 58 for for ADP fis-4783 92 59 the the DET fis-4783 92 60 tensile tensile NOUN fis-4783 92 61 test test NOUN fis-4783 93 1 [ [ X fis-4783 93 2 42 42 NUM fis-4783 93 3 ] ] PUNCT fis-4783 93 4 . . PUNCT fis-4783 94 1 finite finite PROPN fis-4783 94 2 element element PROPN fis-4783 94 3 simulation simulation NOUN fis-4783 94 4 his his PRON fis-4783 94 5 study study NOUN fis-4783 94 6 utilizes utilize VERB fis-4783 94 7 the the DET fis-4783 94 8 vumat vumat PROPN fis-4783 94 9 user user NOUN fis-4783 94 10 subroutine subroutine NOUN fis-4783 94 11 in in ADP fis-4783 94 12 fe fe X fis-4783 94 13 commercial commercial ADJ fis-4783 94 14 software software NOUN fis-4783 94 15 abaqus abaqus NOUN fis-4783 94 16 to to PART fis-4783 94 17 conduct conduct VERB fis-4783 94 18 finite finite ADJ fis-4783 94 19 element element NOUN fis-4783 94 20 simulations simulation NOUN fis-4783 94 21 and and CCONJ fis-4783 94 22 matlab matlab PROPN fis-4783 94 23 software software NOUN fis-4783 94 24 to to PART fis-4783 94 25 calibrate calibrate VERB fis-4783 94 26 gtn gtn PROPN fis-4783 94 27 fracture fracture PROPN fis-4783 94 28 model model NOUN fis-4783 95 1 [ [ X fis-4783 95 2 22 22 NUM fis-4783 95 3 , , PUNCT fis-4783 95 4 43 43 NUM fis-4783 95 5 , , PUNCT fis-4783 95 6 44 44 NUM fis-4783 95 7 ] ] PUNCT fis-4783 95 8 . . PUNCT fis-4783 96 1 to to PART fis-4783 96 2 facilitate facilitate VERB fis-4783 96 3 this this DET fis-4783 96 4 process process NOUN fis-4783 96 5 , , PUNCT fis-4783 96 6 a a DET fis-4783 96 7 python python NOUN fis-4783 96 8 [ [ X fis-4783 96 9 45 45 NUM fis-4783 96 10 ] ] PUNCT fis-4783 96 11 script script NOUN fis-4783 96 12 within within ADP fis-4783 96 13 abaqus abaqus NOUN fis-4783 96 14 developed develop VERB fis-4783 96 15 and and CCONJ fis-4783 96 16 linked link VERB fis-4783 96 17 with with ADP fis-4783 96 18 matlab matlab PROPN fis-4783 96 19 software software NOUN fis-4783 96 20 to to PART fis-4783 96 21 develop develop VERB fis-4783 96 22 ann ann PROPN fis-4783 97 1 [ [ X fis-4783 97 2 40 40 NUM fis-4783 97 3 ] ] PUNCT fis-4783 97 4 . . PUNCT fis-4783 98 1 fig fig NOUN fis-4783 98 2 . . PUNCT fis-4783 99 1 4 4 NUM fis-4783 99 2 shows show VERB fis-4783 99 3 eight eight NUM fis-4783 99 4 - - PUNCT fis-4783 99 5 node node ADJ fis-4783 99 6 solid solid ADJ fis-4783 99 7 elements element NOUN fis-4783 99 8 with with ADP fis-4783 99 9 reduced reduced ADJ fis-4783 99 10 integration integration NOUN fis-4783 99 11 ( ( PUNCT fis-4783 99 12 c3d8r c3d8r NOUN fis-4783 99 13 ) ) PUNCT fis-4783 99 14 are be AUX fis-4783 99 15 chosen choose VERB fis-4783 99 16 for for ADP fis-4783 99 17 the the DET fis-4783 99 18 finite finite PROPN fis-4783 99 19 element element PROPN fis-4783 99 20 simulation simulation PROPN fis-4783 99 21 model model PROPN fis-4783 99 22 . . PUNCT fis-4783 100 1 these these DET fis-4783 100 2 elements element NOUN fis-4783 100 3 are be AUX fis-4783 100 4 suitable suitable ADJ fis-4783 100 5 for for ADP fis-4783 100 6 accurately accurately ADV fis-4783 100 7 representing represent VERB fis-4783 100 8 the the DET fis-4783 100 9 structural structural ADJ fis-4783 100 10 response response NOUN fis-4783 100 11 and and CCONJ fis-4783 100 12 capturing capture VERB fis-4783 100 13 the the DET fis-4783 100 14 relevant relevant ADJ fis-4783 100 15 material material NOUN fis-4783 100 16 behavior behavior NOUN fis-4783 100 17 . . PUNCT fis-4783 101 1 a a DET fis-4783 101 2 local local ADJ fis-4783 101 3 element element NOUN fis-4783 101 4 size size NOUN fis-4783 101 5 of of ADP fis-4783 101 6 0.2 0.2 NUM fis-4783 101 7 mm mm NOUN fis-4783 101 8 is be AUX fis-4783 101 9 chosen choose VERB fis-4783 101 10 specifically specifically ADV fis-4783 101 11 in in ADP fis-4783 101 12 the the DET fis-4783 101 13 critical critical ADJ fis-4783 101 14 necking neck VERB fis-4783 101 15 area area NOUN fis-4783 101 16 where where SCONJ fis-4783 101 17 crack crack NOUN fis-4783 101 18 initiation initiation NOUN fis-4783 101 19 is be AUX fis-4783 101 20 likely likely ADJ fis-4783 101 21 to to PART fis-4783 101 22 occur occur VERB fis-4783 101 23 to to PART fis-4783 101 24 ensure ensure VERB fis-4783 101 25 an an DET fis-4783 101 26 accurate accurate ADJ fis-4783 101 27 examination examination NOUN fis-4783 101 28 of of ADP fis-4783 101 29 deformation deformation NOUN fis-4783 101 30 outcomes[46 outcomes[46 NOUN fis-4783 101 31 ] ] PUNCT fis-4783 101 32 . . PUNCT fis-4783 102 1 this this DET fis-4783 102 2 reduced reduce VERB fis-4783 102 3 element element NOUN fis-4783 102 4 size size NOUN fis-4783 102 5 enables enable VERB fis-4783 102 6 a a DET fis-4783 102 7 comprehensive comprehensive ADJ fis-4783 102 8 analysis analysis NOUN fis-4783 102 9 of of ADP fis-4783 102 10 the the DET fis-4783 102 11 deformation deformation NOUN fis-4783 102 12 characteristics characteristic NOUN fis-4783 102 13 within within ADP fis-4783 102 14 this this DET fis-4783 102 15 particular particular ADJ fis-4783 102 16 region region NOUN fis-4783 102 17 . . PUNCT fis-4783 103 1 the the DET fis-4783 103 2 total total ADJ fis-4783 103 3 number number NOUN fis-4783 103 4 of of ADP fis-4783 103 5 elements element NOUN fis-4783 103 6 in in ADP fis-4783 103 7 the the DET fis-4783 103 8 model model NOUN fis-4783 103 9 is be AUX fis-4783 103 10 49,400 49,400 NUM fis-4783 103 11 , , PUNCT fis-4783 103 12 while while SCONJ fis-4783 103 13 the the DET fis-4783 103 14 number number NOUN fis-4783 103 15 of of ADP fis-4783 103 16 nodes node NOUN fis-4783 103 17 is be AUX fis-4783 103 18 61,074 61,074 NUM fis-4783 103 19 . . PUNCT fis-4783 104 1 the the DET fis-4783 104 2 gtn gtn PROPN fis-4783 104 3 fracture fracture PROPN fis-4783 104 4 model model PROPN fis-4783 104 5 , , PUNCT fis-4783 104 6 initially initially ADV fis-4783 104 7 proposed propose VERB fis-4783 104 8 by by ADP fis-4783 104 9 gurson gurson ADV fis-4783 104 10 and and CCONJ fis-4783 104 11 subsequently subsequently ADV fis-4783 104 12 modified modify VERB fis-4783 104 13 by by ADP fis-4783 104 14 tvergaard tvergaard NOUN fis-4783 104 15 and and CCONJ fis-4783 104 16 needleman needleman PROPN fis-4783 104 17 , , PUNCT fis-4783 104 18 has have AUX fis-4783 104 19 been be AUX fis-4783 104 20 widely widely ADV fis-4783 104 21 utilized utilize VERB fis-4783 104 22 in in ADP fis-4783 104 23 the the DET fis-4783 104 24 field field NOUN fis-4783 104 25 of of ADP fis-4783 104 26 ductile ductile NOUN fis-4783 104 27 and and CCONJ fis-4783 104 28 plasticity plasticity NOUN fis-4783 104 29 mechanics mechanic NOUN fis-4783 104 30 for for ADP fis-4783 104 31 characterizing characterize VERB fis-4783 104 32 the the DET fis-4783 104 33 fracture fracture ADJ fis-4783 104 34 behavior behavior NOUN fis-4783 104 35 and and CCONJ fis-4783 104 36 damage damage NOUN fis-4783 104 37 t t PROPN fis-4783 104 38     SPACE fis-4783 104 39 m. m. NOUN fis-4783 104 40 sarparast sarparast ADV fis-4783 104 41 et et PROPN fis-4783 104 42 alii alii PROPN fis-4783 104 43 , , PUNCT fis-4783 104 44 frattura frattura PROPN fis-4783 104 45 ed ed PROPN fis-4783 104 46 integrità integrità PROPN fis-4783 104 47 strutturale strutturale PROPN fis-4783 104 48 , , PUNCT fis-4783 104 49 68 68 NUM fis-4783 104 50 ( ( PUNCT fis-4783 104 51 2024 2024 NUM fis-4783 104 52 ) ) PUNCT fis-4783 104 53 340 340 NUM fis-4783 104 54 - - SYM fis-4783 104 55 356 356 NUM fis-4783 104 56 ; ; PUNCT fis-4783 104 57 doi doi NOUN fis-4783 104 58 : : PUNCT fis-4783 104 59 10.3221 10.3221 NUM fis-4783 104 60 / / SYM fis-4783 104 61 igf igf PROPN fis-4783 104 62 - - PUNCT fis-4783 104 63 esis.68.23 esis.68.23 PROPN fis-4783 104 64     SPACE fis-4783 104 65 345 345 NUM fis-4783 104 66     SPACE fis-4783 104 67 progression progression NOUN fis-4783 104 68 of of ADP fis-4783 104 69 metallic metallic ADJ fis-4783 104 70 materials material NOUN fis-4783 104 71 [ [ X fis-4783 104 72 17 17 NUM fis-4783 104 73 , , PUNCT fis-4783 104 74 41 41 NUM fis-4783 104 75 , , PUNCT fis-4783 104 76 47 47 NUM fis-4783 104 77 , , PUNCT fis-4783 104 78 48 48 NUM fis-4783 104 79 ] ] PUNCT fis-4783 104 80 . . PUNCT fis-4783 105 1 however however ADV fis-4783 105 2 , , PUNCT fis-4783 105 3 the the DET fis-4783 105 4 gtn gtn PROPN fis-4783 105 5 model model NOUN fis-4783 105 6 has have VERB fis-4783 105 7 limitations limitation NOUN fis-4783 105 8 in in ADP fis-4783 105 9 accurately accurately ADV fis-4783 105 10 capturing capture VERB fis-4783 105 11 void void ADJ fis-4783 105 12 shear shear NOUN fis-4783 105 13 failure failure NOUN fis-4783 105 14 under under ADP fis-4783 105 15 low low ADJ fis-4783 105 16 and and CCONJ fis-4783 105 17 negative negative ADJ fis-4783 105 18 - - PUNCT fis-4783 105 19 stress stress ADJ fis-4783 105 20 triaxiality triaxiality NOUN fis-4783 105 21 conditions condition NOUN fis-4783 105 22 . . PUNCT fis-4783 106 1 to to PART fis-4783 106 2 address address VERB fis-4783 106 3 this this DET fis-4783 106 4 limitation limitation NOUN fis-4783 106 5 , , PUNCT fis-4783 106 6 nashon nashon ADV fis-4783 106 7 and and CCONJ fis-4783 106 8 hutchison hutchison NOUN fis-4783 106 9 proposed propose VERB fis-4783 106 10 enhancing enhance VERB fis-4783 106 11 the the DET fis-4783 106 12 gtn gtn PROPN fis-4783 106 13 fracture fracture PROPN fis-4783 106 14 model model NOUN fis-4783 106 15 by by ADP fis-4783 106 16 incorporating incorporate VERB fis-4783 106 17 coefficients coefficient NOUN fis-4783 106 18 for for ADP fis-4783 106 19 void void ADJ fis-4783 106 20 coalescence coalescence NOUN fis-4783 106 21 , , PUNCT fis-4783 106 22 nucleation nucleation NOUN fis-4783 106 23 , , PUNCT fis-4783 106 24 and and CCONJ fis-4783 106 25 shear shear NOUN fis-4783 106 26 damage damage NOUN fis-4783 106 27 . . PUNCT fis-4783 107 1 these these DET fis-4783 107 2 modifications modification NOUN fis-4783 107 3 improve improve VERB fis-4783 107 4 the the DET fis-4783 107 5 model model NOUN fis-4783 107 6 's 's PART fis-4783 107 7 capability capability NOUN fis-4783 107 8 to to PART fis-4783 107 9 accurately accurately ADV fis-4783 107 10 represent represent VERB fis-4783 107 11 the the DET fis-4783 107 12 fracture fracture ADJ fis-4783 107 13 behavior behavior NOUN fis-4783 107 14 of of ADP fis-4783 107 15 metallic metallic ADJ fis-4783 107 16 materials material NOUN fis-4783 107 17 , , PUNCT fis-4783 107 18 particularly particularly ADV fis-4783 107 19 in in ADP fis-4783 107 20 scenarios scenario NOUN fis-4783 107 21 involving involve VERB fis-4783 107 22 low low ADJ fis-4783 107 23 and and CCONJ fis-4783 107 24 negative negative ADJ fis-4783 107 25 - - PUNCT fis-4783 107 26 stress stress NOUN fis-4783 107 27 triaxiality triaxiality NOUN fis-4783 107 28 . . PUNCT fis-4783 108 1 the the DET fis-4783 108 2 modified modify VERB fis-4783 108 3 gtn gtn PROPN fis-4783 108 4 fracture fracture PROPN fis-4783 108 5 model model NOUN fis-4783 108 6 by by ADP fis-4783 108 7 nashon nashon PROPN fis-4783 108 8 and and CCONJ fis-4783 108 9 hutchison hutchison NOUN fis-4783 108 10 provides provide VERB fis-4783 108 11 researchers researcher NOUN fis-4783 108 12 with with ADP fis-4783 108 13 a a DET fis-4783 108 14 more more ADV fis-4783 108 15 comprehensive comprehensive ADJ fis-4783 108 16 tool tool NOUN fis-4783 108 17 for for ADP fis-4783 108 18 analyzing analyze VERB fis-4783 108 19 and and CCONJ fis-4783 108 20 predicting predict VERB fis-4783 108 21 the the DET fis-4783 108 22 response response NOUN fis-4783 108 23 of of ADP fis-4783 108 24 materials material NOUN fis-4783 108 25 under under ADP fis-4783 108 26 complex complex ADJ fis-4783 108 27 loading loading NOUN fis-4783 108 28 conditions condition NOUN fis-4783 108 29 , , PUNCT fis-4783 108 30 thereby thereby ADV fis-4783 108 31 facilitating facilitate VERB fis-4783 108 32 improved improved ADJ fis-4783 108 33 understanding understanding NOUN fis-4783 108 34 and and CCONJ fis-4783 108 35 design design NOUN fis-4783 108 36 of of ADP fis-4783 108 37 structures structure NOUN fis-4783 108 38 and and CCONJ fis-4783 108 39 components component NOUN fis-4783 108 40 in in ADP fis-4783 108 41 diverse diverse ADJ fis-4783 108 42 engineering engineering NOUN fis-4783 108 43 applications[49 applications[49 PROPN fis-4783 108 44 ] ] X fis-4783 108 45 . . PUNCT fis-4783 108 46         SPACE fis-4783 109 1   NOUN fis-4783 109 2   NOUN fis-4783 109 3 2 2 PROPN fis-4783 109 4 2 2 NUM fis-4783 109 5 * * SYM fis-4783 109 6 * * SYM fis-4783 109 7 2 2 NUM fis-4783 109 8 1 1 NUM fis-4783 109 9 32 32 NUM fis-4783 109 10 3 3 NUM fis-4783 109 11 2 2 NUM fis-4783 109 12 cosh cosh NOUN fis-4783 109 13 1 1 NUM fis-4783 109 14 0 0 NUM fis-4783 109 15 2 2 NUM fis-4783 109 16 yy yy NOUN fis-4783 109 17 q q PROPN fis-4783 109 18 q q X fis-4783 109 19 p p X fis-4783 109 20 q q X fis-4783 109 21 f f X fis-4783 109 22 q q X fis-4783 109 23 f f PROPN fis-4783 109 24   X fis-4783 109 25   NOUN fis-4783 109 26   NOUN fis-4783 109 27   PROPN fis-4783 109 28   NOUN fis-4783 109 29   PUNCT fis-4783 109 30   PROPN fis-4783 109 31   PROPN fis-4783 109 32   ADV fis-4783 109 33   PUNCT fis-4783 109 34   X fis-4783 110 1   PROPN fis-4783 110 2   ADJ fis-4783 110 3   NOUN fis-4783 110 4 ( ( PUNCT fis-4783 110 5 2 2 NUM fis-4783 110 6 ) ) PUNCT fis-4783 110 7 figure figure NOUN fis-4783 110 8 4 4 NUM fis-4783 110 9 : : PUNCT fis-4783 110 10 finite finite PROPN fis-4783 110 11 element element PROPN fis-4783 110 12 simulation simulation PROPN fis-4783 110 13 model model PROPN fis-4783 110 14 uniaxial uniaxial ADJ fis-4783 110 15 test test NOUN fis-4783 110 16 . . PUNCT fis-4783 110 17     SPACE fis-4783 111 1 in in ADP fis-4783 111 2 nahshon nahshon PROPN fis-4783 111 3 and and CCONJ fis-4783 111 4 hutchinson hutchinson PROPN fis-4783 111 5 's 's PART fis-4783 111 6 shear shear PROPN fis-4783 111 7 damage damage NOUN fis-4783 111 8 equations equation NOUN fis-4783 111 9 , , PUNCT fis-4783 111 10 y y PROPN fis-4783 111 11 is be AUX fis-4783 111 12 the the DET fis-4783 111 13 yield yield NOUN fis-4783 111 14 stress stress NOUN fis-4783 111 15 , , PUNCT fis-4783 111 16 q q PUNCT fis-4783 111 17 is be AUX fis-4783 111 18 the the DET fis-4783 111 19 von von NOUN fis-4783 111 20 misses miss VERB fis-4783 111 21 equivalent equivalent ADJ fis-4783 111 22 stress stress NOUN fis-4783 111 23 , , PUNCT fis-4783 111 24 p p NOUN fis-4783 111 25 is be AUX fis-4783 111 26 the the DET fis-4783 111 27 hydrostatic hydrostatic ADJ fis-4783 111 28 pressure pressure NOUN fis-4783 111 29 , , PUNCT fis-4783 111 30 f f PROPN fis-4783 111 31 * * PUNCT fis-4783 111 32 is be AUX fis-4783 111 33 the the DET fis-4783 111 34 effective effective ADJ fis-4783 111 35 void void ADJ fis-4783 111 36 volume volume NOUN fis-4783 111 37 fraction fraction NOUN fis-4783 111 38 , , PUNCT fis-4783 111 39 and and CCONJ fis-4783 111 40 q1 q1 PROPN fis-4783 111 41 to to ADP fis-4783 111 42 q3 q3 PROPN fis-4783 111 43 are be AUX fis-4783 111 44 constants constant NOUN fis-4783 111 45 and and CCONJ fis-4783 111 46 dependent dependent ADJ fis-4783 111 47 on on ADP fis-4783 111 48 the the DET fis-4783 111 49 material material NOUN fis-4783 111 50 's 's PART fis-4783 111 51 properties[49 properties[49 NOUN fis-4783 111 52 ] ] X fis-4783 111 53 : : PUNCT fis-4783 111 54     SPACE fis-4783 111 55   NOUN fis-4783 112 1   SYM fis-4783 112 2   NOUN fis-4783 112 3   PUNCT fis-4783 112 4 * * PUNCT fis-4783 112 5                                                                             SPACE fis-4783 112 6 1/ 1/ NUM fis-4783 112 7 1 1 NUM fis-4783 112 8               SPACE fis-4783 112 9 c c NOUN fis-4783 112 10 c c NOUN fis-4783 112 11 c c NOUN fis-4783 113 1 c c NOUN fis-4783 113 2 c c NOUN fis-4783 113 3 f f PROPN fis-4783 114 1 c c PROPN fis-4783 114 2 f f PROPN fis-4783 115 1 f f PROPN fis-4783 115 2 f f X fis-4783 116 1 q q X fis-4783 116 2 ff ff INTJ fis-4783 116 3 f f NOUN fis-4783 117 1 f f PROPN fis-4783 117 2 f f PROPN fis-4783 118 1 f f PROPN fis-4783 118 2 f f PROPN fis-4783 118 3 f f PROPN fis-4783 118 4 f f PROPN fis-4783 118 5 f f PROPN fis-4783 118 6   NOUN fis-4783 118 7   NUM fis-4783 118 8   ADJ fis-4783 118 9   NUM fis-4783 118 10   ADJ fis-4783 118 11   PROPN fis-4783 118 12   PROPN fis-4783 118 13   CCONJ fis-4783 118 14 ( ( PUNCT fis-4783 118 15 3 3 X fis-4783 118 16 ) ) PUNCT fis-4783 118 17   NOUN fis-4783 119 1   PROPN fis-4783 119 2 p p NOUN fis-4783 120 1 ij ij INTJ fis-4783 120 2 ij ij X fis-4783 120 3 s s X fis-4783 120 4 ij ij NOUN fis-4783 120 5 s s NOUN fis-4783 120 6 f f X fis-4783 120 7 k k PROPN fis-4783 120 8 f f PROPN fis-4783 120 9 q q PROPN fis-4783 120 10   PROPN fis-4783 120 11   PROPN fis-4783 120 12   PROPN fis-4783 120 13   NOUN fis-4783 120 14 ( ( PUNCT fis-4783 120 15 4 4 NUM fis-4783 120 16 ) ) PUNCT fis-4783 120 17     SPACE fis-4783 120 18   NOUN fis-4783 120 19   PROPN fis-4783 120 20     SPACE fis-4783 120 21 1 1 NUM fis-4783 120 22 p p NOUN fis-4783 120 23 gf gf X fis-4783 120 24 f f PROPN fis-4783 120 25   PROPN fis-4783 120 26   ADJ fis-4783 120 27   NOUN fis-4783 120 28 ( ( PUNCT fis-4783 120 29 5 5 NUM fis-4783 120 30 ) ) PUNCT fis-4783 120 31             SPACE fis-4783 120 32 p p NOUN fis-4783 121 1 ij ij INTJ fis-4783 121 2 ij ij INTJ fis-4783 122 1 n n PROPN fis-4783 122 2 s s PROPN fis-4783 122 3 f f NOUN fis-4783 122 4 a a DET fis-4783 122 5 q q ADJ fis-4783 122 6   PROPN fis-4783 122 7   PROPN fis-4783 122 8   NOUN fis-4783 122 9 ( ( PUNCT fis-4783 122 10 6 6 NUM fis-4783 122 11 ) ) PUNCT fis-4783 122 12     SPACE fis-4783 122 13 m. m. NOUN fis-4783 122 14 sarparast sarparast ADV fis-4783 122 15 et et PROPN fis-4783 122 16 alii alii PROPN fis-4783 122 17 , , PUNCT fis-4783 122 18 frattura frattura PROPN fis-4783 122 19 ed ed PROPN fis-4783 122 20 integrità integrità PROPN fis-4783 122 21 strutturale strutturale PROPN fis-4783 122 22 , , PUNCT fis-4783 122 23 68 68 NUM fis-4783 122 24 ( ( PUNCT fis-4783 122 25 2024 2024 NUM fis-4783 122 26 ) ) PUNCT fis-4783 122 27 340 340 NUM fis-4783 122 28 - - SYM fis-4783 122 29 356 356 NUM fis-4783 122 30 ; ; PUNCT fis-4783 122 31 doi doi NOUN fis-4783 122 32 : : PUNCT fis-4783 122 33 10.3221 10.3221 NUM fis-4783 122 34 / / SYM fis-4783 122 35 igf igf PROPN fis-4783 122 36 - - PUNCT fis-4783 122 37 esis.68.23 esis.68.23 PROPN fis-4783 122 38     SPACE fis-4783 122 39 346 346 NUM fis-4783 122 40         SPACE fis-4783 122 41 2 2 NUM fis-4783 122 42     SPACE fis-4783 122 43 1 1 NUM fis-4783 122 44             SPACE fis-4783 122 45 exp exp NOUN fis-4783 122 46                             SPACE fis-4783 122 47 0 0 NUM fis-4783 122 48 22 22 NUM fis-4783 122 49                                                                         SPACE fis-4783 122 50 0 0 NUM fis-4783 122 51                                                                                                             SPACE fis-4783 122 52 0 0 NUM fis-4783 123 1 p p NOUN fis-4783 123 2 n n INTJ fis-4783 123 3 m m VERB fis-4783 123 4 n n ADJ fis-4783 123 5 nn nn INTJ fis-4783 123 6 f f PROPN fis-4783 124 1 p p X fis-4783 124 2 ss ss PROPN fis-4783 124 3 a a DET fis-4783 124 4 p p PROPN fis-4783 124 5   PROPN fis-4783 124 6   PROPN fis-4783 124 7   ADJ fis-4783 124 8   ADP fis-4783 125 1   PROPN fis-4783 126 1   PROPN fis-4783 126 2   PROPN fis-4783 126 3   PROPN fis-4783 126 4   NOUN fis-4783 126 5   NUM fis-4783 126 6   PROPN fis-4783 127 1   NUM fis-4783 127 2   NOUN fis-4783 127 3   NOUN fis-4783 127 4   PROPN fis-4783 127 5   VERB fis-4783 127 6   NOUN fis-4783 127 7   NUM fis-4783 127 8   ADP fis-4783 127 9   PRON fis-4783 127 10   NOUN fis-4783 127 11 ( ( PUNCT fis-4783 127 12 7 7 NUM fis-4783 127 13 ) ) PUNCT fis-4783 127 14                         SPACE fis-4783 127 15 g g PROPN fis-4783 127 16 n n PROPN fis-4783 127 17 sf sf INTJ fis-4783 127 18 f f PROPN fis-4783 127 19 f f PROPN fis-4783 127 20 f f PROPN fis-4783 127 21   VERB fis-4783 127 22   NOUN fis-4783 127 23   NOUN fis-4783 127 24   NOUN fis-4783 127 25   NOUN fis-4783 127 26 ( ( PUNCT fis-4783 127 27 8) 8) NUM fis-4783 127 28 where where SCONJ fis-4783 127 29 k k PROPN fis-4783 127 30 is be AUX fis-4783 127 31 introduced introduce VERB fis-4783 127 32 as as ADP fis-4783 127 33 a a DET fis-4783 127 34 new new ADJ fis-4783 127 35 material material NOUN fis-4783 127 36 parameter parameter NOUN fis-4783 127 37 for for ADP fis-4783 127 38 the the DET fis-4783 127 39 void void ADJ fis-4783 127 40 nucleation nucleation NOUN fis-4783 127 41 rate rate NOUN fis-4783 127 42 of of ADP fis-4783 127 43 damage damage NOUN fis-4783 127 44 in in ADP fis-4783 127 45 pure pure ADJ fis-4783 127 46 shear shear NOUN fis-4783 127 47 conditions condition NOUN fis-4783 127 48 , , PUNCT fis-4783 127 49   NOUN fis-4783 127 50 σ σ ADV fis-4783 127 51 is be AUX fis-4783 127 52 the the DET fis-4783 127 53 stressfunction stressfunction NOUN fis-4783 127 54 used use VERB fis-4783 127 55 by by ADP fis-4783 127 56 nahshon nahshon PROPN fis-4783 127 57 and and CCONJ fis-4783 127 58 hutchinson hutchinson PROPN fis-4783 127 59 , , PUNCT fis-4783 127 60 s s PART fis-4783 127 61 is be AUX fis-4783 127 62 the the DET fis-4783 127 63 deviatoric deviatoric ADJ fis-4783 127 64 stress stress NOUN fis-4783 127 65 tensor tensor NOUN fis-4783 127 66 and and CCONJ fis-4783 127 67 p p VERB fis-4783 127 68 plastic plastic NOUN fis-4783 127 69 strain strain NOUN fis-4783 127 70 rate rate NOUN fis-4783 127 71 tensor tensor NOUN fis-4783 127 72 , , PUNCT fis-4783 127 73     SPACE fis-4783 127 74 cf cf NOUN fis-4783 127 75 is be AUX fis-4783 127 76 the the DET fis-4783 127 77 critical critical ADJ fis-4783 127 78 volume volume NOUN fis-4783 127 79 fraction fraction NOUN fis-4783 127 80 of of ADP fis-4783 127 81 voids voids NOUN fis-4783 127 82 and and CCONJ fis-4783 127 83 𝑓𝑓 𝑓𝑓 NOUN fis-4783 127 84 is be AUX fis-4783 127 85 the the DET fis-4783 127 86 volume volume NOUN fis-4783 127 87 fraction fraction NOUN fis-4783 127 88 of of ADP fis-4783 127 89 the the DET fis-4783 127 90 void void NOUN fis-4783 127 91 at at ADP fis-4783 127 92 the the DET fis-4783 127 93 fractured fractured ADJ fis-4783 127 94 moment moment NOUN fis-4783 127 95 this this DET fis-4783 127 96 function function NOUN fis-4783 127 97 is be AUX fis-4783 127 98 between between ADP fis-4783 127 99 the the DET fis-4783 127 100 zero zero NUM fis-4783 127 101 and and CCONJ fis-4783 127 102 one one NUM fis-4783 127 103 value value NOUN fis-4783 127 104 , , PUNCT fis-4783 127 105 which which PRON fis-4783 127 106 for for ADP fis-4783 127 107 the the DET fis-4783 127 108 axial axial ADJ fis-4783 127 109 stress stress NOUN fis-4783 127 110 state state NOUN fis-4783 127 111 is be AUX fis-4783 127 112 zero zero NUM fis-4783 127 113 and and CCONJ fis-4783 127 114 for for ADP fis-4783 127 115 the the DET fis-4783 127 116 shear shear NOUN fis-4783 127 117 stress stress NOUN fis-4783 127 118 condition condition NOUN fis-4783 127 119 is be AUX fis-4783 127 120 one one NUM fis-4783 127 121 . . PUNCT fis-4783 128 1 also also ADV fis-4783 128 2 , , PUNCT fis-4783 128 3 the the DET fis-4783 128 4 ˙ ˙ NOUN fis-4783 128 5     SPACE fis-4783 128 6 f f PROPN fis-4783 128 7 is be AUX fis-4783 128 8 rate rate NOUN fis-4783 128 9 of of ADP fis-4783 128 10 change change NOUN fis-4783 128 11 in in ADP fis-4783 128 12 the the DET fis-4783 128 13 voids voids NOUN fis-4783 128 14 volume volume NOUN fis-4783 128 15 fraction fraction NOUN fis-4783 128 16 , , PUNCT fis-4783 128 17 gf gf PROPN fis-4783 128 18 is be AUX fis-4783 128 19 the the DET fis-4783 128 20 void void ADJ fis-4783 128 21 growth growth NOUN fis-4783 128 22 , , PUNCT fis-4783 128 23 nf nf PROPN fis-4783 128 24 is be AUX fis-4783 128 25 the the DET fis-4783 128 26 nucleation nucleation NOUN fis-4783 128 27 rate rate NOUN fis-4783 128 28 , , PUNCT fis-4783 128 29 and and CCONJ fis-4783 128 30 sf sf PROPN fis-4783 128 31 is be AUX fis-4783 128 32 the the DET fis-4783 128 33 shear shear NOUN fis-4783 128 34 rate rate NOUN fis-4783 128 35 of of ADP fis-4783 128 36 the the DET fis-4783 128 37 voids voids NOUN fis-4783 128 38 . . PUNCT fis-4783 129 1 the the DET fis-4783 129 2 vumat vumat ADJ fis-4783 129 3 subroutine subroutine NOUN fis-4783 129 4 is be AUX fis-4783 129 5 implemented implement VERB fis-4783 129 6 to to PART fis-4783 129 7 utilize utilize VERB fis-4783 129 8 the the DET fis-4783 129 9 modified modify VERB fis-4783 129 10 gtn gtn PROPN fis-4783 129 11 damage damage NOUN fis-4783 129 12 behavior behavior NOUN fis-4783 129 13 of of ADP fis-4783 129 14 the the DET fis-4783 129 15 material material NOUN fis-4783 129 16 in in ADP fis-4783 129 17 abaqus abaqus PROPN fis-4783 129 18 software software NOUN fis-4783 129 19 . . PUNCT fis-4783 130 1 in in ADP fis-4783 130 2 this this DET fis-4783 130 3 process process NOUN fis-4783 130 4 stress stress NOUN fis-4783 130 5 tensor tensor NOUN fis-4783 130 6 and and CCONJ fis-4783 130 7 internal internal ADJ fis-4783 130 8 state state NOUN fis-4783 130 9 variables variable NOUN fis-4783 130 10 must must AUX fis-4783 130 11 be be AUX fis-4783 130 12 updated update VERB fis-4783 130 13 in in ADP fis-4783 130 14 the the DET fis-4783 130 15 end end NOUN fis-4783 130 16 of of ADP fis-4783 130 17 each each DET fis-4783 130 18 increment increment NOUN fis-4783 130 19 if if SCONJ fis-4783 130 20 plastic plastic ADJ fis-4783 130 21 state state NOUN fis-4783 130 22 occurs occur VERB fis-4783 130 23 the the DET fis-4783 130 24 plastic plastic ADJ fis-4783 130 25 corrections correction NOUN fis-4783 130 26 must must AUX fis-4783 130 27 be be AUX fis-4783 130 28 calculated calculate VERB fis-4783 130 29 . . PUNCT fis-4783 131 1 the the DET fis-4783 131 2 corrections correction NOUN fis-4783 131 3 for for ADP fis-4783 131 4 ∆εp ∆εp PRON fis-4783 131 5 ( ( PUNCT fis-4783 131 6 volumetric volumetric ADJ fis-4783 131 7 plastic plastic NOUN fis-4783 131 8 strain strain NOUN fis-4783 131 9 increment increment NOUN fis-4783 131 10 ) ) PUNCT fis-4783 131 11 and and CCONJ fis-4783 131 12 ∆εq ∆εq NOUN fis-4783 131 13 ( ( PUNCT fis-4783 131 14 deviatoric deviatoric ADJ fis-4783 131 15 plastic plastic NOUN fis-4783 131 16 strain strain NOUN fis-4783 131 17 increment increment NOUN fis-4783 131 18 ) ) PUNCT fis-4783 131 19 are be AUX fis-4783 131 20 calculated calculate VERB fis-4783 131 21 using use VERB fis-4783 131 22 the the DET fis-4783 131 23 newton newton PROPN fis-4783 131 24 - - PUNCT fis-4783 131 25 raphson raphson PROPN fis-4783 131 26 iteration iteration NOUN fis-4783 131 27 method method NOUN fis-4783 131 28 . . PUNCT fis-4783 132 1 this this DET fis-4783 132 2 iterative iterative NOUN fis-4783 132 3 process process NOUN fis-4783 132 4 helps helps AUX fis-4783 132 5 refine refine VERB fis-4783 132 6 the the DET fis-4783 132 7 values value NOUN fis-4783 132 8 of of ADP fis-4783 132 9 cp cp PROPN fis-4783 132 10 and and CCONJ fis-4783 132 11 cq cq PROPN fis-4783 132 12 , , PUNCT fis-4783 132 13 which which PRON fis-4783 132 14 are be AUX fis-4783 132 15 the the DET fis-4783 132 16 corrections correction NOUN fis-4783 132 17 required require VERB fis-4783 132 18 for for ADP fis-4783 132 19 updating update VERB fis-4783 132 20 the the DET fis-4783 132 21 internal internal ADJ fis-4783 132 22 variables variable NOUN fis-4783 132 23 . . PUNCT fis-4783 133 1 by by ADP fis-4783 133 2 iteratively iteratively ADV fis-4783 133 3 adjusting adjust VERB fis-4783 133 4 these these DET fis-4783 133 5 corrections correction NOUN fis-4783 133 6 , , PUNCT fis-4783 133 7 the the DET fis-4783 133 8 algorithm algorithm NOUN fis-4783 133 9 achieves achieve VERB fis-4783 133 10 an an DET fis-4783 133 11 accurate accurate ADJ fis-4783 133 12 and and CCONJ fis-4783 133 13 reliable reliable ADJ fis-4783 133 14 update update NOUN fis-4783 133 15 of of ADP fis-4783 133 16 the the DET fis-4783 133 17 stress stress NOUN fis-4783 133 18 tensor tensor NOUN fis-4783 133 19 and and CCONJ fis-4783 133 20 internal internal ADJ fis-4783 133 21 state state NOUN fis-4783 133 22 variables variable NOUN fis-4783 133 23 . . PUNCT fis-4783 134 1 the the DET fis-4783 134 2 pseudo pseudo NOUN fis-4783 134 3 - - ADJ fis-4783 134 4 code code NOUN fis-4783 134 5 algorithm algorithm NOUN fis-4783 134 6 for for ADP fis-4783 134 7 developing develop VERB fis-4783 134 8 the the DET fis-4783 134 9 user user NOUN fis-4783 134 10 subroutine subroutine NOUN fis-4783 134 11 is be AUX fis-4783 134 12 provided provide VERB fis-4783 134 13 in in ADP fis-4783 134 14 tab tab NOUN fis-4783 134 15 . . PUNCT fis-4783 135 1 4 4 NUM fis-4783 136 1 [ [ X fis-4783 136 2 38 38 NUM fis-4783 136 3 ] ] PUNCT fis-4783 136 4 . . PUNCT fis-4783 137 1 initiate initiate VERB fis-4783 137 2 the the DET fis-4783 137 3 stress stress NOUN fis-4783 137 4 tensor tensor NOUN fis-4783 137 5 and and CCONJ fis-4783 137 6 internal internal ADJ fis-4783 137 7 variables variable NOUN fis-4783 137 8 at at ADP fis-4783 137 9 t t PROPN fis-4783 137 10 � � PROPN fis-4783 137 11 � � PROPN fis-4783 137 12 0 0 NUM fis-4783 137 13 time time NOUN fis-4783 137 14 . . PUNCT fis-4783 138 1 calculate calculate VERB fis-4783 138 2 elastic elastic ADJ fis-4783 138 3 predictor predictor NOUN fis-4783 138 4 t t PROPN fis-4783 138 5 t t PROPN fis-4783 138 6 t t PROPN fis-4783 138 7 t t PROPN fis-4783 138 8 t t PROPN fis-4783 138 9 t t PROPN fis-4783 138 10 , , PUNCT fis-4783 138 11 , , PUNCT fis-4783 138 12 t t PROPN fis-4783 138 13 t t PROPN fis-4783 138 14 tp tp PROPN fis-4783 138 15 q q VERB fis-4783 138 16   PROPN fis-4783 138 17   PROPN fis-4783 138 18   PROPN fis-4783 138 19 : : PUNCT fis-4783 138 20 t t X fis-4783 138 21 : : PUNCT fis-4783 138 22 t t PROPN fis-4783 138 23 e e PROPN fis-4783 139 1   VERB fis-4783 140 1 σ σ PROPN fis-4783 141 1 σ σ PROPN fis-4783 141 2 c c NOUN fis-4783 141 3 ε ε X fis-4783 141 4 ; ; PUNCT fis-4783 141 5 1 1 NUM fis-4783 141 6 : : SYM fis-4783 141 7 3 3 NUM fis-4783 141 8 t t NOUN fis-4783 141 9 tp tp ADP fis-4783 141 10   PROPN fis-4783 141 11   PROPN fis-4783 141 12 σ σ PROPN fis-4783 141 13 i i PRON fis-4783 141 14 ; ; PUNCT fis-4783 141 15 3 3 NUM fis-4783 141 16     SPACE fis-4783 141 17 : : PUNCT fis-4783 141 18       SPACE fis-4783 141 19 2 2 NUM fis-4783 141 20 t t NOUN fis-4783 141 21 t t NOUN fis-4783 141 22 tq tq INTJ fis-4783 142 1   PROPN fis-4783 142 2 s s PART fis-4783 142 3 s s X fis-4783 142 4 ( ( PUNCT fis-4783 142 5 9 9 NUM fis-4783 142 6 - - SYM fis-4783 142 7 11 11 NUM fis-4783 142 8 ) ) PUNCT fis-4783 142 9 calculate calculate VERB fis-4783 142 10 the the DET fis-4783 142 11 value value NOUN fis-4783 142 12 of of ADP fis-4783 142 13 the the DET fis-4783 142 14 yield yield NOUN fis-4783 142 15 function function NOUN fis-4783 142 16 : : PUNCT fis-4783 142 17   NOUN fis-4783 143 1   SYM fis-4783 143 2   NOUN fis-4783 143 3 2 2 NOUN fis-4783 143 4 t t PROPN fis-4783 143 5 tt tt PROPN fis-4783 143 6 φ φ PROPN fis-4783 143 7 ( ( PUNCT fis-4783 143 8 , , PUNCT fis-4783 143 9 , , PUNCT fis-4783 143 10 , , PUNCT fis-4783 143 11       SPACE fis-4783 143 12 , , PUNCT fis-4783 143 13     SPACE fis-4783 143 14 ) ) PUNCT fis-4783 143 15 t t PROPN fis-4783 143 16 t t NOUN fis-4783 143 17 p p X fis-4783 143 18 m m PROPN fis-4783 143 19 sf sf INTJ fis-4783 143 20 p p X fis-4783 143 21 q q X fis-4783 143 22 f f X fis-4783 143 23 d d PROPN fis-4783 143 24 ( ( PUNCT fis-4783 143 25 12 12 NUM fis-4783 143 26 ) ) PUNCT fis-4783 143 27 if if SCONJ fis-4783 143 28 2 2 NUM fis-4783 143 29 0f 0f NOUN fis-4783 143 30   NUM fis-4783 143 31 then then ADV fis-4783 143 32 k=0 k=0 PUNCT fis-4783 143 33 while while SCONJ fis-4783 143 34 |f1| |f1| NOUN fis-4783 143 35 > > X fis-4783 143 36 tolerance tolerance NOUN fis-4783 143 37 or or CCONJ fis-4783 143 38 |f2| |f2| NOUN fis-4783 143 39 > > X fis-4783 143 40 tolerance tolerance NOUN fis-4783 143 41 do do AUX fis-4783 143 42 calculate calculate VERB fis-4783 143 43 the the DET fis-4783 143 44 corrections correction NOUN fis-4783 143 45 pc pc NOUN fis-4783 143 46 and and CCONJ fis-4783 143 47 qc qc PROPN fis-4783 143 48 to to PART fis-4783 143 49 update update VERB fis-4783 143 50 the the DET fis-4783 143 51 p p PROPN fis-4783 143 52 and and CCONJ fis-4783 143 53 q q NOUN fis-4783 143 54 values value NOUN fis-4783 143 55 : : PUNCT fis-4783 143 56   NOUN fis-4783 143 57   SYM fis-4783 143 58   NOUN fis-4783 143 59   NOUN fis-4783 143 60 1 1 NUM fis-4783 143 61 1 1 NUM fis-4783 143 62 1 1 NUM fis-4783 143 63 2 2 NUM fis-4783 143 64 2 2 NUM fis-4783 143 65 2 2 NUM fis-4783 143 66                                         SPACE fis-4783 143 67 k k PROPN fis-4783 144 1 k k PROPN fis-4783 144 2 k k PROPN fis-4783 145 1 p p X fis-4783 145 2 q q X fis-4783 145 3 t t NOUN fis-4783 145 4 t t PROPN fis-4783 145 5 p p PROPN fis-4783 145 6 qt qt PROPN fis-4783 145 7 t t PROPN fis-4783 145 8 t t PROPN fis-4783 146 1 t t PROPN fis-4783 146 2 k k PROPN fis-4783 147 1 k k PROPN fis-4783 148 1 k k PROPN fis-4783 149 1 p p X fis-4783 149 2 q q X fis-4783 149 3 t t NOUN fis-4783 149 4 t t PROPN fis-4783 149 5 p p PROPN fis-4783 149 6 qt qt PROPN fis-4783 149 7 t t PROPN fis-4783 149 8 t t PROPN fis-4783 150 1 t t PROPN fis-4783 150 2 f f X fis-4783 151 1 f f PROPN fis-4783 151 2 c c NOUN fis-4783 151 3 c c NOUN fis-4783 151 4 f f PROPN fis-4783 151 5 f f X fis-4783 151 6 f f PROPN fis-4783 151 7 c c NOUN fis-4783 151 8 c c PROPN fis-4783 151 9 f f PROPN fis-4783 151 10   PROPN fis-4783 151 11   PROPN fis-4783 151 12   PROPN fis-4783 151 13   PROPN fis-4783 151 14   PROPN fis-4783 151 15   PROPN fis-4783 151 16   PROPN fis-4783 151 17   PROPN fis-4783 151 18   PROPN fis-4783 151 19   PROPN fis-4783 151 20   PUNCT fis-4783 151 21   PROPN fis-4783 151 22   NOUN fis-4783 151 23   PROPN fis-4783 151 24   PROPN fis-4783 151 25   VERB fis-4783 151 26   PROPN fis-4783 151 27   PROPN fis-4783 151 28   PROPN fis-4783 152 1   PROPN fis-4783 152 2   NOUN fis-4783 153 1   PROPN fis-4783 154 1   PROPN fis-4783 154 2   PUNCT fis-4783 154 3   NUM fis-4783 154 4   PROPN fis-4783 154 5   NOUN fis-4783 154 6   ADV fis-4783 154 7   VERB fis-4783 154 8   NUM fis-4783 154 9   NUM fis-4783 154 10   PROPN fis-4783 154 11   NOUN fis-4783 154 12   PROPN fis-4783 154 13   PROPN fis-4783 154 14   PUNCT fis-4783 154 15   PROPN fis-4783 154 16   PROPN fis-4783 154 17   PROPN fis-4783 155 1   PROPN fis-4783 155 2   PROPN fis-4783 155 3   PROPN fis-4783 156 1   PROPN fis-4783 156 2   PROPN fis-4783 156 3   PROPN fis-4783 156 4   PROPN fis-4783 156 5   PROPN fis-4783 156 6   NOUN fis-4783 156 7 ; ; PUNCT fis-4783 156 8   NOUN fis-4783 156 9   SYM fis-4783 156 10   NOUN fis-4783 156 11   SYM fis-4783 156 12   NOUN fis-4783 156 13   PUNCT fis-4783 156 14   NOUN fis-4783 156 15   NOUN fis-4783 156 16 1 1 NUM fis-4783 156 17 1 1 NUM fis-4783 156 18                         SPACE fis-4783 156 19 k k PROPN fis-4783 157 1 k k PROPN fis-4783 158 1 p p X fis-4783 158 2 p p X fis-4783 158 3 pt pt PROPN fis-4783 158 4 t t PROPN fis-4783 158 5 t t PROPN fis-4783 158 6 t t PROPN fis-4783 159 1 k k PROPN fis-4783 159 2 k k PROPN fis-4783 160 1 q q X fis-4783 161 1 q q X fis-4783 161 2 qt qt PROPN fis-4783 161 3 t t PROPN fis-4783 161 4 t t PROPN fis-4783 161 5 t t PROPN fis-4783 161 6 c c PROPN fis-4783 161 7 c c PROPN fis-4783 161 8   PROPN fis-4783 161 9   PROPN fis-4783 161 10   PROPN fis-4783 161 11   PROPN fis-4783 161 12   PUNCT fis-4783 161 13   PROPN fis-4783 161 14   PROPN fis-4783 161 15   PUNCT fis-4783 161 16   PROPN fis-4783 161 17   PROPN fis-4783 161 18   ADP fis-4783 161 19   X fis-4783 162 1   NUM fis-4783 162 2   NOUN fis-4783 162 3   VERB fis-4783 163 1   NUM fis-4783 163 2   NUM fis-4783 163 3   NOUN fis-4783 163 4   NUM fis-4783 163 5   NOUN fis-4783 163 6   ADV fis-4783 163 7 ; ; PUNCT fis-4783 163 8   NOUN fis-4783 163 9   PROPN fis-4783 163 10   NOUN fis-4783 163 11   PROPN fis-4783 163 12 11 11 NUM fis-4783 163 13 t t NOUN fis-4783 163 14 t t PROPN fis-4783 163 15 11 11 NUM fis-4783 163 16 t t PROPN fis-4783 163 17 t t PROPN fis-4783 163 18                         SPACE fis-4783 163 19 3 3 NUM fis-4783 163 20     SPACE fis-4783 163 21 kk kk PROPN fis-4783 163 22 t t PROPN fis-4783 164 1 p p PROPN fis-4783 164 2 t t PROPN fis-4783 164 3 t t PROPN fis-4783 164 4 kk kk PROPN fis-4783 164 5 t t PROPN fis-4783 164 6 q q PROPN fis-4783 164 7 t t PROPN fis-4783 164 8 t t PROPN fis-4783 165 1 p p X fis-4783 165 2 p p X fis-4783 165 3 k k X fis-4783 165 4 q q X fis-4783 165 5 q q X fis-4783 165 6 g g PROPN fis-4783 165 7   PROPN fis-4783 165 8   PROPN fis-4783 165 9   PROPN fis-4783 165 10   PROPN fis-4783 165 11   PROPN fis-4783 165 12   PROPN fis-4783 165 13   PROPN fis-4783 165 14   PROPN fis-4783 165 15   ADP fis-4783 165 16   NUM fis-4783 165 17   PUNCT fis-4783 165 18   X fis-4783 165 19   NUM fis-4783 165 20   NUM fis-4783 165 21   PROPN fis-4783 165 22   PROPN fis-4783 165 23   NUM fis-4783 165 24 ( ( PUNCT fis-4783 165 25 13 13 NUM fis-4783 165 26 - - SYM fis-4783 165 27 15 15 NUM fis-4783 165 28 ) ) PUNCT fis-4783 165 29 check check VERB fis-4783 165 30 the the DET fis-4783 165 31 yield yield NOUN fis-4783 165 32 condition condition NOUN fis-4783 165 33 : : PUNCT fis-4783 165 34   NOUN fis-4783 165 35   SYM fis-4783 165 36 1 1 NUM fis-4783 165 37 1 1 NUM fis-4783 165 38 1 1 NUM fis-4783 165 39 1 1 NUM fis-4783 165 40 1 1 NUM fis-4783 165 41 1 1 NUM fis-4783 165 42 t t NOUN fis-4783 165 43 t t NOUN fis-4783 165 44 t t PROPN fis-4783 165 45 t t PROPN fis-4783 165 46 t t PROPN fis-4783 165 47 t t PROPN fis-4783 165 48 t t PROPN fis-4783 165 49 t t PROPN fis-4783 165 50 φ φ PROPN fis-4783 165 51 φ φ PROPN fis-4783 165 52 ( ( PUNCT fis-4783 165 53 ) ) PUNCT fis-4783 165 54 ( ( PUNCT fis-4783 165 55 ) ) PUNCT fis-4783 166 1 k k PROPN fis-4783 167 1 k k PROPN fis-4783 168 1 k k PROPN fis-4783 168 2 k k PROPN fis-4783 169 1 k k PROPN fis-4783 169 2 p p PROPN fis-4783 169 3 qt qt X fis-4783 169 4 t t PROPN fis-4783 170 1 f f PROPN fis-4783 170 2 q q PROPN fis-4783 170 3 p p PROPN fis-4783 170 4   PROPN fis-4783 170 5   PROPN fis-4783 170 6   ADV fis-4783 170 7   VERB fis-4783 170 8   PROPN fis-4783 170 9   PUNCT fis-4783 170 10   PUNCT fis-4783 170 11   PROPN fis-4783 170 12   PROPN fis-4783 170 13   PROPN fis-4783 170 14   PROPN fis-4783 170 15   NOUN fis-4783 170 16   PROPN fis-4783 170 17   NOUN fis-4783 170 18   NOUN fis-4783 170 19   PROPN fis-4783 170 20   PRON fis-4783 170 21   NOUN fis-4783 170 22   PROPN fis-4783 170 23   PROPN fis-4783 170 24   PROPN fis-4783 171 1   PROPN fis-4783 172 1   PROPN fis-4783 172 2   PRON fis-4783 172 3   NOUN fis-4783 172 4   PROPN fis-4783 172 5   NOUN fis-4783 172 6 ; ; PUNCT fis-4783 172 7   NOUN fis-4783 173 1   PROPN fis-4783 173 2   NOUN fis-4783 173 3   PUNCT fis-4783 173 4   NOUN fis-4783 173 5   NOUN fis-4783 173 6 11 11 PUNCT fis-4783 173 7 11 11 NUM fis-4783 173 8 1 1 NUM fis-4783 173 9 1 1 NUM fis-4783 173 10 2 2 NUM fis-4783 173 11 t t NOUN fis-4783 173 12 t t NOUN fis-4783 173 13 t t PROPN fis-4783 173 14 tt tt PROPN fis-4783 173 15 t t PROPN fis-4783 173 16 φ φ PROPN fis-4783 173 17 , , PUNCT fis-4783 173 18 , , PUNCT fis-4783 173 19 , , PUNCT fis-4783 173 20       SPACE fis-4783 173 21 , , PUNCT fis-4783 173 22     SPACE fis-4783 173 23 kk kk PROPN fis-4783 173 24 kk kk PROPN fis-4783 174 1 k k PROPN fis-4783 174 2 p p PROPN fis-4783 174 3 k k PROPN fis-4783 174 4 t t PROPN fis-4783 174 5 t t PROPN fis-4783 174 6 t t PROPN fis-4783 174 7 t t PROPN fis-4783 174 8 m m PROPN fis-4783 174 9 st st PROPN fis-4783 174 10 t t PROPN fis-4783 174 11 f f PROPN fis-4783 175 1 p p X fis-4783 175 2 q q X fis-4783 175 3 f f PROPN fis-4783 175 4 d d ADJ fis-4783 175 5   PROPN fis-4783 175 6   PROPN fis-4783 175 7   NOUN fis-4783 175 8   PUNCT fis-4783 175 9   PROPN fis-4783 175 10   PROPN fis-4783 175 11   PUNCT fis-4783 175 12   PUNCT fis-4783 175 13   NUM fis-4783 175 14 ( ( PUNCT fis-4783 175 15 16,17 16,17 NUM fis-4783 175 16 ) ) PUNCT fis-4783 175 17     SPACE fis-4783 175 18 m. m. NOUN fis-4783 175 19 sarparast sarparast ADV fis-4783 175 20 et et PROPN fis-4783 175 21 alii alii PROPN fis-4783 175 22 , , PUNCT fis-4783 175 23 frattura frattura PROPN fis-4783 175 24 ed ed PROPN fis-4783 175 25 integrità integrità PROPN fis-4783 175 26 strutturale strutturale PROPN fis-4783 175 27 , , PUNCT fis-4783 175 28 68 68 NUM fis-4783 175 29 ( ( PUNCT fis-4783 175 30 2024 2024 NUM fis-4783 175 31 ) ) PUNCT fis-4783 175 32 340 340 NUM fis-4783 175 33 - - SYM fis-4783 175 34 356 356 NUM fis-4783 175 35 ; ; PUNCT fis-4783 175 36 doi doi NOUN fis-4783 175 37 : : PUNCT fis-4783 175 38 10.3221 10.3221 NUM fis-4783 175 39 / / SYM fis-4783 175 40 igf igf PROPN fis-4783 175 41 - - PUNCT fis-4783 175 42 esis.68.23 esis.68.23 PROPN fis-4783 175 43     SPACE fis-4783 175 44 347 347 NUM fis-4783 175 45     SPACE fis-4783 175 46 k k NOUN fis-4783 176 1 = = PUNCT fis-4783 176 2 k k PROPN fis-4783 176 3 + + CCONJ fis-4783 176 4 1 1 NUM fis-4783 176 5 end end NOUN fis-4783 176 6 while while SCONJ fis-4783 176 7 update update VERB fis-4783 176 8 the the DET fis-4783 176 9 stresses stress NOUN fis-4783 176 10 and and CCONJ fis-4783 176 11 state state NOUN fis-4783 176 12 variables variable NOUN fis-4783 176 13   NOUN fis-4783 176 14   SYM fis-4783 176 15   NOUN fis-4783 176 16 t t NOUN fis-4783 176 17 t t PROPN fis-4783 176 18 t t PROPN fis-4783 176 19 t t PROPN fis-4783 176 20 t t PROPN fis-4783 176 21 tt tt PROPN fis-4783 176 22 t t PROPN fis-4783 176 23       SPACE fis-4783 176 24 , , PUNCT fis-4783 176 25     SPACE fis-4783 176 26 , , PUNCT fis-4783 176 27       SPACE fis-4783 176 28 , , PUNCT fis-4783 176 29     SPACE fis-4783 176 30 p p NOUN fis-4783 176 31 m m VERB fis-4783 176 32 sf sf NOUN fis-4783 176 33 d d NOUN fis-4783 176 34   NOUN fis-4783 176 35   NOUN fis-4783 176 36   PUNCT fis-4783 176 37 : : PUNCT fis-4783 177 1   NOUN fis-4783 177 2   SYM fis-4783 177 3   NOUN fis-4783 177 4   PROPN fis-4783 177 5 1 1 NUM fis-4783 177 6 t t NOUN fis-4783 177 7 t t PROPN fis-4783 177 8 t t PROPN fis-4783 178 1 t t PROPN fis-4783 179 1 k k PROPN fis-4783 179 2 s s PROPN fis-4783 179 3 sd sd PROPN fis-4783 179 4 d d PROPN fis-4783 179 5   X fis-4783 179 6   PROPN fis-4783 179 7   PROPN fis-4783 179 8   NUM fis-4783 179 9 ; ; PUNCT fis-4783 179 10   NOUN fis-4783 179 11   SYM fis-4783 179 12   NOUN fis-4783 179 13   PROPN fis-4783 179 14 1 1 NUM fis-4783 179 15 t t NOUN fis-4783 179 16 t t PROPN fis-4783 179 17 t t PROPN fis-4783 179 18 t t PROPN fis-4783 179 19 kp kp PROPN fis-4783 180 1 p p PROPN fis-4783 180 2 m m PROPN fis-4783 180 3 m m PROPN fis-4783 180 4   PROPN fis-4783 180 5   PUNCT fis-4783 180 6   PROPN fis-4783 180 7   PROPN fis-4783 180 8   NUM fis-4783 180 9 ; ; PUNCT fis-4783 180 10 1 1 NUM fis-4783 180 11 t t NOUN fis-4783 180 12 t t PROPN fis-4783 180 13 t t PROPN fis-4783 180 14 t t PROPN fis-4783 180 15         SPACE fis-4783 180 16 kf kf PROPN fis-4783 180 17 f f PROPN fis-4783 180 18   PROPN fis-4783 180 19   PROPN fis-4783 180 20   PROPN fis-4783 180 21 ; ; PUNCT fis-4783 180 22 1 1 NUM fis-4783 180 23 1 1 NUM fis-4783 180 24 t t NOUN fis-4783 180 25 t t NOUN fis-4783 180 26 t t PROPN fis-4783 180 27 t t PROPN fis-4783 180 28 t t PROPN fis-4783 180 29 t t PROPN fis-4783 180 30 2 2 NUM fis-4783 180 31 3 3 NUM fis-4783 180 32 k k PROPN fis-4783 180 33 kp kp PROPN fis-4783 180 34 q q VERB fis-4783 180 35   PUNCT fis-4783 180 36   PUNCT fis-4783 180 37   PROPN fis-4783 180 38   PROPN fis-4783 180 39   PROPN fis-4783 181 1 i i PROPN fis-4783 182 1 n n CCONJ fis-4783 182 2 ( ( PUNCT fis-4783 182 3 18 18 NUM fis-4783 182 4 - - SYM fis-4783 182 5 21 21 NUM fis-4783 182 6 ) ) PUNCT fis-4783 182 7 else else ADV fis-4783 182 8   NOUN fis-4783 182 9   PROPN fis-4783 182 10   NOUN fis-4783 183 1 1 1 NOUN fis-4783 183 2 t t PROPN fis-4783 183 3 t t PROPN fis-4783 183 4 t t PROPN fis-4783 184 1 kp kp PROPN fis-4783 185 1 p p PROPN fis-4783 185 2 m m PROPN fis-4783 185 3 m m PROPN fis-4783 185 4   PROPN fis-4783 185 5   PUNCT fis-4783 185 6   PROPN fis-4783 185 7   PROPN fis-4783 185 8 ; ; PUNCT fis-4783 185 9 1 1 NUM fis-4783 185 10 t t NOUN fis-4783 185 11 t t PROPN fis-4783 185 12 t t PROPN fis-4783 185 13 kf kf PROPN fis-4783 185 14 f f PROPN fis-4783 185 15   PROPN fis-4783 185 16   NUM fis-4783 185 17 ; ; PUNCT fis-4783 185 18   PROPN fis-4783 185 19   SYM fis-4783 185 20   NOUN fis-4783 186 1 1 1 NOUN fis-4783 186 2 t t PROPN fis-4783 186 3 t t PROPN fis-4783 187 1 t t PROPN fis-4783 188 1 k k PROPN fis-4783 188 2 s s PROPN fis-4783 188 3 sd sd PROPN fis-4783 188 4 d d PROPN fis-4783 188 5   X fis-4783 188 6   PROPN fis-4783 188 7   PROPN fis-4783 188 8 ; ; PUNCT fis-4783 188 9 t t PROPN fis-4783 188 10 t t PROPN fis-4783 188 11 t t PROPN fis-4783 188 12   PROPN fis-4783 188 13 σ σ PROPN fis-4783 188 14 σ σ PROPN fis-4783 188 15 ( ( PUNCT fis-4783 188 16 22 22 NUM fis-4783 188 17 - - SYM fis-4783 188 18 25 25 NUM fis-4783 188 19 ) ) PUNCT fis-4783 188 20 end end NOUN fis-4783 188 21 if if SCONJ fis-4783 188 22 table table NOUN fis-4783 188 23 4 4 NUM fis-4783 188 24 : : PUNCT fis-4783 188 25 pseudo pseudo NOUN fis-4783 188 26 - - NOUN fis-4783 188 27 code code NOUN fis-4783 188 28 for for ADP fis-4783 188 29 implementation implementation NOUN fis-4783 188 30 of of ADP fis-4783 188 31 the the DET fis-4783 188 32 plasticity plasticity NOUN fis-4783 188 33 and and CCONJ fis-4783 188 34 damage damage NOUN fis-4783 188 35 modelling modelling NOUN fis-4783 188 36 . . PUNCT fis-4783 189 1 tab tab NOUN fis-4783 189 2 . . PUNCT fis-4783 190 1 5 5 NUM fis-4783 190 2 presents present VERB fis-4783 190 3 the the DET fis-4783 190 4 impact impact NOUN fis-4783 190 5 of of ADP fis-4783 190 6 nine nine NUM fis-4783 190 7 variations variation NOUN fis-4783 190 8 of of ADP fis-4783 190 9 the the DET fis-4783 190 10 modified modify VERB fis-4783 190 11 gtn gtn PROPN fis-4783 190 12 parameters parameter NOUN fis-4783 190 13 on on ADP fis-4783 190 14 the the DET fis-4783 190 15 maximum maximum ADJ fis-4783 190 16 force force NOUN fis-4783 190 17 and and CCONJ fis-4783 190 18 fracture fracture NOUN fis-4783 190 19 displacement displacement NOUN fis-4783 190 20 , , PUNCT fis-4783 190 21 as as SCONJ fis-4783 190 22 determined determine VERB fis-4783 190 23 through through ADP fis-4783 190 24 finite finite ADJ fis-4783 190 25 element element NOUN fis-4783 190 26 ( ( PUNCT fis-4783 190 27 fe fe NOUN fis-4783 190 28 ) ) PUNCT fis-4783 190 29 simulations simulation NOUN fis-4783 190 30 using use VERB fis-4783 190 31 36 36 NUM fis-4783 190 32 samples sample NOUN fis-4783 190 33 . . PUNCT fis-4783 191 1 these these DET fis-4783 191 2 variations variation NOUN fis-4783 191 3 of of ADP fis-4783 191 4 the the DET fis-4783 191 5 gtn gtn PROPN fis-4783 191 6 parameters parameter NOUN fis-4783 191 7 were be AUX fis-4783 191 8 used use VERB fis-4783 191 9 as as ADP fis-4783 191 10 input input NOUN fis-4783 191 11 data datum NOUN fis-4783 191 12 for for ADP fis-4783 191 13 the the DET fis-4783 191 14 ann ann PROPN fis-4783 191 15 modeling modeling NOUN fis-4783 191 16 . . PUNCT fis-4783 192 1 the the DET fis-4783 192 2 nine nine NUM fis-4783 192 3 parameters parameter NOUN fis-4783 192 4 , , PUNCT fis-4783 192 5 which which PRON fis-4783 192 6 are be AUX fis-4783 192 7 part part NOUN fis-4783 192 8 of of ADP fis-4783 192 9 the the DET fis-4783 192 10 constitutive constitutive ADJ fis-4783 192 11 equation equation NOUN fis-4783 192 12 of of ADP fis-4783 192 13 the the DET fis-4783 192 14 modified modify VERB fis-4783 192 15 gtn gtn PROPN fis-4783 192 16 model model NOUN fis-4783 192 17 , , PUNCT fis-4783 192 18 were be AUX fis-4783 192 19 incorporated incorporate VERB fis-4783 192 20 into into ADP fis-4783 192 21 the the DET fis-4783 192 22 ann ann PROPN fis-4783 192 23 algorithm algorithm NOUN fis-4783 192 24 to to PART fis-4783 192 25 predict predict VERB fis-4783 192 26 the the DET fis-4783 192 27 maximum maximum ADJ fis-4783 192 28 force force NOUN fis-4783 192 29 and and CCONJ fis-4783 192 30 fracture fracture NOUN fis-4783 192 31 displacement displacement NOUN fis-4783 192 32 . . PUNCT fis-4783 193 1 by by ADP fis-4783 193 2 analyzing analyze VERB fis-4783 193 3 the the DET fis-4783 193 4 relationship relationship NOUN fis-4783 193 5 between between ADP fis-4783 193 6 these these DET fis-4783 193 7 modified modify VERB fis-4783 193 8 gtn gtn PROPN fis-4783 193 9 parameters parameter NOUN fis-4783 193 10 and and CCONJ fis-4783 193 11 the the DET fis-4783 193 12 mechanical mechanical ADJ fis-4783 193 13 response response NOUN fis-4783 193 14 of of ADP fis-4783 193 15 the the DET fis-4783 193 16 samples sample NOUN fis-4783 193 17 obtained obtain VERB fis-4783 193 18 from from ADP fis-4783 193 19 fe fe NOUN fis-4783 193 20 simulations simulation NOUN fis-4783 193 21 , , PUNCT fis-4783 193 22 the the DET fis-4783 193 23 ann ann PROPN fis-4783 193 24 model model NOUN fis-4783 193 25 offers offer VERB fis-4783 193 26 a a DET fis-4783 193 27 valuable valuable ADJ fis-4783 193 28 tool tool NOUN fis-4783 193 29 for for ADP fis-4783 193 30 accurately accurately ADV fis-4783 193 31 predicting predict VERB fis-4783 193 32 the the DET fis-4783 193 33 maximum maximum ADJ fis-4783 193 34 force force NOUN fis-4783 193 35 and and CCONJ fis-4783 193 36 fracture fracture NOUN fis-4783 193 37 displacement displacement NOUN fis-4783 193 38 in in ADP fis-4783 193 39 the the DET fis-4783 193 40 context context NOUN fis-4783 193 41 of of ADP fis-4783 193 42 the the DET fis-4783 193 43 modified modify VERB fis-4783 193 44 gtn gtn PROPN fis-4783 193 45 model model NOUN fis-4783 193 46 . . PUNCT fis-4783 194 1 this this DET fis-4783 194 2 information information NOUN fis-4783 194 3 can can AUX fis-4783 194 4 be be AUX fis-4783 194 5 crucial crucial ADJ fis-4783 194 6 for for ADP fis-4783 194 7 understanding understand VERB fis-4783 194 8 the the DET fis-4783 194 9 fracture fracture ADJ fis-4783 194 10 behavior behavior NOUN fis-4783 194 11 of of ADP fis-4783 194 12 materials material NOUN fis-4783 194 13 and and CCONJ fis-4783 194 14 optimizing optimize VERB fis-4783 194 15 their their PRON fis-4783 194 16 performance performance NOUN fis-4783 194 17 in in ADP fis-4783 194 18 various various ADJ fis-4783 194 19 engineering engineering NOUN fis-4783 194 20 applications application NOUN fis-4783 194 21 . . PUNCT fis-4783 195 1 these these DET fis-4783 195 2 parameters parameter NOUN fis-4783 195 3 include include VERB fis-4783 195 4 constitutive constitutive ADJ fis-4783 195 5 parameter parameter NOUN fis-4783 195 6 ( ( PUNCT fis-4783 195 7 q1 q1 PROPN fis-4783 195 8 , , PUNCT fis-4783 195 9 q2 q2 NOUN fis-4783 195 10 ) ) PUNCT fis-4783 195 11 , , PUNCT fis-4783 195 12 initial initial ADJ fis-4783 195 13 void void ADJ fis-4783 195 14 volume volume NOUN fis-4783 195 15 fraction fraction NOUN fis-4783 195 16 ( ( PUNCT fis-4783 195 17 f0 f0 PROPN fis-4783 195 18 ) ) PUNCT fis-4783 195 19 , , PUNCT fis-4783 195 20 critical critical ADJ fis-4783 195 21 void void ADJ fis-4783 195 22 volume volume NOUN fis-4783 195 23 fraction fraction NOUN fis-4783 195 24 ( ( PUNCT fis-4783 195 25 fc fc PROPN fis-4783 195 26 ) ) PUNCT fis-4783 195 27 , , PUNCT fis-4783 195 28 void void ADJ fis-4783 195 29 volume volume NOUN fis-4783 195 30 fraction fraction NOUN fis-4783 195 31 at at ADP fis-4783 195 32 failure failure NOUN fis-4783 195 33 ( ( PUNCT fis-4783 195 34 ff ff NOUN fis-4783 195 35 ) ) PUNCT fis-4783 195 36 , , PUNCT fis-4783 195 37 the the DET fis-4783 195 38 void void ADJ fis-4783 195 39 volume volume NOUN fis-4783 195 40 fraction fraction NOUN fis-4783 195 41 of of ADP fis-4783 195 42 nucleated nucleated ADJ fis-4783 195 43 voids voids NOUN fis-4783 195 44 ( ( PUNCT fis-4783 195 45 fn fn NOUN fis-4783 195 46 ) ) PUNCT fis-4783 195 47 , , PUNCT fis-4783 195 48 the the DET fis-4783 195 49 standard standard ADJ fis-4783 195 50 deviation deviation NOUN fis-4783 195 51 of of ADP fis-4783 195 52 the the DET fis-4783 195 53 distribution distribution NOUN fis-4783 195 54 ( ( PUNCT fis-4783 195 55 sn sn NOUN fis-4783 195 56 ) ) PUNCT fis-4783 195 57 , , PUNCT fis-4783 195 58 and and CCONJ fis-4783 195 59 the the DET fis-4783 195 60 mean mean ADJ fis-4783 195 61 value value NOUN fis-4783 195 62 of of ADP fis-4783 195 63 the the DET fis-4783 195 64 nucleation nucleation NOUN fis-4783 195 65 strain strain NOUN fis-4783 195 66 ( ( PUNCT fis-4783 195 67 en en X fis-4783 195 68 ) ) PUNCT fis-4783 195 69 , , PUNCT fis-4783 195 70 and and CCONJ fis-4783 195 71 shear shear NOUN fis-4783 195 72 coefficient coefficient NOUN fis-4783 195 73 ( ( PUNCT fis-4783 195 74 kw kw NOUN fis-4783 195 75 ) ) PUNCT fis-4783 195 76 . . PUNCT fis-4783 196 1 inputs input VERB fis-4783 196 2 outputs output NOUN fis-4783 196 3 no no DET fis-4783 196 4 q q NOUN fis-4783 196 5 1 1 NUM fis-4783 196 6 q q SYM fis-4783 196 7 2 2 NUM fis-4783 196 8 f f NOUN fis-4783 196 9 0 0 PUNCT fis-4783 197 1 f f PROPN fis-4783 197 2 c c NOUN fis-4783 197 3 f f PROPN fis-4783 197 4 f f PROPN fis-4783 197 5 s s PROPN fis-4783 197 6 n n NOUN fis-4783 197 7 f f PROPN fis-4783 197 8 n n ADP fis-4783 197 9 e e PROPN fis-4783 197 10 n n CCONJ fis-4783 197 11 k k PROPN fis-4783 197 12 w w PROPN fis-4783 197 13 fmax fmax PROPN fis-4783 197 14 fd fd VERB fis-4783 197 15 1 1 NUM fis-4783 197 16 1 1 NUM fis-4783 197 17 0.75 0.75 NUM fis-4783 197 18 0 0 NUM fis-4783 197 19 0.005 0.005 NUM fis-4783 197 20 0.01 0.01 NUM fis-4783 197 21 0.1 0.1 NUM fis-4783 197 22 0.01 0.01 NUM fis-4783 197 23 0.1 0.1 NUM fis-4783 197 24 0 0 NUM fis-4783 198 1 5796.624 5796.624 NUM fis-4783 198 2 0.656477 0.656477 NUM fis-4783 198 3 2 2 NUM fis-4783 198 4 1.5 1.5 NUM fis-4783 198 5 0.75 0.75 NUM fis-4783 198 6 0 0 NUM fis-4783 198 7 0.005 0.005 NUM fis-4783 198 8 0.01 0.01 NUM fis-4783 198 9 0.1 0.1 NUM fis-4783 198 10 0.01 0.01 NUM fis-4783 198 11 0.1 0.1 NUM fis-4783 198 12 0 0 NUM fis-4783 199 1 5795.857 5795.857 NUM fis-4783 199 2 0.646894 0.646894 NUM fis-4783 199 3 3 3 NUM fis-4783 199 4 1 1 NUM fis-4783 199 5 1 1 NUM fis-4783 199 6 0 0 NUM fis-4783 199 7 0.005 0.005 NUM fis-4783 199 8 0.01 0.01 NUM fis-4783 199 9 0.1 0.1 NUM fis-4783 199 10 0.01 0.01 NUM fis-4783 199 11 0.1 0.1 NUM fis-4783 199 12 0 0 NUM fis-4783 200 1 5796.553 5796.553 NUM fis-4783 200 2 0.650822 0.650822 NUM fis-4783 200 3 … … PUNCT fis-4783 200 4 … … PUNCT fis-4783 200 5 . . PUNCT fis-4783 201 1 34 34 NUM fis-4783 201 2 1 1 NUM fis-4783 201 3 0.932651 0.932651 NUM fis-4783 201 4 0.004269 0.004269 NUM fis-4783 201 5 0.005 0.005 NUM fis-4783 201 6 0.019845 0.019845 NUM fis-4783 201 7 0.138969 0.138969 NUM fis-4783 201 8 0.059868 0.059868 NUM fis-4783 201 9 0.140231 0.140231 NUM fis-4783 201 10 18.87184 18.87184 NUM fis-4783 201 11 5735.889 5735.889 NUM fis-4783 201 12 0.366438 0.366438 NUM fis-4783 201 13 35 35 NUM fis-4783 201 14 1 1 NUM fis-4783 201 15 0.896648 0.896648 NUM fis-4783 201 16 0.004499 0.004499 NUM fis-4783 201 17 0.005 0.005 NUM fis-4783 201 18 0.051262 0.051262 NUM fis-4783 201 19 0.134238 0.134238 NUM fis-4783 201 20 0.046769 0.046769 NUM fis-4783 201 21 0.176476 0.176476 NUM fis-4783 201 22 22.52134 22.52134 NUM fis-4783 201 23 5756.132 5756.132 NUM fis-4783 201 24 0.424102 0.424102 NUM fis-4783 201 25 36 36 NUM fis-4783 201 26 1 1 NUM fis-4783 201 27 0.918501 0.918501 NUM fis-4783 201 28 0.004384 0.004384 NUM fis-4783 201 29 0.005 0.005 NUM fis-4783 201 30 0.026097 0.026097 NUM fis-4783 201 31 0.1336 0.1336 NUM fis-4783 201 32 0.039757 0.039757 NUM fis-4783 201 33 0.166472 0.166472 NUM fis-4783 201 34 12.12199 12.12199 NUM fis-4783 201 35 5763.917 5763.917 NUM fis-4783 201 36 0.444408 0.444408 NUM fis-4783 201 37 table table NOUN fis-4783 201 38 5 5 NUM fis-4783 201 39 : : PUNCT fis-4783 201 40 the the DET fis-4783 201 41 modified modify VERB fis-4783 201 42 gtn gtn PROPN fis-4783 201 43 parameter parameter NOUN fis-4783 201 44 , , PUNCT fis-4783 201 45 maximum maximum ADJ fis-4783 201 46 force force NOUN fis-4783 201 47 , , PUNCT fis-4783 201 48 and and CCONJ fis-4783 201 49 fracture fracture NOUN fis-4783 201 50 displacement displacement NOUN fis-4783 201 51 data datum NOUN fis-4783 201 52 train train PROPN fis-4783 201 53 ann ann PROPN fis-4783 201 54 . . PUNCT fis-4783 202 1 ann ann PROPN fis-4783 202 2 modelling modelling PROPN fis-4783 202 3 n n PROPN fis-4783 202 4 ann ann PROPN fis-4783 202 5 is be AUX fis-4783 202 6 a a DET fis-4783 202 7 computational computational ADJ fis-4783 202 8 model model NOUN fis-4783 202 9 composed compose VERB fis-4783 202 10 of of ADP fis-4783 202 11 interconnected interconnected ADJ fis-4783 202 12 artificial artificial ADJ fis-4783 202 13 neurons neuron NOUN fis-4783 202 14 trained train VERB fis-4783 202 15 on on ADP fis-4783 202 16 input input NOUN fis-4783 202 17 data datum NOUN fis-4783 202 18 to to PART fis-4783 202 19 perform perform VERB fis-4783 202 20 a a DET fis-4783 202 21 specific specific ADJ fis-4783 202 22 task task NOUN fis-4783 202 23 . . PUNCT fis-4783 203 1 in in ADP fis-4783 203 2 this this DET fis-4783 203 3 study study NOUN fis-4783 203 4 , , PUNCT fis-4783 203 5 the the DET fis-4783 203 6 ann ann PROPN fis-4783 203 7 is be AUX fis-4783 203 8 utilized utilize VERB fis-4783 203 9 as as ADP fis-4783 203 10 an an DET fis-4783 203 11 efficient efficient ADJ fis-4783 203 12 tool tool NOUN fis-4783 203 13 for for ADP fis-4783 203 14 network network NOUN fis-4783 203 15 classification classification NOUN fis-4783 203 16 by by ADP fis-4783 203 17 combining combine VERB fis-4783 203 18 multiple multiple ADJ fis-4783 203 19 hidden hide VERB fis-4783 203 20 layers layer NOUN fis-4783 203 21 and and CCONJ fis-4783 203 22 a a DET fis-4783 203 23 training training NOUN fis-4783 203 24 function function NOUN fis-4783 203 25 . . PUNCT fis-4783 204 1 the the DET fis-4783 204 2 levenberg levenberg PROPN fis-4783 204 3 - - PUNCT fis-4783 204 4 marquardt marquardt PROPN fis-4783 204 5 [ [ X fis-4783 204 6 50 50 NUM fis-4783 204 7 ] ] PUNCT fis-4783 204 8 algorithm algorithm NOUN fis-4783 204 9 is be AUX fis-4783 204 10 used use VERB fis-4783 204 11 to to PART fis-4783 204 12 train train VERB fis-4783 204 13 the the DET fis-4783 204 14 ann ann PROPN fis-4783 204 15 , , PUNCT fis-4783 204 16 which which PRON fis-4783 204 17 involves involve VERB fis-4783 204 18 computing compute VERB fis-4783 204 19 the the DET fis-4783 204 20 outputs output NOUN fis-4783 204 21 of of ADP fis-4783 204 22 the the DET fis-4783 204 23 neurons neuron NOUN fis-4783 204 24 and and CCONJ fis-4783 204 25 applying apply VERB fis-4783 204 26 an an DET fis-4783 204 27 activation activation NOUN fis-4783 204 28 function function NOUN fis-4783 204 29 to to ADP fis-4783 204 30 the the DET fis-4783 204 31 summation summation NOUN fis-4783 204 32 of of ADP fis-4783 204 33 input input NOUN fis-4783 204 34 data datum NOUN fis-4783 204 35 and and CCONJ fis-4783 204 36 neuron neuron PROPN fis-4783 204 37 weights weight NOUN fis-4783 204 38 . . PUNCT fis-4783 205 1 the the DET fis-4783 205 2 hidden hide VERB fis-4783 205 3 layer layer NOUN fis-4783 205 4 neurons neuron NOUN fis-4783 205 5 use use VERB fis-4783 205 6 the the DET fis-4783 205 7 hyperbolic hyperbolic ADJ fis-4783 205 8 tangent tangent NOUN fis-4783 205 9 activation activation NOUN fis-4783 205 10 function function NOUN fis-4783 205 11 , , PUNCT fis-4783 205 12 while while SCONJ fis-4783 205 13 the the DET fis-4783 205 14 output output NOUN fis-4783 205 15 layer layer NOUN fis-4783 205 16 neurons neuron NOUN fis-4783 205 17 use use VERB fis-4783 205 18 the the DET fis-4783 205 19 linear linear ADJ fis-4783 205 20 activation activation NOUN fis-4783 205 21 function function NOUN fis-4783 205 22 . . PUNCT fis-4783 206 1 the the DET fis-4783 206 2 sample sample NOUN fis-4783 206 3 data datum NOUN fis-4783 206 4 is be AUX fis-4783 206 5 randomly randomly ADV fis-4783 206 6 split split VERB fis-4783 206 7 into into ADP fis-4783 206 8 three three NUM fis-4783 206 9 sections section NOUN fis-4783 206 10 , , PUNCT fis-4783 206 11 with with ADP fis-4783 206 12 70 70 NUM fis-4783 206 13 % % NOUN fis-4783 206 14 used use VERB fis-4783 206 15 for for ADP fis-4783 206 16 training training NOUN fis-4783 206 17 , , PUNCT fis-4783 206 18 15 15 NUM fis-4783 206 19 % % NOUN fis-4783 206 20 for for ADP fis-4783 206 21 testing testing NOUN fis-4783 206 22 , , PUNCT fis-4783 206 23 and and CCONJ fis-4783 206 24 15 15 NUM fis-4783 206 25 % % NOUN fis-4783 206 26 for for ADP fis-4783 206 27 validation validation NOUN fis-4783 206 28 . . PUNCT fis-4783 207 1 the the DET fis-4783 207 2 ann ann PROPN fis-4783 207 3 design design NOUN fis-4783 207 4 consists consist VERB fis-4783 207 5 of of ADP fis-4783 207 6 n n CCONJ fis-4783 207 7 - - PUNCT fis-4783 207 8 layer layer NOUN fis-4783 207 9 networks network NOUN fis-4783 207 10 with with ADP fis-4783 207 11 1 1 NUM fis-4783 207 12 to to PART fis-4783 207 13 3 3 NUM fis-4783 207 14 hidden hidden ADJ fis-4783 207 15 layers layer NOUN fis-4783 207 16 and and CCONJ fis-4783 207 17 variable variable ADJ fis-4783 207 18 neurons neuron NOUN fis-4783 207 19 ranging range VERB fis-4783 207 20 from from ADP fis-4783 207 21 1 1 NUM fis-4783 207 22 to to ADP fis-4783 207 23 22 22 NUM fis-4783 207 24 . . PUNCT fis-4783 208 1 each each DET fis-4783 208 2 hidden hide VERB fis-4783 208 3 layer layer NOUN fis-4783 208 4 is be AUX fis-4783 208 5 evaluated evaluate VERB fis-4783 208 6 independently independently ADV fis-4783 208 7 , , PUNCT fis-4783 208 8 and and CCONJ fis-4783 208 9 multiple multiple ADJ fis-4783 208 10 training training NOUN fis-4783 208 11 sets set NOUN fis-4783 208 12 are be AUX fis-4783 208 13 tested test VERB fis-4783 208 14 for for ADP fis-4783 208 15 each each DET fis-4783 208 16 set set NOUN fis-4783 208 17 of of ADP fis-4783 208 18 neurons neuron NOUN fis-4783 208 19 to to PART fis-4783 208 20 obtain obtain VERB fis-4783 208 21 the the DET fis-4783 208 22 best well ADV fis-4783 208 23 - - PUNCT fis-4783 208 24 predicted predict VERB fis-4783 208 25 model model NOUN fis-4783 208 26 . . PUNCT fis-4783 209 1 this this DET fis-4783 209 2 process process NOUN fis-4783 209 3 is be AUX fis-4783 209 4 repeated repeat VERB fis-4783 209 5 for for ADP fis-4783 209 6 each each DET fis-4783 209 7 hidden hide VERB fis-4783 209 8 layer layer NOUN fis-4783 209 9 to to PART fis-4783 209 10 determine determine VERB fis-4783 209 11 the the DET fis-4783 209 12 optimal optimal ADJ fis-4783 209 13 a a DET fis-4783 209 14     SPACE fis-4783 209 15 m. m. NOUN fis-4783 209 16 sarparast sarparast ADP fis-4783 209 17 et et PROPN fis-4783 209 18 alii alii PROPN fis-4783 209 19 , , PUNCT fis-4783 209 20 frattura frattura PROPN fis-4783 209 21 ed ed PROPN fis-4783 209 22 integrità integrità PROPN fis-4783 209 23 strutturale strutturale PROPN fis-4783 209 24 , , PUNCT fis-4783 209 25 68 68 NUM fis-4783 209 26 ( ( PUNCT fis-4783 209 27 2024 2024 NUM fis-4783 209 28 ) ) PUNCT fis-4783 209 29 340 340 NUM fis-4783 209 30 - - SYM fis-4783 209 31 356 356 NUM fis-4783 209 32 ; ; PUNCT fis-4783 209 33 doi doi NOUN fis-4783 209 34 : : PUNCT fis-4783 210 1 10.3221 10.3221 NUM fis-4783 210 2 / / SYM fis-4783 210 3 igf igf PROPN fis-4783 210 4 - - PUNCT fis-4783 210 5 esis.68.23 esis.68.23 PROPN fis-4783 210 6     SPACE fis-4783 210 7 348 348 NUM fis-4783 210 8     SPACE fis-4783 210 9 configuration configuration NOUN fis-4783 210 10 for for ADP fis-4783 210 11 the the DET fis-4783 210 12 ann ann PROPN fis-4783 210 13 . . PUNCT fis-4783 211 1 it it PRON fis-4783 211 2 is be AUX fis-4783 211 3 important important ADJ fis-4783 211 4 to to PART fis-4783 211 5 note note VERB fis-4783 211 6 that that SCONJ fis-4783 211 7 different different ADJ fis-4783 211 8 training training NOUN fis-4783 211 9 data data NOUN fis-4783 211 10 sets set NOUN fis-4783 211 11 can can AUX fis-4783 211 12 affect affect VERB fis-4783 211 13 the the DET fis-4783 211 14 accuracy accuracy NOUN fis-4783 211 15 of of ADP fis-4783 211 16 the the DET fis-4783 211 17 net net NOUN fis-4783 211 18 and and CCONJ fis-4783 211 19 the the DET fis-4783 211 20 resulting result VERB fis-4783 211 21 predictions prediction NOUN fis-4783 211 22 , , PUNCT fis-4783 211 23 so so SCONJ fis-4783 211 24 multiple multiple ADJ fis-4783 211 25 sets set NOUN fis-4783 211 26 are be AUX fis-4783 211 27 trained train VERB fis-4783 211 28 to to PART fis-4783 211 29 ensure ensure VERB fis-4783 211 30 the the DET fis-4783 211 31 best good ADJ fis-4783 211 32 possible possible ADJ fis-4783 211 33 results result NOUN fis-4783 211 34 . . PUNCT fis-4783 212 1 the the DET fis-4783 212 2 r r NOUN fis-4783 212 3 - - PUNCT fis-4783 212 4 squared square VERB fis-4783 212 5 correlation correlation NOUN fis-4783 212 6 ( ( PUNCT fis-4783 212 7 r2 r2 PROPN fis-4783 212 8 ) ) PUNCT fis-4783 212 9 parameter parameter NOUN fis-4783 212 10 is be AUX fis-4783 212 11 calculated calculate VERB fis-4783 212 12 to to PART fis-4783 212 13 evaluate evaluate VERB fis-4783 212 14 the the DET fis-4783 212 15 neural neural ADJ fis-4783 212 16 network network NOUN fis-4783 212 17 's 's PART fis-4783 212 18 performance performance NOUN fis-4783 212 19 and and CCONJ fis-4783 212 20 results result NOUN fis-4783 212 21 . . PUNCT fis-4783 213 1 a a DET fis-4783 213 2 higher high ADJ fis-4783 213 3 value value NOUN fis-4783 213 4 of of ADP fis-4783 213 5 r2 r2 PROPN fis-4783 213 6 indicates indicate VERB fis-4783 213 7 a a DET fis-4783 213 8 more more ADV fis-4783 213 9 accurate accurate ADJ fis-4783 213 10 prediction prediction NOUN fis-4783 213 11 by by ADP fis-4783 213 12 the the DET fis-4783 213 13 network network NOUN fis-4783 213 14 , , PUNCT fis-4783 213 15 with with ADP fis-4783 213 16 a a DET fis-4783 213 17 value value NOUN fis-4783 213 18 closer close ADV fis-4783 213 19 to to ADP fis-4783 213 20 1 1 NUM fis-4783 213 21 being be AUX fis-4783 213 22 desirable desirable ADJ fis-4783 213 23 . . PUNCT fis-4783 214 1 in in ADP fis-4783 214 2 this this DET fis-4783 214 3 study study NOUN fis-4783 214 4 , , PUNCT fis-4783 214 5 the the DET fis-4783 214 6 nine nine NUM fis-4783 214 7 gtn gtn PROPN fis-4783 214 8 parameters parameter NOUN fis-4783 214 9 are be AUX fis-4783 214 10 selected select VERB fis-4783 214 11 as as ADP fis-4783 214 12 input input NOUN fis-4783 214 13 parameters parameter NOUN fis-4783 214 14 to to PART fis-4783 214 15 capture capture VERB fis-4783 214 16 the the DET fis-4783 214 17 complex complex ADJ fis-4783 214 18 effects effect NOUN fis-4783 214 19 of of ADP fis-4783 214 20 these these DET fis-4783 214 21 parameters parameter NOUN fis-4783 214 22 on on ADP fis-4783 214 23 the the DET fis-4783 214 24 fracture fracture ADJ fis-4783 214 25 behavior behavior NOUN fis-4783 214 26 of of ADP fis-4783 214 27 materials material NOUN fis-4783 214 28 . . PUNCT fis-4783 215 1 the the DET fis-4783 215 2 neural neural ADJ fis-4783 215 3 network network NOUN fis-4783 215 4 is be AUX fis-4783 215 5 trained train VERB fis-4783 215 6 to to PART fis-4783 215 7 predict predict VERB fis-4783 215 8 the the DET fis-4783 215 9 maximum maximum ADJ fis-4783 215 10 force force NOUN fis-4783 215 11 ( ( PUNCT fis-4783 215 12 fmax fmax ADJ fis-4783 215 13 ) ) PUNCT fis-4783 215 14 and and CCONJ fis-4783 215 15 fracture fracture NOUN fis-4783 215 16 displacement displacement NOUN fis-4783 215 17 ( ( PUNCT fis-4783 215 18 fd fd PROPN fis-4783 215 19 ) ) PUNCT fis-4783 215 20 , , PUNCT fis-4783 215 21 which which PRON fis-4783 215 22 serve serve VERB fis-4783 215 23 as as ADP fis-4783 215 24 the the DET fis-4783 215 25 output output NOUN fis-4783 215 26 parameters parameter NOUN fis-4783 215 27 . . PUNCT fis-4783 216 1 these these PRON fis-4783 216 2 predicted predict VERB fis-4783 216 3 values value NOUN fis-4783 216 4 are be AUX fis-4783 216 5 then then ADV fis-4783 216 6 compared compare VERB fis-4783 216 7 to to ADP fis-4783 216 8 experimental experimental ADJ fis-4783 216 9 results result NOUN fis-4783 216 10 to to PART fis-4783 216 11 verify verify VERB fis-4783 216 12 the the DET fis-4783 216 13 accuracy accuracy NOUN fis-4783 216 14 of of ADP fis-4783 216 15 the the DET fis-4783 216 16 neural neural ADJ fis-4783 216 17 network network NOUN fis-4783 216 18 's 's PART fis-4783 216 19 predictions prediction NOUN fis-4783 216 20 . . PUNCT fis-4783 217 1 by by ADP fis-4783 217 2 using use VERB fis-4783 217 3 these these DET fis-4783 217 4 input input NOUN fis-4783 217 5 and and CCONJ fis-4783 217 6 output output NOUN fis-4783 217 7 parameters parameter NOUN fis-4783 217 8 , , PUNCT fis-4783 217 9 the the DET fis-4783 217 10 neural neural ADJ fis-4783 217 11 network network NOUN fis-4783 217 12 aims aim VERB fis-4783 217 13 to to PART fis-4783 217 14 provide provide VERB fis-4783 217 15 an an DET fis-4783 217 16 effective effective ADJ fis-4783 217 17 tool tool NOUN fis-4783 217 18 for for ADP fis-4783 217 19 understanding understanding NOUN fis-4783 217 20 and and CCONJ fis-4783 217 21 predicting predict VERB fis-4783 217 22 the the DET fis-4783 217 23 fracture fracture ADJ fis-4783 217 24 behavior behavior NOUN fis-4783 217 25 of of ADP fis-4783 217 26 materials material NOUN fis-4783 217 27 . . PUNCT fis-4783 218 1 figure figure NOUN fis-4783 218 2 5 5 NUM fis-4783 218 3 : : PUNCT fis-4783 218 4 designed design VERB fis-4783 218 5 n n CCONJ fis-4783 218 6 - - PUNCT fis-4783 218 7 layer layer NOUN fis-4783 218 8 network network NOUN fis-4783 218 9 [ [ X fis-4783 218 10 42 42 NUM fis-4783 218 11 ] ] PUNCT fis-4783 218 12 . . PUNCT fis-4783 219 1 the the DET fis-4783 219 2 relative relative ADJ fis-4783 219 3 influence influence NOUN fis-4783 219 4 of of ADP fis-4783 219 5 each each DET fis-4783 219 6 variable variable NOUN fis-4783 219 7 is be AUX fis-4783 219 8 determined determine VERB fis-4783 219 9 by by ADP fis-4783 219 10 evaluating evaluate VERB fis-4783 219 11 the the DET fis-4783 219 12 calibrated calibrate VERB fis-4783 219 13 connection connection NOUN fis-4783 219 14 weights weight NOUN fis-4783 219 15 using use VERB fis-4783 219 16 the the DET fis-4783 219 17 connection connection NOUN fis-4783 219 18 weights weight NOUN fis-4783 219 19 ( ( PUNCT fis-4783 219 20 cw cw NOUN fis-4783 219 21 ) ) PUNCT fis-4783 219 22 methodology methodology NOUN fis-4783 219 23 . . PUNCT fis-4783 220 1 in in ADP fis-4783 220 2 this this DET fis-4783 220 3 investigation investigation NOUN fis-4783 220 4 , , PUNCT fis-4783 220 5 other other ADJ fis-4783 220 6 commonly commonly ADV fis-4783 220 7 used use VERB fis-4783 220 8 methods method NOUN fis-4783 220 9 like like ADP fis-4783 220 10 the the DET fis-4783 220 11 garson garson PROPN fis-4783 220 12 algorithm algorithm NOUN fis-4783 220 13 , , PUNCT fis-4783 220 14 which which PRON fis-4783 220 15 have have AUX fis-4783 220 16 been be AUX fis-4783 220 17 found find VERB fis-4783 220 18 to to PART fis-4783 220 19 be be AUX fis-4783 220 20 less less ADV fis-4783 220 21 effective effective ADJ fis-4783 220 22 , , PUNCT fis-4783 220 23 are be AUX fis-4783 220 24 not not PART fis-4783 220 25 considered consider VERB fis-4783 220 26 . . PUNCT fis-4783 221 1 each each DET fis-4783 221 2 parameter parameter NOUN fis-4783 221 3 's 's PART fis-4783 221 4 relative relative ADJ fis-4783 221 5 importance importance NOUN fis-4783 221 6 ( ( PUNCT fis-4783 221 7 ri ri NOUN fis-4783 221 8 ) ) PUNCT fis-4783 221 9 can can AUX fis-4783 221 10 be be AUX fis-4783 221 11 analyzed analyze VERB fis-4783 221 12 by by ADP fis-4783 221 13 examining examine VERB fis-4783 221 14 the the DET fis-4783 221 15 obtained obtain VERB fis-4783 221 16 connection connection NOUN fis-4783 221 17 weights weight NOUN fis-4783 221 18 in in ADP fis-4783 221 19 the the DET fis-4783 221 20 neural neural ADJ fis-4783 221 21 network network NOUN fis-4783 221 22 [ [ X fis-4783 221 23 51 51 NUM fis-4783 221 24 ] ] PUNCT fis-4783 221 25 . . PUNCT fis-4783 222 1 the the DET fis-4783 222 2 cw cw PROPN fis-4783 222 3 algorithm algorithm PROPN fis-4783 222 4 utilizes utilize VERB fis-4783 222 5 the the DET fis-4783 222 6 sum sum NOUN fis-4783 222 7 of of ADP fis-4783 222 8 products product NOUN fis-4783 222 9 for for ADP fis-4783 222 10 all all DET fis-4783 222 11 weights weight NOUN fis-4783 222 12 connecting connect VERB fis-4783 222 13 the the DET fis-4783 222 14 input input NOUN fis-4783 222 15 and and CCONJ fis-4783 222 16 hidden hidden ADJ fis-4783 222 17 neurons neuron NOUN fis-4783 222 18 , , PUNCT fis-4783 222 19 as as ADV fis-4783 222 20 well well ADV fis-4783 222 21 as as ADP fis-4783 222 22 the the DET fis-4783 222 23 weights weight NOUN fis-4783 222 24 between between ADP fis-4783 222 25 the the DET fis-4783 222 26 hidden hide VERB fis-4783 222 27 layer layer NOUN fis-4783 222 28 and and CCONJ fis-4783 222 29 output output NOUN fis-4783 222 30 neurons neuron NOUN fis-4783 222 31 . . PUNCT fis-4783 223 1 by by ADP fis-4783 223 2 calculating calculate VERB fis-4783 223 3 these these DET fis-4783 223 4 connection connection NOUN fis-4783 223 5 weights weight NOUN fis-4783 223 6 , , PUNCT fis-4783 223 7 we we PRON fis-4783 223 8 can can AUX fis-4783 223 9 assess assess VERB fis-4783 223 10 the the DET fis-4783 223 11 relative relative ADJ fis-4783 223 12 importance importance NOUN fis-4783 223 13 of of ADP fis-4783 223 14 each each DET fis-4783 223 15 parameter parameter NOUN fis-4783 223 16 in in ADP fis-4783 223 17 influencing influence VERB fis-4783 223 18 the the DET fis-4783 223 19 neural neural ADJ fis-4783 223 20 network network NOUN fis-4783 223 21 's 's PART fis-4783 223 22 output output NOUN fis-4783 223 23 . . PUNCT fis-4783 223 24     SPACE fis-4783 224 1 1 1 NUM fis-4783 224 2 1 1 NUM fis-4783 224 3 2 2 NUM fis-4783 224 4                                                 SPACE fis-4783 224 5 ni ni PROPN fis-4783 224 6 in in ADP fis-4783 224 7 n n CCONJ fis-4783 224 8 n n CCONJ fis-4783 224 9 n n PROPN fis-4783 224 10 ori ori PROPN fis-4783 224 11 w w PROPN fis-4783 224 12 w w PROPN fis-4783 224 13 w w PROPN fis-4783 224 14   PROPN fis-4783 224 15 ( ( PUNCT fis-4783 224 16 26 26 NUM fis-4783 224 17 ) ) PUNCT fis-4783 224 18 the the DET fis-4783 224 19 relative relative ADJ fis-4783 224 20 importance importance NOUN fis-4783 224 21 ( ( PUNCT fis-4783 224 22 ri ri NOUN fis-4783 224 23 ) ) PUNCT fis-4783 224 24 of of ADP fis-4783 224 25 an an DET fis-4783 224 26 input input NOUN fis-4783 224 27 variable variable NOUN fis-4783 224 28 , , PUNCT fis-4783 224 29 represented represent VERB fis-4783 224 30 as as ADP fis-4783 224 31 " " PUNCT fis-4783 224 32 i i PRON fis-4783 224 33 " " PUNCT fis-4783 224 34 , , PUNCT fis-4783 224 35 is be AUX fis-4783 224 36 determined determine VERB fis-4783 224 37 by by ADP fis-4783 224 38 summing sum VERB fis-4783 224 39 the the DET fis-4783 224 40 products product NOUN fis-4783 224 41 of of ADP fis-4783 224 42 the the DET fis-4783 224 43 corresponding corresponding ADJ fis-4783 224 44 weights weight NOUN fis-4783 224 45 ( ( PUNCT fis-4783 224 46 w w NOUN fis-4783 224 47 ) ) PUNCT fis-4783 224 48 connecting connect VERB fis-4783 224 49 the the DET fis-4783 224 50 input input NOUN fis-4783 224 51 layer layer NOUN fis-4783 224 52 neurons neuron NOUN fis-4783 224 53 ( ( PUNCT fis-4783 224 54 i i NOUN fis-4783 224 55 ) ) PUNCT fis-4783 224 56 with with ADP fis-4783 224 57 the the DET fis-4783 224 58 hidden hide VERB fis-4783 224 59 layer layer NOUN fis-4783 224 60 neurons neuron NOUN fis-4783 224 61 ( ( PUNCT fis-4783 224 62 n n CCONJ fis-4783 224 63 ) ) PUNCT fis-4783 224 64 and and CCONJ fis-4783 224 65 the the DET fis-4783 224 66 hidden hide VERB fis-4783 224 67 layer layer NOUN fis-4783 224 68 neurons neuron NOUN fis-4783 224 69 with with ADP fis-4783 224 70 the the DET fis-4783 224 71 output output NOUN fis-4783 224 72 neurons neuron NOUN fis-4783 224 73 ( ( PUNCT fis-4783 224 74 o o NOUN fis-4783 224 75 ) ) PUNCT fis-4783 224 76 . . PUNCT fis-4783 225 1 in in ADP fis-4783 225 2 other other ADJ fis-4783 225 3 words word NOUN fis-4783 225 4 , , PUNCT fis-4783 225 5 the the DET fis-4783 225 6 ri ri PROPN fis-4783 225 7 is be AUX fis-4783 225 8 calculated calculate VERB fis-4783 225 9 by by ADP fis-4783 225 10 multiplying multiply VERB fis-4783 225 11 the the DET fis-4783 225 12 weights weight NOUN fis-4783 225 13 along along ADP fis-4783 225 14 the the DET fis-4783 225 15 pathways pathway NOUN fis-4783 225 16 from from ADP fis-4783 225 17 the the DET fis-4783 225 18 input input NOUN fis-4783 225 19 layer layer NOUN fis-4783 225 20 to to ADP fis-4783 225 21 the the DET fis-4783 225 22 output output NOUN fis-4783 225 23 layer layer NOUN fis-4783 225 24 and and CCONJ fis-4783 225 25 summing sum VERB fis-4783 225 26 these these DET fis-4783 225 27 products product NOUN fis-4783 225 28 . . PUNCT fis-4783 226 1 this this DET fis-4783 226 2 process process NOUN fis-4783 226 3 allows allow VERB fis-4783 226 4 us we PRON fis-4783 226 5 to to PART fis-4783 226 6 assess assess VERB fis-4783 226 7 the the DET fis-4783 226 8 relative relative ADJ fis-4783 226 9 importance importance NOUN fis-4783 226 10 of of ADP fis-4783 226 11 the the DET fis-4783 226 12 input input NOUN fis-4783 226 13 variable variable NOUN fis-4783 226 14 i i PRON fis-4783 226 15 in in ADP fis-4783 226 16 influencing influence VERB fis-4783 226 17 the the DET fis-4783 226 18 output output NOUN fis-4783 226 19 of of ADP fis-4783 226 20 the the DET fis-4783 226 21 neural neural ADJ fis-4783 226 22 network network NOUN fis-4783 226 23 . . PUNCT fis-4783 227 1 microstructure microstructure VERB fis-4783 227 2 ig ig PROPN fis-4783 227 3 . . PROPN fis-4783 227 4 6 6 NUM fis-4783 227 5 shows show VERB fis-4783 227 6 the the DET fis-4783 227 7 microstructures microstructure NOUN fis-4783 227 8 of of ADP fis-4783 227 9 ti6al4v ti6al4v SYM fis-4783 227 10 sample sample NOUN fis-4783 227 11 manufactured manufacture VERB fis-4783 227 12 by by ADP fis-4783 227 13 the the DET fis-4783 227 14 slm slm PROPN fis-4783 227 15 process process NOUN fis-4783 227 16 . . PUNCT fis-4783 228 1 the the DET fis-4783 228 2 samples sample NOUN fis-4783 228 3 were be AUX fis-4783 228 4 prepared prepare VERB fis-4783 228 5 using use VERB fis-4783 228 6 standard standard ADJ fis-4783 228 7 metallurgical metallurgical ADJ fis-4783 228 8 processes process NOUN fis-4783 228 9 for for ADP fis-4783 228 10 microstructural microstructural ADJ fis-4783 228 11 analysis analysis NOUN fis-4783 228 12 . . PUNCT fis-4783 229 1 the the DET fis-4783 229 2 samples sample NOUN fis-4783 229 3 were be AUX fis-4783 229 4 then then ADV fis-4783 229 5 polished polished ADJ fis-4783 229 6 using use VERB fis-4783 229 7 0.05 0.05 NUM fis-4783 229 8 μm μm NOUN fis-4783 229 9 colloidal colloidal NOUN fis-4783 229 10 silica silica NOUN fis-4783 229 11 and and CCONJ fis-4783 229 12 etched etch VERB fis-4783 229 13 using use VERB fis-4783 229 14 kroll kroll PROPN fis-4783 229 15 ’s ’s PART fis-4783 229 16 reagent reagent NOUN fis-4783 229 17 , , PUNCT fis-4783 229 18 which which PRON fis-4783 229 19 consisted consist VERB fis-4783 229 20 of of ADP fis-4783 229 21 2 2 NUM fis-4783 229 22 vol% vol% NOUN fis-4783 229 23 hydrofluoric hydrofluoric ADJ fis-4783 229 24 acid acid NOUN fis-4783 229 25 and and CCONJ fis-4783 229 26 3 3 NUM fis-4783 229 27 vol% vol% NOUN fis-4783 229 28 nitric nitric ADJ fis-4783 229 29 acid acid NOUN fis-4783 229 30 f f PROPN fis-4783 229 31     SPACE fis-4783 229 32 m. m. NOUN fis-4783 229 33 sarparast sarparast ADV fis-4783 229 34 et et PROPN fis-4783 229 35 alii alii PROPN fis-4783 229 36 , , PUNCT fis-4783 229 37 frattura frattura PROPN fis-4783 229 38 ed ed PROPN fis-4783 229 39 integrità integrità PROPN fis-4783 229 40 strutturale strutturale PROPN fis-4783 229 41 , , PUNCT fis-4783 229 42 68 68 NUM fis-4783 229 43 ( ( PUNCT fis-4783 229 44 2024 2024 NUM fis-4783 229 45 ) ) PUNCT fis-4783 229 46 340 340 NUM fis-4783 229 47 - - SYM fis-4783 229 48 356 356 NUM fis-4783 229 49 ; ; PUNCT fis-4783 229 50 doi doi NOUN fis-4783 229 51 : : PUNCT fis-4783 230 1 10.3221 10.3221 NUM fis-4783 230 2 / / SYM fis-4783 230 3 igf igf PROPN fis-4783 230 4 - - PUNCT fis-4783 230 5 esis.68.23 esis.68.23 PROPN fis-4783 230 6     SPACE fis-4783 230 7 349 349 NUM fis-4783 230 8     SPACE fis-4783 230 9 in in ADP fis-4783 230 10 distilled distilled ADJ fis-4783 230 11 water water NOUN fis-4783 230 12 . . PUNCT fis-4783 231 1 it it PRON fis-4783 231 2 is be AUX fis-4783 231 3 found find VERB fis-4783 231 4 that that SCONJ fis-4783 231 5 prior prior ADJ fis-4783 231 6 - - PUNCT fis-4783 231 7 β β NOUN fis-4783 231 8 grains grain NOUN fis-4783 231 9 have have VERB fis-4783 231 10 acicular acicular ADJ fis-4783 231 11 α α NOUN fis-4783 231 12 - - NOUN fis-4783 231 13 laths lath NOUN fis-4783 231 14 ; ; PUNCT fis-4783 231 15 however however ADV fis-4783 231 16 , , PUNCT fis-4783 231 17 these these DET fis-4783 231 18 prior prior ADJ fis-4783 231 19 - - PUNCT fis-4783 231 20 β β NOUN fis-4783 231 21 grains grain NOUN fis-4783 231 22 are be AUX fis-4783 231 23 elongated elongate VERB fis-4783 231 24 and and CCONJ fis-4783 231 25 cross cross VERB fis-4783 231 26 build build NOUN fis-4783 231 27 layers layer NOUN fis-4783 231 28 . . PUNCT fis-4783 232 1 in in ADP fis-4783 232 2 addition addition NOUN fis-4783 232 3 , , PUNCT fis-4783 232 4 a a DET fis-4783 232 5 scanning scanning NOUN fis-4783 232 6 electron electron NOUN fis-4783 232 7 microscope microscope NOUN fis-4783 232 8 ( ( PUNCT fis-4783 232 9 sem sem NOUN fis-4783 232 10 ) ) PUNCT fis-4783 232 11 examination examination NOUN fis-4783 232 12 was be AUX fis-4783 232 13 carried carry VERB fis-4783 232 14 out out ADP fis-4783 232 15 on on ADP fis-4783 232 16 the the DET fis-4783 232 17 pieces piece NOUN fis-4783 232 18 in in ADP fis-4783 232 19 order order NOUN fis-4783 232 20 to to PART fis-4783 232 21 gain gain VERB fis-4783 232 22 insight insight NOUN fis-4783 232 23 into into ADP fis-4783 232 24 the the DET fis-4783 232 25 fracture fracture PROPN fis-4783 232 26 surface surface NOUN fis-4783 232 27 . . PUNCT fis-4783 233 1 after after ADP fis-4783 233 2 that that PRON fis-4783 233 3 , , PUNCT fis-4783 233 4 the the DET fis-4783 233 5 produced produce VERB fis-4783 233 6 samples sample NOUN fis-4783 233 7 were be AUX fis-4783 233 8 inspected inspect VERB fis-4783 233 9 using use VERB fis-4783 233 10 a a DET fis-4783 233 11 mira3 mira3 NOUN fis-4783 233 12 tescan tescan ADJ fis-4783 233 13 optical optical ADJ fis-4783 233 14 microscope microscope NOUN fis-4783 233 15 in in ADP fis-4783 233 16 order order NOUN fis-4783 233 17 to to PART fis-4783 233 18 capture capture VERB fis-4783 233 19 pictures picture NOUN fis-4783 233 20 for for ADP fis-4783 233 21 a a DET fis-4783 233 22 later later ADJ fis-4783 233 23 examination examination NOUN fis-4783 233 24 at at ADP fis-4783 233 25 the the DET fis-4783 233 26 grain grain NOUN fis-4783 233 27 level level NOUN fis-4783 233 28 . . PUNCT fis-4783 234 1 ductile ductile NOUN fis-4783 234 2 fracture fracture NOUN fis-4783 234 3 in in ADP fis-4783 234 4 the the DET fis-4783 234 5 slm slm PROPN fis-4783 234 6 of of ADP fis-4783 234 7 ti6al4v ti6al4v PROPN fis-4783 234 8 is be AUX fis-4783 234 9 shown show VERB fis-4783 234 10 by by ADP fis-4783 234 11 the the DET fis-4783 234 12 finer fine ADJ fis-4783 234 13 ductile ductile NOUN fis-4783 234 14 dimples dimple NOUN fis-4783 234 15 at at ADP fis-4783 234 16 the the DET fis-4783 234 17 tensile tensile NOUN fis-4783 234 18 fracture fracture PROPN fis-4783 234 19 surface surface NOUN fis-4783 234 20 . . PUNCT fis-4783 235 1 the the DET fis-4783 235 2 specimen speciman NOUN fis-4783 235 3 fracture fracture NOUN fis-4783 235 4 surfaces surface NOUN fis-4783 235 5 , , PUNCT fis-4783 235 6 as as SCONJ fis-4783 235 7 seen see VERB fis-4783 235 8 by by ADP fis-4783 235 9 fig fig NOUN fis-4783 235 10 . . PUNCT fis-4783 236 1 7 7 NUM fis-4783 236 2 , , PUNCT fis-4783 236 3 displays display VERB fis-4783 236 4 fracture fracture NOUN fis-4783 236 5 surfaces surface NOUN fis-4783 236 6 with with ADP fis-4783 236 7 smoother smooth ADJ fis-4783 236 8 cup cup PROPN fis-4783 236 9 and and CCONJ fis-4783 236 10 cone cone NOUN fis-4783 236 11 characteristics characteristic NOUN fis-4783 236 12 and and CCONJ fis-4783 236 13 a a DET fis-4783 236 14 large large ADJ fis-4783 236 15 population population NOUN fis-4783 236 16 of of ADP fis-4783 236 17 finer fine ADJ fis-4783 236 18 dimples dimple NOUN fis-4783 236 19 . . PUNCT fis-4783 237 1 there there PRON fis-4783 237 2 is be VERB fis-4783 237 3 a a DET fis-4783 237 4 great great ADJ fis-4783 237 5 deal deal NOUN fis-4783 237 6 of of ADP fis-4783 237 7 friction friction NOUN fis-4783 237 8 between between ADP fis-4783 237 9 the the DET fis-4783 237 10 fracture fracture NOUN fis-4783 237 11 surfaces surface NOUN fis-4783 237 12 on on ADP fis-4783 237 13 top top NOUN fis-4783 237 14 and and CCONJ fis-4783 237 15 below below ADV fis-4783 237 16 . . PUNCT fis-4783 238 1 failure failure NOUN fis-4783 238 2 occurs occur VERB fis-4783 238 3 without without ADP fis-4783 238 4 significant significant ADJ fis-4783 238 5 plastic plastic ADJ fis-4783 238 6 deformation deformation NOUN fis-4783 238 7 , , PUNCT fis-4783 238 8 resulting result VERB fis-4783 238 9 in in ADP fis-4783 238 10 smooth smooth ADJ fis-4783 238 11 , , PUNCT fis-4783 238 12 curved curved ADJ fis-4783 238 13 conchoidal conchoidal ADJ fis-4783 238 14 fracture fracture NOUN fis-4783 238 15 surfaces surface NOUN fis-4783 238 16 dominated dominate VERB fis-4783 238 17 by by ADP fis-4783 238 18 the the DET fis-4783 238 19 void void ADJ fis-4783 238 20 shear shear NOUN fis-4783 238 21 mechanism mechanism NOUN fis-4783 238 22 . . PUNCT fis-4783 239 1 the the DET fis-4783 239 2 presence presence NOUN fis-4783 239 3 of of ADP fis-4783 239 4 severe severe ADJ fis-4783 239 5 friction friction NOUN fis-4783 239 6 between between ADP fis-4783 239 7 upper upper ADJ fis-4783 239 8 and and CCONJ fis-4783 239 9 lower low ADJ fis-4783 239 10 fracture fracture NOUN fis-4783 239 11 surfaces surface NOUN fis-4783 239 12 further far ADV fis-4783 239 13 emphasizes emphasize VERB fis-4783 239 14 the the DET fis-4783 239 15 intricate intricate ADJ fis-4783 239 16 interplay interplay NOUN fis-4783 239 17 of of ADP fis-4783 239 18 mechanical mechanical ADJ fis-4783 239 19 factors factor NOUN fis-4783 239 20 . . PUNCT fis-4783 240 1 figure figure VERB fis-4783 240 2 6 6 NUM fis-4783 240 3 : : PUNCT fis-4783 240 4 micrographs micrograph NOUN fis-4783 240 5 of of ADP fis-4783 240 6 ti-6al-4v ti-6al-4v NOUN fis-4783 240 7 specimen speciman NOUN fis-4783 240 8 manufactured manufacture VERB fis-4783 240 9 by by ADP fis-4783 240 10 slm slm PROPN fis-4783 240 11 process process NOUN fis-4783 240 12 . . PUNCT fis-4783 240 13         SPACE fis-4783 241 1 figure figure NOUN fis-4783 241 2 7 7 NUM fis-4783 241 3 : : PUNCT fis-4783 241 4 a a DET fis-4783 241 5 representative representative ADJ fis-4783 241 6 fracture fracture NOUN fis-4783 241 7 surface surface NOUN fis-4783 241 8 of of ADP fis-4783 241 9 the the DET fis-4783 241 10 specimen speciman NOUN fis-4783 241 11 . . PUNCT fis-4783 241 12     SPACE fis-4783 242 1 m. m. NOUN fis-4783 242 2 sarparast sarparast ADV fis-4783 242 3 et et PROPN fis-4783 242 4 alii alii PROPN fis-4783 242 5 , , PUNCT fis-4783 242 6 frattura frattura PROPN fis-4783 242 7 ed ed PROPN fis-4783 242 8 integrità integrità PROPN fis-4783 242 9 strutturale strutturale PROPN fis-4783 242 10 , , PUNCT fis-4783 242 11 68 68 NUM fis-4783 242 12 ( ( PUNCT fis-4783 242 13 2024 2024 NUM fis-4783 242 14 ) ) PUNCT fis-4783 242 15 340 340 NUM fis-4783 242 16 - - SYM fis-4783 242 17 356 356 NUM fis-4783 242 18 ; ; PUNCT fis-4783 242 19 doi doi NOUN fis-4783 242 20 : : PUNCT fis-4783 242 21 10.3221 10.3221 NUM fis-4783 242 22 / / SYM fis-4783 242 23 igf igf PROPN fis-4783 242 24 - - PUNCT fis-4783 242 25 esis.68.23 esis.68.23 PROPN fis-4783 242 26     SPACE fis-4783 242 27 350 350 NUM fis-4783 242 28     SPACE fis-4783 242 29 results result NOUN fis-4783 242 30 and and CCONJ fis-4783 242 31 discussion discussion NOUN fis-4783 242 32 he he PRON fis-4783 242 33 effect effect NOUN fis-4783 242 34 of of ADP fis-4783 242 35 the the DET fis-4783 242 36 number number NOUN fis-4783 242 37 of of ADP fis-4783 242 38 neurons neuron NOUN fis-4783 242 39 on on ADP fis-4783 242 40 the the DET fis-4783 242 41 prediction prediction NOUN fis-4783 242 42 accuracy accuracy NOUN fis-4783 242 43 of of ADP fis-4783 242 44 the the DET fis-4783 242 45 relationship relationship NOUN fis-4783 242 46 between between ADP fis-4783 242 47 parameters parameter NOUN fis-4783 242 48 is be AUX fis-4783 242 49 investigated investigate VERB fis-4783 242 50 in in ADP fis-4783 242 51 this this DET fis-4783 242 52 study study NOUN fis-4783 242 53 . . PUNCT fis-4783 243 1 the the DET fis-4783 243 2 neural neural ADJ fis-4783 243 3 network network NOUN fis-4783 243 4 is be AUX fis-4783 243 5 trained train VERB fis-4783 243 6 using use VERB fis-4783 243 7 three three NUM fis-4783 243 8 different different ADJ fis-4783 243 9 hidden hidden ADJ fis-4783 243 10 layers layer NOUN fis-4783 243 11 , , PUNCT fis-4783 243 12 with with ADP fis-4783 243 13 each each DET fis-4783 243 14 layer layer NOUN fis-4783 243 15 containing contain VERB fis-4783 243 16 a a DET fis-4783 243 17 varying vary VERB fis-4783 243 18 number number NOUN fis-4783 243 19 of of ADP fis-4783 243 20 neurons neuron NOUN fis-4783 243 21 from from ADP fis-4783 243 22 1 1 NUM fis-4783 243 23 to to ADP fis-4783 243 24 22 22 NUM fis-4783 243 25 . . PUNCT fis-4783 244 1 the the DET fis-4783 244 2 results result NOUN fis-4783 244 3 for for ADP fis-4783 244 4 two two NUM fis-4783 244 5 output output NOUN fis-4783 244 6 parameters parameter NOUN fis-4783 244 7 are be AUX fis-4783 244 8 shown show VERB fis-4783 244 9 in in ADP fis-4783 244 10 figs fig NOUN fis-4783 244 11 . . PUNCT fis-4783 245 1 8 8 NUM fis-4783 245 2 , , PUNCT fis-4783 245 3 9 9 NUM fis-4783 245 4 , , PUNCT fis-4783 245 5 and and CCONJ fis-4783 245 6 10 10 NUM fis-4783 245 7 , , PUNCT fis-4783 245 8 corresponding correspond VERB fis-4783 245 9 to to ADP fis-4783 245 10 each each DET fis-4783 245 11 hidden hide VERB fis-4783 245 12 layer layer NOUN fis-4783 245 13 . . PUNCT fis-4783 246 1 based base VERB fis-4783 246 2 on on ADP fis-4783 246 3 the the DET fis-4783 246 4 obtained obtain VERB fis-4783 246 5 results result NOUN fis-4783 246 6 , , PUNCT fis-4783 246 7 it it PRON fis-4783 246 8 is be AUX fis-4783 246 9 observed observe VERB fis-4783 246 10 that that SCONJ fis-4783 246 11 three three NUM fis-4783 246 12 hidden hidden ADJ fis-4783 246 13 layers layer NOUN fis-4783 246 14 provide provide VERB fis-4783 246 15 the the DET fis-4783 246 16 most most ADV fis-4783 246 17 suitable suitable ADJ fis-4783 246 18 and and CCONJ fis-4783 246 19 accurate accurate ADJ fis-4783 246 20 prediction prediction NOUN fis-4783 246 21 closest close ADJ fis-4783 246 22 to to ADP fis-4783 246 23 the the DET fis-4783 246 24 experimental experimental ADJ fis-4783 246 25 test test NOUN fis-4783 246 26 . . PUNCT fis-4783 247 1 it it PRON fis-4783 247 2 is be AUX fis-4783 247 3 also also ADV fis-4783 247 4 found find VERB fis-4783 247 5 that that SCONJ fis-4783 247 6 fewer few ADJ fis-4783 247 7 neurons neuron NOUN fis-4783 247 8 are be AUX fis-4783 247 9 sufficient sufficient ADJ fis-4783 247 10 for for ADP fis-4783 247 11 predicting predict VERB fis-4783 247 12 the the DET fis-4783 247 13 maximum maximum ADJ fis-4783 247 14 force force NOUN fis-4783 247 15 , , PUNCT fis-4783 247 16 indicating indicate VERB fis-4783 247 17 that that SCONJ fis-4783 247 18 there there PRON fis-4783 247 19 are be VERB fis-4783 247 20 simpler simple ADJ fis-4783 247 21 relationships relationship NOUN fis-4783 247 22 among among ADP fis-4783 247 23 the the DET fis-4783 247 24 parameters parameter NOUN fis-4783 247 25 that that PRON fis-4783 247 26 lead lead VERB fis-4783 247 27 to to ADP fis-4783 247 28 better well ADJ fis-4783 247 29 results result NOUN fis-4783 247 30 . . PUNCT fis-4783 248 1 however however ADV fis-4783 248 2 , , PUNCT fis-4783 248 3 it it PRON fis-4783 248 4 should should AUX fis-4783 248 5 be be AUX fis-4783 248 6 noted note VERB fis-4783 248 7 that that SCONJ fis-4783 248 8 while while SCONJ fis-4783 248 9 adding add VERB fis-4783 248 10 a a DET fis-4783 248 11 hidden hide VERB fis-4783 248 12 layer layer NOUN fis-4783 248 13 improves improve VERB fis-4783 248 14 the the DET fis-4783 248 15 accuracy accuracy NOUN fis-4783 248 16 of of ADP fis-4783 248 17 the the DET fis-4783 248 18 predicted predict VERB fis-4783 248 19 results result NOUN fis-4783 248 20 , , PUNCT fis-4783 248 21 it it PRON fis-4783 248 22 does do AUX fis-4783 248 23 not not PART fis-4783 248 24 necessarily necessarily ADV fis-4783 248 25 imply imply VERB fis-4783 248 26 that that SCONJ fis-4783 248 27 increasing increase VERB fis-4783 248 28 the the DET fis-4783 248 29 number number NOUN fis-4783 248 30 of of ADP fis-4783 248 31 hidden hidden ADJ fis-4783 248 32 layers layer NOUN fis-4783 248 33 will will AUX fis-4783 248 34 always always ADV fis-4783 248 35 yield yield VERB fis-4783 248 36 better well ADJ fis-4783 248 37 outcomes outcome NOUN fis-4783 248 38 . . PUNCT fis-4783 249 1 in in ADP fis-4783 249 2 the the DET fis-4783 249 3 case case NOUN fis-4783 249 4 of of ADP fis-4783 249 5 predicting predict VERB fis-4783 249 6 the the DET fis-4783 249 7 maximum maximum ADJ fis-4783 249 8 force force NOUN fis-4783 249 9 , , PUNCT fis-4783 249 10 fewer few ADJ fis-4783 249 11 neurons neuron NOUN fis-4783 249 12 are be AUX fis-4783 249 13 needed need VERB fis-4783 249 14 to to PART fis-4783 249 15 achieve achieve VERB fis-4783 249 16 accurate accurate ADJ fis-4783 249 17 results result NOUN fis-4783 249 18 . . PUNCT fis-4783 250 1 therefore therefore ADV fis-4783 250 2 , , PUNCT fis-4783 250 3 the the DET fis-4783 250 4 optimal optimal ADJ fis-4783 250 5 number number NOUN fis-4783 250 6 of of ADP fis-4783 250 7 hidden hidden ADJ fis-4783 250 8 layers layer NOUN fis-4783 250 9 and and CCONJ fis-4783 250 10 neurons neuron NOUN fis-4783 250 11 depends depend VERB fis-4783 250 12 on on ADP fis-4783 250 13 the the DET fis-4783 250 14 predicted predict VERB fis-4783 250 15 output output NOUN fis-4783 250 16 parameter parameter NOUN fis-4783 250 17 and and CCONJ fis-4783 250 18 the the DET fis-4783 250 19 complexity complexity NOUN fis-4783 250 20 of of ADP fis-4783 250 21 the the DET fis-4783 250 22 underlying underlie VERB fis-4783 250 23 relationships relationship NOUN fis-4783 250 24 among among ADP fis-4783 250 25 the the DET fis-4783 250 26 parameters parameter NOUN fis-4783 250 27 . . PUNCT fis-4783 251 1 ( ( PUNCT fis-4783 251 2 a a X fis-4783 251 3 ) ) PUNCT fis-4783 251 4 ( ( PUNCT fis-4783 251 5 b b X fis-4783 251 6 ) ) PUNCT fis-4783 251 7 figure figure NOUN fis-4783 251 8 8 8 NUM fis-4783 251 9 : : PUNCT fis-4783 251 10 ( ( PUNCT fis-4783 251 11 a a X fis-4783 251 12 ) ) PUNCT fis-4783 251 13 fracture fracture NOUN fis-4783 251 14 displacement displacement NOUN fis-4783 251 15 ( ( PUNCT fis-4783 251 16 b b NOUN fis-4783 251 17 ) ) PUNCT fis-4783 251 18 maximum maximum ADJ fis-4783 251 19 force force NOUN fis-4783 251 20 one one NUM fis-4783 251 21 layer layer NOUN fis-4783 251 22 . . PUNCT fis-4783 251 23         SPACE fis-4783 252 1 figure figure NOUN fis-4783 252 2 9 9 NUM fis-4783 252 3 : : PUNCT fis-4783 252 4 maximum maximum ADJ fis-4783 252 5 force force NOUN fis-4783 252 6 three three NUM fis-4783 252 7 - - PUNCT fis-4783 252 8 layers layer NOUN fis-4783 252 9 ( ( PUNCT fis-4783 252 10 first first ADJ fis-4783 252 11 layer layer NOUN fis-4783 252 12 4 4 NUM fis-4783 252 13 , , PUNCT fis-4783 252 14 second second ADJ fis-4783 252 15 layer layer NOUN fis-4783 252 16 17 17 NUM fis-4783 252 17 ) ) PUNCT fis-4783 252 18 . . PUNCT fis-4783 253 1 t t PROPN fis-4783 253 2     SPACE fis-4783 253 3 m. m. NOUN fis-4783 253 4 sarparast sarparast ADV fis-4783 253 5 et et PROPN fis-4783 253 6 alii alii PROPN fis-4783 253 7 , , PUNCT fis-4783 253 8 frattura frattura PROPN fis-4783 253 9 ed ed PROPN fis-4783 253 10 integrità integrità PROPN fis-4783 253 11 strutturale strutturale PROPN fis-4783 253 12 , , PUNCT fis-4783 253 13 68 68 NUM fis-4783 253 14 ( ( PUNCT fis-4783 253 15 2024 2024 NUM fis-4783 253 16 ) ) PUNCT fis-4783 253 17 340 340 NUM fis-4783 253 18 - - SYM fis-4783 253 19 356 356 NUM fis-4783 253 20 ; ; PUNCT fis-4783 253 21 doi doi NOUN fis-4783 253 22 : : PUNCT fis-4783 253 23 10.3221 10.3221 NUM fis-4783 253 24 / / SYM fis-4783 253 25 igf igf PROPN fis-4783 253 26 - - PUNCT fis-4783 253 27 esis.68.23 esis.68.23 PROPN fis-4783 253 28     SPACE fis-4783 253 29 351 351 NUM fis-4783 253 30         SPACE fis-4783 253 31 figure figure NOUN fis-4783 253 32 10 10 NUM fis-4783 253 33 : : PUNCT fis-4783 253 34 fracture fracture ADJ fis-4783 253 35 displacement displacement ADJ fis-4783 253 36 three three NUM fis-4783 253 37 - - PUNCT fis-4783 253 38 layers layer NOUN fis-4783 253 39 ( ( PUNCT fis-4783 253 40 first first ADJ fis-4783 253 41 layer layer NOUN fis-4783 253 42 16 16 NUM fis-4783 253 43 , , PUNCT fis-4783 253 44 second second ADJ fis-4783 253 45 layer layer NOUN fis-4783 253 46 14 14 NUM fis-4783 253 47 ) ) PUNCT fis-4783 253 48 . . PUNCT fis-4783 254 1 based base VERB fis-4783 254 2 on on ADP fis-4783 254 3 the the DET fis-4783 254 4 results result NOUN fis-4783 254 5 presented present VERB fis-4783 254 6 in in ADP fis-4783 254 7 figs fig NOUN fis-4783 254 8 . . PUNCT fis-4783 255 1 8 8 NUM fis-4783 255 2 - - SYM fis-4783 255 3 10 10 NUM fis-4783 255 4 , , PUNCT fis-4783 255 5 the the DET fis-4783 255 6 best good ADJ fis-4783 255 7 predictions prediction NOUN fis-4783 255 8 for for ADP fis-4783 255 9 maximum maximum ADJ fis-4783 255 10 force force NOUN fis-4783 255 11 are be AUX fis-4783 255 12 achieved achieve VERB fis-4783 255 13 with with ADP fis-4783 255 14 a a DET fis-4783 255 15 correlation correlation NOUN fis-4783 255 16 coefficient coefficient NOUN fis-4783 255 17 ( ( PUNCT fis-4783 255 18 r2 r2 PROPN fis-4783 255 19 ) ) PUNCT fis-4783 255 20 of of ADP fis-4783 255 21 0.99539 0.99539 NUM fis-4783 255 22 using use VERB fis-4783 255 23 one one NUM fis-4783 255 24 hidden hide VERB fis-4783 255 25 layer layer NOUN fis-4783 255 26 with with ADP fis-4783 255 27 seven seven NUM fis-4783 255 28 neurons neuron NOUN fis-4783 255 29 , , PUNCT fis-4783 255 30 0.99947 0.99947 NUM fis-4783 255 31 using use VERB fis-4783 255 32 two two NUM fis-4783 255 33 hidden hidden ADJ fis-4783 255 34 layers layer NOUN fis-4783 255 35 with with ADP fis-4783 255 36 nineteen nineteen NUM fis-4783 255 37 neurons neuron NOUN fis-4783 255 38 in in ADP fis-4783 255 39 the the DET fis-4783 255 40 first first ADJ fis-4783 255 41 layer layer NOUN fis-4783 255 42 and and CCONJ fis-4783 255 43 six six NUM fis-4783 255 44 neurons neuron NOUN fis-4783 255 45 in in ADP fis-4783 255 46 the the DET fis-4783 255 47 second second ADJ fis-4783 255 48 layer layer NOUN fis-4783 255 49 , , PUNCT fis-4783 255 50 and and CCONJ fis-4783 255 51 0.999678 0.999678 NUM fis-4783 255 52 using use VERB fis-4783 255 53 three three NUM fis-4783 255 54 hidden hidden ADJ fis-4783 255 55 layers layer NOUN fis-4783 255 56 with with ADP fis-4783 255 57 four four NUM fis-4783 255 58 neurons neuron NOUN fis-4783 255 59 in in ADP fis-4783 255 60 the the DET fis-4783 255 61 first first ADJ fis-4783 255 62 layer layer NOUN fis-4783 255 63 , , PUNCT fis-4783 255 64 seventeen seventeen NUM fis-4783 255 65 neurons neuron NOUN fis-4783 255 66 in in ADP fis-4783 255 67 the the DET fis-4783 255 68 second second ADJ fis-4783 255 69 layer layer NOUN fis-4783 255 70 , , PUNCT fis-4783 255 71 and and CCONJ fis-4783 255 72 three three NUM fis-4783 255 73 neurons neuron NOUN fis-4783 255 74 in in ADP fis-4783 255 75 the the DET fis-4783 255 76 third third ADJ fis-4783 255 77 layer layer NOUN fis-4783 255 78 . . PUNCT fis-4783 256 1 for for ADP fis-4783 256 2 fracture fracture PROPN fis-4783 256 3 displacement displacement NOUN fis-4783 256 4 prediction prediction NOUN fis-4783 256 5 , , PUNCT fis-4783 256 6 the the DET fis-4783 256 7 best good ADJ fis-4783 256 8 results result NOUN fis-4783 256 9 are be AUX fis-4783 256 10 obtained obtain VERB fis-4783 256 11 with with ADP fis-4783 256 12 r2 r2 NOUN fis-4783 256 13 values value NOUN fis-4783 256 14 of of ADP fis-4783 256 15 0.98087 0.98087 NUM fis-4783 256 16 using use VERB fis-4783 256 17 nineteen nineteen NUM fis-4783 256 18 neurons neuron NOUN fis-4783 256 19 in in ADP fis-4783 256 20 one one NUM fis-4783 256 21 hidden hide VERB fis-4783 256 22 layer layer NOUN fis-4783 256 23 , , PUNCT fis-4783 256 24 0.99125 0.99125 NUM fis-4783 256 25 using use VERB fis-4783 256 26 two two NUM fis-4783 256 27 hidden hidden ADJ fis-4783 256 28 layers layer NOUN fis-4783 256 29 with with ADP fis-4783 256 30 nine nine NUM fis-4783 256 31 neurons neuron NOUN fis-4783 256 32 in in ADP fis-4783 256 33 the the DET fis-4783 256 34 first first ADJ fis-4783 256 35 layer layer NOUN fis-4783 256 36 and and CCONJ fis-4783 256 37 twelve twelve NUM fis-4783 256 38 neurons neuron NOUN fis-4783 256 39 in in ADP fis-4783 256 40 the the DET fis-4783 256 41 second second ADJ fis-4783 256 42 layer layer NOUN fis-4783 256 43 , , PUNCT fis-4783 256 44 and and CCONJ fis-4783 256 45 0.995895 0.995895 NUM fis-4783 256 46 using use VERB fis-4783 256 47 three three NUM fis-4783 256 48 hidden hidden ADJ fis-4783 256 49 layers layer NOUN fis-4783 256 50 with with ADP fis-4783 256 51 sixteen sixteen NUM fis-4783 256 52 neurons neuron NOUN fis-4783 256 53 in in ADP fis-4783 256 54 the the DET fis-4783 256 55 first first ADJ fis-4783 256 56 layer layer NOUN fis-4783 256 57 , , PUNCT fis-4783 256 58 fourteen fourteen NUM fis-4783 256 59 neurons neuron NOUN fis-4783 256 60 in in ADP fis-4783 256 61 the the DET fis-4783 256 62 second second ADJ fis-4783 256 63 layer layer NOUN fis-4783 256 64 , , PUNCT fis-4783 256 65 and and CCONJ fis-4783 256 66 twelve twelve NUM fis-4783 256 67 neurons neuron NOUN fis-4783 256 68 in in ADP fis-4783 256 69 the the DET fis-4783 256 70 third third ADJ fis-4783 256 71 layer layer NOUN fis-4783 256 72 . . PUNCT fis-4783 257 1 fig fig NOUN fis-4783 257 2 . . PUNCT fis-4783 258 1 11 11 NUM fis-4783 258 2 demonstrates demonstrate VERB fis-4783 258 3 that that SCONJ fis-4783 258 4 increasing increase VERB fis-4783 258 5 the the DET fis-4783 258 6 number number NOUN fis-4783 258 7 of of ADP fis-4783 258 8 hidden hidden ADJ fis-4783 258 9 layers layer NOUN fis-4783 258 10 leads lead VERB fis-4783 258 11 to to ADP fis-4783 258 12 improved improved ADJ fis-4783 258 13 results result NOUN fis-4783 258 14 and and CCONJ fis-4783 258 15 significantly significantly ADV fis-4783 258 16 increases increase VERB fis-4783 258 17 the the DET fis-4783 258 18 optimization optimization NOUN fis-4783 258 19 time time NOUN fis-4783 258 20 . . PUNCT fis-4783 259 1 therefore therefore ADV fis-4783 259 2 , , PUNCT fis-4783 259 3 predicting predict VERB fis-4783 259 4 the the DET fis-4783 259 5 maximum maximum ADJ fis-4783 259 6 force force NOUN fis-4783 259 7 using use VERB fis-4783 259 8 fewer few ADJ fis-4783 259 9 hidden hidden ADJ fis-4783 259 10 layers layer NOUN fis-4783 259 11 is be AUX fis-4783 259 12 logical logical ADJ fis-4783 259 13 , , PUNCT fis-4783 259 14 considering consider VERB fis-4783 259 15 the the DET fis-4783 259 16 simpler simple ADJ fis-4783 259 17 relationships relationship NOUN fis-4783 259 18 involved involve VERB fis-4783 259 19 . . PUNCT fis-4783 260 1 on on ADP fis-4783 260 2 the the DET fis-4783 260 3 other other ADJ fis-4783 260 4 hand hand NOUN fis-4783 260 5 , , PUNCT fis-4783 260 6 due due ADP fis-4783 260 7 to to ADP fis-4783 260 8 the the DET fis-4783 260 9 complexity complexity NOUN fis-4783 260 10 of of ADP fis-4783 260 11 the the DET fis-4783 260 12 relationships relationship NOUN fis-4783 260 13 between between ADP fis-4783 260 14 gtn gtn PROPN fis-4783 260 15 parameters parameter NOUN fis-4783 260 16 and and CCONJ fis-4783 260 17 fracture fracture PROPN fis-4783 260 18 displacement displacement NOUN fis-4783 260 19 , , PUNCT fis-4783 260 20 employing employ VERB fis-4783 260 21 more more ADV fis-4783 260 22 hidden hidden ADJ fis-4783 260 23 layers layer NOUN fis-4783 260 24 yields yield VERB fis-4783 260 25 better well ADJ fis-4783 260 26 results result NOUN fis-4783 260 27 and and CCONJ fis-4783 260 28 achieves achieve VERB fis-4783 260 29 a a DET fis-4783 260 30 suitable suitable ADJ fis-4783 260 31 r2 r2 NOUN fis-4783 260 32 correlation correlation NOUN fis-4783 260 33 coefficient coefficient NOUN fis-4783 260 34 . . PUNCT fis-4783 261 1 figure figure VERB fis-4783 261 2 11 11 NUM fis-4783 261 3 : : PUNCT fis-4783 261 4 effect effect NOUN fis-4783 261 5 of of ADP fis-4783 261 6 the the DET fis-4783 261 7 number number NOUN fis-4783 261 8 of of ADP fis-4783 261 9 layers layer NOUN fis-4783 261 10 on on ADP fis-4783 261 11 r2 r2 PROPN fis-4783 261 12 -value -value ADJ fis-4783 261 13 accuracy accuracy NOUN fis-4783 261 14 . . PUNCT fis-4783 262 1 the the DET fis-4783 262 2 cw cw PROPN fis-4783 262 3 algorithm algorithm PROPN fis-4783 262 4 determined determine VERB fis-4783 262 5 the the DET fis-4783 262 6 relative relative ADJ fis-4783 262 7 importance importance NOUN fis-4783 262 8 of of ADP fis-4783 262 9 each each DET fis-4783 262 10 input input NOUN fis-4783 262 11 variable variable NOUN fis-4783 262 12 based base VERB fis-4783 262 13 on on ADP fis-4783 262 14 calibrated calibrate VERB fis-4783 262 15 connection connection NOUN fis-4783 262 16 weights weight NOUN fis-4783 262 17 . . PUNCT fis-4783 263 1 in in ADP fis-4783 263 2 summary summary NOUN fis-4783 263 3 , , PUNCT fis-4783 263 4 the the DET fis-4783 263 5 analysis analysis NOUN fis-4783 263 6 presented present VERB fis-4783 263 7 in in ADP fis-4783 263 8 fig fig NOUN fis-4783 263 9 . . PUNCT fis-4783 264 1 12 12 NUM fis-4783 264 2 reveals reveal VERB fis-4783 264 3 that that SCONJ fis-4783 264 4 the the DET fis-4783 264 5 parameter parameter NOUN fis-4783 264 6 ( ( PUNCT fis-4783 264 7 f0 f0 PROPN fis-4783 264 8 ) ) PUNCT fis-4783 264 9 , , PUNCT fis-4783 264 10 representing represent VERB fis-4783 264 11 the the DET fis-4783 264 12 initial initial ADJ fis-4783 264 13 porosity porosity NOUN fis-4783 264 14 of of ADP fis-4783 264 15 the the DET fis-4783 264 16 material material NOUN fis-4783 264 17 , , PUNCT fis-4783 264 18 has have VERB fis-4783 264 19 a a DET fis-4783 264 20 dominant dominant ADJ fis-4783 264 21 influence influence NOUN fis-4783 264 22 on on ADP fis-4783 264 23 fracture fracture PROPN fis-4783 264 24 displacement displacement NOUN fis-4783 264 25 . . PUNCT fis-4783 265 1 on on ADP fis-4783 265 2 the the DET fis-4783 265 3 other other ADJ fis-4783 265 4 hand hand NOUN fis-4783 265 5 , , PUNCT fis-4783 265 6 the the DET fis-4783 265 7 parameter parameter NOUN fis-4783 265 8 ( ( PUNCT fis-4783 265 9 q1 q1 PROPN fis-4783 265 10 ) ) PUNCT fis-4783 265 11 exhibits exhibit VERB fis-4783 265 12 a a DET fis-4783 265 13 lower low ADJ fis-4783 265 14 influence influence NOUN fis-4783 265 15 on on ADP fis-4783 265 16     SPACE fis-4783 265 17 m. m. NOUN fis-4783 265 18 sarparast sarparast ADV fis-4783 265 19 et et PROPN fis-4783 265 20 alii alii PROPN fis-4783 265 21 , , PUNCT fis-4783 265 22 frattura frattura PROPN fis-4783 265 23 ed ed PROPN fis-4783 265 24 integrità integrità PROPN fis-4783 265 25 strutturale strutturale PROPN fis-4783 265 26 , , PUNCT fis-4783 265 27 68 68 NUM fis-4783 265 28 ( ( PUNCT fis-4783 265 29 2024 2024 NUM fis-4783 265 30 ) ) PUNCT fis-4783 265 31 340 340 NUM fis-4783 265 32 - - SYM fis-4783 265 33 356 356 NUM fis-4783 265 34 ; ; PUNCT fis-4783 265 35 doi doi NOUN fis-4783 265 36 : : PUNCT fis-4783 266 1 10.3221 10.3221 NUM fis-4783 266 2 / / SYM fis-4783 266 3 igf igf PROPN fis-4783 266 4 - - PUNCT fis-4783 266 5 esis.68.23 esis.68.23 PROPN fis-4783 266 6     SPACE fis-4783 266 7 352 352 NUM fis-4783 266 8     SPACE fis-4783 266 9 fracture fracture NOUN fis-4783 266 10 displacement displacement NOUN fis-4783 266 11 . . PUNCT fis-4783 267 1 moreover moreover ADV fis-4783 267 2 , , PUNCT fis-4783 267 3 the the DET fis-4783 267 4 findings finding NOUN fis-4783 267 5 suggest suggest VERB fis-4783 267 6 that that SCONJ fis-4783 267 7 a a DET fis-4783 267 8 three three NUM fis-4783 267 9 - - PUNCT fis-4783 267 10 layer layer NOUN fis-4783 267 11 ann ann PROPN fis-4783 267 12 demonstrates demonstrate VERB fis-4783 267 13 a a DET fis-4783 267 14 higher high ADJ fis-4783 267 15 relative relative ADJ fis-4783 267 16 influence influence NOUN fis-4783 267 17 on on ADP fis-4783 267 18 general general ADJ fis-4783 267 19 fracture fracture PROPN fis-4783 267 20 displacement displacement NOUN fis-4783 267 21 . . PUNCT fis-4783 268 1 it it PRON fis-4783 268 2 is be AUX fis-4783 268 3 important important ADJ fis-4783 268 4 to to PART fis-4783 268 5 note note VERB fis-4783 268 6 that that SCONJ fis-4783 268 7 the the DET fis-4783 268 8 differences difference NOUN fis-4783 268 9 in in ADP fis-4783 268 10 the the DET fis-4783 268 11 correlation correlation NOUN fis-4783 268 12 between between ADP fis-4783 268 13 input input NOUN fis-4783 268 14 and and CCONJ fis-4783 268 15 output output NOUN fis-4783 268 16 parameters parameter NOUN fis-4783 268 17 across across ADP fis-4783 268 18 various various ADJ fis-4783 268 19 layers layer NOUN fis-4783 268 20 are be AUX fis-4783 268 21 attributed attribute VERB fis-4783 268 22 to to ADP fis-4783 268 23 the the DET fis-4783 268 24 variations variation NOUN fis-4783 268 25 in in ADP fis-4783 268 26 the the DET fis-4783 268 27 weights weight NOUN fis-4783 268 28 within within ADP fis-4783 268 29 each each DET fis-4783 268 30 layer layer NOUN fis-4783 268 31 , , PUNCT fis-4783 268 32 which which PRON fis-4783 268 33 ultimately ultimately ADV fis-4783 268 34 affect affect VERB fis-4783 268 35 the the DET fis-4783 268 36 prediction prediction NOUN fis-4783 268 37 of of ADP fis-4783 268 38 results result NOUN fis-4783 268 39 . . PUNCT fis-4783 269 1 however however ADV fis-4783 269 2 , , PUNCT fis-4783 269 3 the the DET fis-4783 269 4 analysis analysis NOUN fis-4783 269 5 indicates indicate VERB fis-4783 269 6 that that SCONJ fis-4783 269 7 three three NUM fis-4783 269 8 parameters parameter NOUN fis-4783 269 9 , , PUNCT fis-4783 269 10 namely namely ADV fis-4783 269 11 f0 f0 PROPN fis-4783 269 12 , , PUNCT fis-4783 269 13 kw kw NOUN fis-4783 269 14 , , PUNCT fis-4783 269 15 and and CCONJ fis-4783 269 16 fc fc INTJ fis-4783 269 17 , , PUNCT fis-4783 269 18 have have VERB fis-4783 269 19 a a DET fis-4783 269 20 dominant dominant ADJ fis-4783 269 21 influence influence NOUN fis-4783 269 22 on on ADP fis-4783 269 23 the the DET fis-4783 269 24 maximum maximum ADJ fis-4783 269 25 force force NOUN fis-4783 269 26 . . PUNCT fis-4783 270 1 conversely conversely ADV fis-4783 270 2 , , PUNCT fis-4783 270 3 the the DET fis-4783 270 4 parameters parameter NOUN fis-4783 270 5 en en ADV fis-4783 270 6 and and CCONJ fis-4783 270 7 fn fn PROPN fis-4783 270 8 exhibit exhibit VERB fis-4783 270 9 a a DET fis-4783 270 10 lower low ADJ fis-4783 270 11 influence influence NOUN fis-4783 270 12 on on ADP fis-4783 270 13 the the DET fis-4783 270 14 maximum maximum ADJ fis-4783 270 15 force force NOUN fis-4783 270 16 . . PUNCT fis-4783 271 1 additionally additionally ADV fis-4783 271 2 , , PUNCT fis-4783 271 3 the the DET fis-4783 271 4 findings finding NOUN fis-4783 271 5 suggest suggest VERB fis-4783 271 6 that that SCONJ fis-4783 271 7 an an DET fis-4783 271 8 ann ann PROPN fis-4783 271 9 with with ADP fis-4783 271 10 various various ADJ fis-4783 271 11 layers layer NOUN fis-4783 271 12 does do AUX fis-4783 271 13 not not PART fis-4783 271 14 have have VERB fis-4783 271 15 a a DET fis-4783 271 16 significant significant ADJ fis-4783 271 17 relative relative ADJ fis-4783 271 18 influence influence NOUN fis-4783 271 19 on on ADP fis-4783 271 20 the the DET fis-4783 271 21 general general ADJ fis-4783 271 22 maximum maximum ADJ fis-4783 271 23 force force NOUN fis-4783 271 24 . . PUNCT fis-4783 272 1 however however ADV fis-4783 272 2 , , PUNCT fis-4783 272 3 it it PRON fis-4783 272 4 should should AUX fis-4783 272 5 be be AUX fis-4783 272 6 noted note VERB fis-4783 272 7 that that SCONJ fis-4783 272 8 ff ff NOUN fis-4783 272 9 and and CCONJ fis-4783 272 10 en en ADV fis-4783 272 11 also also ADV fis-4783 272 12 affect affect VERB fis-4783 272 13 both both DET fis-4783 272 14 fracture fracture ADJ fis-4783 272 15 surface surface NOUN fis-4783 272 16 appearance appearance NOUN fis-4783 272 17 and and CCONJ fis-4783 272 18 energy energy NOUN fis-4783 272 19 prediction prediction NOUN fis-4783 272 20 , , PUNCT fis-4783 272 21 thus thus ADV fis-4783 272 22 warranting warrant VERB fis-4783 272 23 additional additional ADJ fis-4783 272 24 consideration consideration NOUN fis-4783 272 25 in in ADP fis-4783 272 26 this this DET fis-4783 272 27 study study NOUN fis-4783 272 28 . . PUNCT fis-4783 273 1 ( ( PUNCT fis-4783 273 2 a a X fis-4783 273 3 ) ) PUNCT fis-4783 273 4 ( ( PUNCT fis-4783 273 5 b b X fis-4783 273 6 ) ) PUNCT fis-4783 273 7 figure figure NOUN fis-4783 273 8 12 12 NUM fis-4783 273 9 : : PUNCT fis-4783 273 10 relative relative ADJ fis-4783 273 11 influence influence NOUN fis-4783 273 12 of of ADP fis-4783 273 13 various various ADJ fis-4783 273 14 layers layer NOUN fis-4783 273 15 of of ADP fis-4783 273 16 the the DET fis-4783 273 17 material material NOUN fis-4783 273 18 - - PUNCT fis-4783 273 19 dependent dependent ADJ fis-4783 273 20 gtn gtn NOUN fis-4783 273 21 parameters parameter NOUN fis-4783 273 22 on on ADP fis-4783 273 23 ( ( PUNCT fis-4783 273 24 a a PRON fis-4783 273 25 ) ) PUNCT fis-4783 273 26 fracture fracture NOUN fis-4783 273 27 displacement displacement NOUN fis-4783 273 28 ( ( PUNCT fis-4783 273 29 b b NOUN fis-4783 273 30 ) ) PUNCT fis-4783 273 31 maximum maximum ADJ fis-4783 273 32 force force NOUN fis-4783 273 33 . . PUNCT fis-4783 274 1 furthermore furthermore ADV fis-4783 274 2 , , PUNCT fis-4783 274 3 in in ADP fis-4783 274 4 figs fig NOUN fis-4783 274 5 . . PUNCT fis-4783 275 1 13 13 NUM fis-4783 275 2 and and CCONJ fis-4783 275 3 14 14 NUM fis-4783 275 4 , , PUNCT fis-4783 275 5 the the DET fis-4783 275 6 accuracy accuracy NOUN fis-4783 275 7 of of ADP fis-4783 275 8 predictions prediction NOUN fis-4783 275 9 from from ADP fis-4783 275 10 various various ADJ fis-4783 275 11 layers layer NOUN fis-4783 275 12 of of ADP fis-4783 275 13 the the DET fis-4783 275 14 ann ann PROPN fis-4783 275 15 is be AUX fis-4783 275 16 compared compare VERB fis-4783 275 17 to to ADP fis-4783 275 18 the the DET fis-4783 275 19 results result NOUN fis-4783 275 20 obtained obtain VERB fis-4783 275 21 from from ADP fis-4783 275 22 finite finite ADJ fis-4783 275 23 element element NOUN fis-4783 275 24 simulations simulation NOUN fis-4783 275 25 . . PUNCT fis-4783 276 1 it it PRON fis-4783 276 2 is be AUX fis-4783 276 3 evident evident ADJ fis-4783 276 4 that that SCONJ fis-4783 276 5 all all DET fis-4783 276 6 layers layer NOUN fis-4783 276 7 of of ADP fis-4783 276 8 the the DET fis-4783 276 9 ann ann PROPN fis-4783 276 10 exhibit exhibit NOUN fis-4783 276 11 consistent consistent ADJ fis-4783 276 12 and and CCONJ fis-4783 276 13 reliable reliable ADJ fis-4783 276 14 results result NOUN fis-4783 276 15 that that PRON fis-4783 276 16 align align VERB fis-4783 276 17 well well ADV fis-4783 276 18 with with ADP fis-4783 276 19 the the DET fis-4783 276 20 finite finite ADJ fis-4783 276 21 element element NOUN fis-4783 276 22 method method NOUN fis-4783 276 23 . . PUNCT fis-4783 277 1 notably notably ADV fis-4783 277 2 , , PUNCT fis-4783 277 3 the the DET fis-4783 277 4 third third ADJ fis-4783 277 5 layer layer NOUN fis-4783 277 6 of of ADP fis-4783 277 7 the the DET fis-4783 277 8 ann ann PROPN fis-4783 277 9 demonstrates demonstrate VERB fis-4783 277 10 higher high ADJ fis-4783 277 11 accuracy accuracy NOUN fis-4783 277 12 compared compare VERB fis-4783 277 13 to to ADP fis-4783 277 14 the the DET fis-4783 277 15 other other ADJ fis-4783 277 16 layers layer NOUN fis-4783 277 17 when when SCONJ fis-4783 277 18 compared compare VERB fis-4783 277 19 to to ADP fis-4783 277 20 the the DET fis-4783 277 21 finite finite ADJ fis-4783 277 22 element element NOUN fis-4783 277 23 simulations simulation NOUN fis-4783 277 24 . . PUNCT fis-4783 278 1 ( ( PUNCT fis-4783 278 2 a a X fis-4783 278 3 ) ) PUNCT fis-4783 278 4 ( ( PUNCT fis-4783 278 5 b b X fis-4783 278 6 ) ) PUNCT fis-4783 278 7 figure figure NOUN fis-4783 278 8 13 13 NUM fis-4783 278 9 : : PUNCT fis-4783 278 10 the the DET fis-4783 278 11 comparison comparison NOUN fis-4783 278 12 of of ADP fis-4783 278 13 finite finite PROPN fis-4783 278 14 element element NOUN fis-4783 278 15 simulation simulation NOUN fis-4783 278 16 and and CCONJ fis-4783 278 17 predicted predict VERB fis-4783 278 18 results result NOUN fis-4783 278 19 by by ADP fis-4783 278 20 various various ADJ fis-4783 278 21 layers layer NOUN fis-4783 278 22 . . PUNCT fis-4783 279 1 ( ( PUNCT fis-4783 279 2 a a X fis-4783 279 3 ) ) PUNCT fis-4783 279 4 fracture fracture NOUN fis-4783 279 5 displacement displacement NOUN fis-4783 279 6 ( ( PUNCT fis-4783 279 7 b b NOUN fis-4783 279 8 ) ) PUNCT fis-4783 279 9 maximum maximum ADJ fis-4783 279 10 force force NOUN fis-4783 279 11 . . PUNCT fis-4783 280 1 f f X fis-4783 281 1 ra ra PROPN fis-4783 281 2 ct ct NUM fis-4783 281 3 u u NOUN fis-4783 281 4 re re ADP fis-4783 281 5 d d PROPN fis-4783 281 6 is be AUX fis-4783 281 7 p p PROPN fis-4783 281 8 la la X fis-4783 281 9 ce ce PROPN fis-4783 281 10 m m PROPN fis-4783 281 11 e e PROPN fis-4783 281 12 n n ADP fis-4783 281 13 te te INTJ fis-4783 281 14 m m PRON fis-4783 281 15 a a PRON fis-4783 281 16 xi xi X fis-4783 281 17 m m PRON fis-4783 281 18 um um INTJ fis-4783 281 19 fo fo INTJ fis-4783 281 20 rc rc PROPN fis-4783 281 21 e e PROPN fis-4783 281 22     SPACE fis-4783 281 23 m. m. NOUN fis-4783 281 24 sarparast sarparast ADV fis-4783 281 25 et et PROPN fis-4783 281 26 alii alii PROPN fis-4783 281 27 , , PUNCT fis-4783 281 28 frattura frattura PROPN fis-4783 281 29 ed ed PROPN fis-4783 281 30 integrità integrità PROPN fis-4783 281 31 strutturale strutturale PROPN fis-4783 281 32 , , PUNCT fis-4783 281 33 68 68 NUM fis-4783 281 34 ( ( PUNCT fis-4783 281 35 2024 2024 NUM fis-4783 281 36 ) ) PUNCT fis-4783 281 37 340 340 NUM fis-4783 281 38 - - SYM fis-4783 281 39 356 356 NUM fis-4783 281 40 ; ; PUNCT fis-4783 281 41 doi doi NOUN fis-4783 281 42 : : PUNCT fis-4783 281 43 10.3221 10.3221 NUM fis-4783 281 44 / / SYM fis-4783 281 45 igf igf PROPN fis-4783 281 46 - - PUNCT fis-4783 281 47 esis.68.23 esis.68.23 PROPN fis-4783 281 48     SPACE fis-4783 281 49 353 353 NUM fis-4783 281 50                     SPACE fis-4783 281 51 ( ( PUNCT fis-4783 281 52 a a NOUN fis-4783 281 53 ) ) PUNCT fis-4783 281 54 ( ( PUNCT fis-4783 281 55 b b NOUN fis-4783 281 56 ) ) PUNCT fis-4783 281 57     SPACE fis-4783 281 58 figure figure NOUN fis-4783 281 59 14 14 NUM fis-4783 281 60 : : PUNCT fis-4783 281 61 the the DET fis-4783 281 62 results result NOUN fis-4783 281 63 of of ADP fis-4783 281 64 performance performance NOUN fis-4783 281 65 r2 r2 NOUN fis-4783 281 66 for for ADP fis-4783 281 67 various various ADJ fis-4783 281 68 layers layer NOUN fis-4783 281 69 . . PUNCT fis-4783 282 1 ( ( PUNCT fis-4783 282 2 a a X fis-4783 282 3 ) ) PUNCT fis-4783 282 4 fracture fracture NOUN fis-4783 282 5 displacement displacement NOUN fis-4783 282 6 ( ( PUNCT fis-4783 282 7 b b NOUN fis-4783 282 8 ) ) PUNCT fis-4783 282 9 maximum maximum ADJ fis-4783 282 10 force force NOUN fis-4783 282 11 conclusions conclusion NOUN fis-4783 282 12 he he PRON fis-4783 282 13 study study VERB fis-4783 282 14 investigated investigate VERB fis-4783 282 15 the the DET fis-4783 282 16 impact impact NOUN fis-4783 282 17 of of ADP fis-4783 282 18 the the DET fis-4783 282 19 number number NOUN fis-4783 282 20 of of ADP fis-4783 282 21 layers layer NOUN fis-4783 282 22 and and CCONJ fis-4783 282 23 neurons neuron NOUN fis-4783 282 24 on on ADP fis-4783 282 25 the the DET fis-4783 282 26 accuracy accuracy NOUN fis-4783 282 27 of of ADP fis-4783 282 28 an an DET fis-4783 282 29 ann ann PROPN fis-4783 282 30 in in ADP fis-4783 282 31 predicting predict VERB fis-4783 282 32 the the DET fis-4783 282 33 fracture fracture ADJ fis-4783 282 34 behavior behavior NOUN fis-4783 282 35 and and CCONJ fis-4783 282 36 the the DET fis-4783 282 37 relative relative ADJ fis-4783 282 38 influence influence NOUN fis-4783 282 39 of of ADP fis-4783 282 40 various various ADJ fis-4783 282 41 gtn gtn PROPN fis-4783 282 42 parameters parameter NOUN fis-4783 282 43 on on ADP fis-4783 282 44 fracture fracture PROPN fis-4783 282 45 displacement displacement NOUN fis-4783 282 46 and and CCONJ fis-4783 282 47 maximum maximum ADJ fis-4783 282 48 force force NOUN fis-4783 282 49 of of ADP fis-4783 282 50 ti6al4v ti6al4v SYM fis-4783 282 51 alloys alloy NOUN fis-4783 282 52 in in ADP fis-4783 282 53 the the DET fis-4783 282 54 slm slm PROPN fis-4783 282 55 process process NOUN fis-4783 282 56 . . PUNCT fis-4783 283 1 the the DET fis-4783 283 2 ann ann PROPN fis-4783 283 3 was be AUX fis-4783 283 4 found find VERB fis-4783 283 5 to to PART fis-4783 283 6 be be AUX fis-4783 283 7 a a DET fis-4783 283 8 suitable suitable ADJ fis-4783 283 9 method method NOUN fis-4783 283 10 for for ADP fis-4783 283 11 determining determine VERB fis-4783 283 12 the the DET fis-4783 283 13 gtn gtn PROPN fis-4783 283 14 fracture fracture PROPN fis-4783 283 15 model model PROPN fis-4783 283 16 coefficient coefficient NOUN fis-4783 283 17 , , PUNCT fis-4783 283 18 with with ADP fis-4783 283 19 significant significant ADJ fis-4783 283 20 influence influence NOUN fis-4783 283 21 from from ADP fis-4783 283 22 the the DET fis-4783 283 23 number number NOUN fis-4783 283 24 of of ADP fis-4783 283 25 hidden hide VERB fis-4783 283 26 layers layer NOUN fis-4783 283 27 and and CCONJ fis-4783 283 28 the the DET fis-4783 283 29 choice choice NOUN fis-4783 283 30 of of ADP fis-4783 283 31 training training NOUN fis-4783 283 32 function function NOUN fis-4783 283 33 on on ADP fis-4783 283 34 the the DET fis-4783 283 35 accuracy accuracy NOUN fis-4783 283 36 of of ADP fis-4783 283 37 predictions prediction NOUN fis-4783 283 38 . . PUNCT fis-4783 284 1 increasing increase VERB fis-4783 284 2 the the DET fis-4783 284 3 number number NOUN fis-4783 284 4 of of ADP fis-4783 284 5 layers layer NOUN fis-4783 284 6 and and CCONJ fis-4783 284 7 neurons neuron NOUN fis-4783 284 8 in in ADP fis-4783 284 9 the the DET fis-4783 284 10 ann ann PROPN fis-4783 284 11 led lead VERB fis-4783 284 12 to to ADP fis-4783 284 13 improved improved ADJ fis-4783 284 14 accuracy accuracy NOUN fis-4783 284 15 in in ADP fis-4783 284 16 predicting predict VERB fis-4783 284 17 fracture fracture PROPN fis-4783 284 18 displacement displacement NOUN fis-4783 284 19 , , PUNCT fis-4783 284 20 which which PRON fis-4783 284 21 is be AUX fis-4783 284 22 influenced influence VERB fis-4783 284 23 by by ADP fis-4783 284 24 complex complex ADJ fis-4783 284 25 relationships relationship NOUN fis-4783 284 26 among among ADP fis-4783 284 27 the the DET fis-4783 284 28 gtn gtn PROPN fis-4783 284 29 parameters parameter NOUN fis-4783 284 30 . . PUNCT fis-4783 285 1 for for ADP fis-4783 285 2 predicting predict VERB fis-4783 285 3 maximum maximum ADJ fis-4783 285 4 force force NOUN fis-4783 285 5 , , PUNCT fis-4783 285 6 a a DET fis-4783 285 7 lesser less ADJ fis-4783 285 8 number number NOUN fis-4783 285 9 of of ADP fis-4783 285 10 hidden hidden ADJ fis-4783 285 11 layers layer NOUN fis-4783 285 12 still still ADV fis-4783 285 13 resulted result VERB fis-4783 285 14 in in ADP fis-4783 285 15 acceptable acceptable ADJ fis-4783 285 16 accuracy accuracy NOUN fis-4783 285 17 , , PUNCT fis-4783 285 18 although although SCONJ fis-4783 285 19 higher high ADJ fis-4783 285 20 layers layer NOUN fis-4783 285 21 also also ADV fis-4783 285 22 provided provide VERB fis-4783 285 23 accurate accurate ADJ fis-4783 285 24 results result NOUN fis-4783 285 25 . . PUNCT fis-4783 286 1 it it PRON fis-4783 286 2 is be AUX fis-4783 286 3 recommended recommend VERB fis-4783 286 4 to to PART fis-4783 286 5 use use VERB fis-4783 286 6 an an DET fis-4783 286 7 ann ann NOUN fis-4783 286 8 with with ADP fis-4783 286 9 more more ADV fis-4783 286 10 hidden hidden ADJ fis-4783 286 11 layers layer NOUN fis-4783 286 12 and and CCONJ fis-4783 286 13 neurons neuron NOUN fis-4783 286 14 when when SCONJ fis-4783 286 15 forecasting forecast VERB fis-4783 286 16 fracture fracture NOUN fis-4783 286 17 displacement displacement NOUN fis-4783 286 18 , , PUNCT fis-4783 286 19 while while SCONJ fis-4783 286 20 for for ADP fis-4783 286 21 maximum maximum PROPN fis-4783 286 22 force force NOUN fis-4783 286 23 prediction prediction NOUN fis-4783 286 24 , , PUNCT fis-4783 286 25 a a DET fis-4783 286 26 network network NOUN fis-4783 286 27 with with ADP fis-4783 286 28 fewer few ADJ fis-4783 286 29 hidden hidden ADJ fis-4783 286 30 layers layer NOUN fis-4783 286 31 can can AUX fis-4783 286 32 still still ADV fis-4783 286 33 achieve achieve VERB fis-4783 286 34 satisfactory satisfactory ADJ fis-4783 286 35 accuracy accuracy NOUN fis-4783 286 36 . . PUNCT fis-4783 287 1 the the DET fis-4783 287 2 investigation investigation NOUN fis-4783 287 3 examined examine VERB fis-4783 287 4 the the DET fis-4783 287 5 relative relative ADJ fis-4783 287 6 influence influence NOUN fis-4783 287 7 of of ADP fis-4783 287 8 different different ADJ fis-4783 287 9 layers layer NOUN fis-4783 287 10 and and CCONJ fis-4783 287 11 materialdependent materialdependent NOUN fis-4783 287 12 gtn gtn PROPN fis-4783 287 13 parameters parameter NOUN fis-4783 287 14 on on ADP fis-4783 287 15 fracture fracture PROPN fis-4783 287 16 displacement displacement NOUN fis-4783 287 17 and and CCONJ fis-4783 287 18 maximum maximum ADJ fis-4783 287 19 force force NOUN fis-4783 287 20 . . PUNCT fis-4783 288 1 the the DET fis-4783 288 2 results result NOUN fis-4783 288 3 indicate indicate VERB fis-4783 288 4 that that SCONJ fis-4783 288 5 f0 f0 PROPN fis-4783 288 6 , , PUNCT fis-4783 288 7 representing represent VERB fis-4783 288 8 a a DET fis-4783 288 9 specific specific ADJ fis-4783 288 10 gtn gtn NOUN fis-4783 288 11 parameter parameter NOUN fis-4783 288 12 , , PUNCT fis-4783 288 13 has have VERB fis-4783 288 14 the the DET fis-4783 288 15 most most ADV fis-4783 288 16 significant significant ADJ fis-4783 288 17 effect effect NOUN fis-4783 288 18 on on ADP fis-4783 288 19 both both DET fis-4783 288 20 fracture fracture ADJ fis-4783 288 21 displacement displacement NOUN fis-4783 288 22 and and CCONJ fis-4783 288 23 maximum maximum ADJ fis-4783 288 24 force force NOUN fis-4783 288 25 . . PUNCT fis-4783 289 1 this this DET fis-4783 289 2 finding finding NOUN fis-4783 289 3 suggests suggest VERB fis-4783 289 4 that that SCONJ fis-4783 289 5 f0 f0 PROPN fis-4783 289 6 plays play VERB fis-4783 289 7 a a DET fis-4783 289 8 crucial crucial ADJ fis-4783 289 9 role role NOUN fis-4783 289 10 in in ADP fis-4783 289 11 determining determine VERB fis-4783 289 12 these these DET fis-4783 289 13 two two NUM fis-4783 289 14 mechanical mechanical ADJ fis-4783 289 15 properties property NOUN fis-4783 289 16 . . PUNCT fis-4783 290 1 however however ADV fis-4783 290 2 , , PUNCT fis-4783 290 3 it it PRON fis-4783 290 4 should should AUX fis-4783 290 5 be be AUX fis-4783 290 6 noted note VERB fis-4783 290 7 that that SCONJ fis-4783 290 8 increasing increase VERB fis-4783 290 9 the the DET fis-4783 290 10 number number NOUN fis-4783 290 11 of of ADP fis-4783 290 12 layers layer NOUN fis-4783 290 13 and and CCONJ fis-4783 290 14 neurons neuron NOUN fis-4783 290 15 also also ADV fis-4783 290 16 leads lead VERB fis-4783 290 17 to to ADP fis-4783 290 18 longer long ADJ fis-4783 290 19 optimization optimization NOUN fis-4783 290 20 times time NOUN fis-4783 290 21 , , PUNCT fis-4783 290 22 which which PRON fis-4783 290 23 should should AUX fis-4783 290 24 be be AUX fis-4783 290 25 considered consider VERB fis-4783 290 26 in in ADP fis-4783 290 27 practical practical ADJ fis-4783 290 28 applications application NOUN fis-4783 290 29 . . PUNCT fis-4783 291 1 disclosure disclosure NOUN fis-4783 291 2 statement statement NOUN fis-4783 291 3 o o NOUN fis-4783 291 4 potential potential ADJ fis-4783 291 5 conflict conflict NOUN fis-4783 291 6 of of ADP fis-4783 291 7 interest interest NOUN fis-4783 291 8 was be AUX fis-4783 291 9 reported report VERB fis-4783 291 10 by by ADP fis-4783 291 11 the the DET fis-4783 291 12 author(s author(s NOUN fis-4783 291 13 ) ) PUNCT fis-4783 291 14 . . PUNCT fis-4783 292 1 t t PROPN fis-4783 292 2 n n CCONJ fis-4783 292 3     SPACE fis-4783 292 4 m. m. NOUN fis-4783 292 5 sarparast sarparast ADV fis-4783 292 6 et et PROPN fis-4783 292 7 alii alii PROPN fis-4783 292 8 , , PUNCT fis-4783 292 9 frattura frattura PROPN fis-4783 292 10 ed ed PROPN fis-4783 292 11 integrità integrità PROPN fis-4783 292 12 strutturale strutturale PROPN fis-4783 292 13 , , PUNCT fis-4783 292 14 68 68 NUM fis-4783 292 15 ( ( PUNCT fis-4783 292 16 2024 2024 NUM fis-4783 292 17 ) ) PUNCT fis-4783 292 18 340 340 NUM fis-4783 292 19 - - SYM fis-4783 292 20 356 356 NUM fis-4783 292 21 ; ; PUNCT fis-4783 292 22 doi doi NOUN fis-4783 292 23 : : PUNCT fis-4783 292 24 10.3221 10.3221 NUM fis-4783 292 25 / / SYM fis-4783 292 26 igf igf PROPN fis-4783 292 27 - - PUNCT fis-4783 292 28 esis.68.23 esis.68.23 PROPN fis-4783 292 29     SPACE fis-4783 292 30 354 354 NUM fis-4783 292 31     SPACE fis-4783 292 32 references reference NOUN fis-4783 292 33 [ [ X fis-4783 292 34 1 1 NUM fis-4783 292 35 ] ] PUNCT fis-4783 292 36 debroy debroy PROPN fis-4783 292 37 , , PUNCT fis-4783 292 38 t. t. PROPN fis-4783 292 39 , , PUNCT fis-4783 292 40 wei wei PROPN fis-4783 292 41 , , PUNCT fis-4783 292 42 h.l h.l PROPN fis-4783 292 43 . . PROPN fis-4783 292 44 , , PUNCT fis-4783 292 45 zuback zuback PROPN fis-4783 292 46 , , PUNCT fis-4783 292 47 j.s j.s PROPN fis-4783 292 48 . . PROPN fis-4783 292 49 , , PUNCT fis-4783 292 50 mukherjee mukherjee PROPN fis-4783 292 51 , , PUNCT fis-4783 292 52 t. t. PROPN fis-4783 292 53 , , PUNCT fis-4783 292 54 elmer elmer PROPN fis-4783 292 55 , , PUNCT fis-4783 292 56 j.w j.w PROPN fis-4783 292 57 . . PROPN fis-4783 292 58 , , PUNCT fis-4783 292 59 milewski milewski PROPN fis-4783 292 60 , , PUNCT fis-4783 292 61 j.o j.o PROPN fis-4783 292 62 . . PROPN fis-4783 292 63 , , PUNCT fis-4783 292 64 beese beese ADJ fis-4783 292 65 , , PUNCT fis-4783 292 66 a.m. a.m. ADV fis-4783 292 67 , , PUNCT fis-4783 292 68 wilson wilson PROPN fis-4783 292 69 - - PUNCT fis-4783 292 70 heid heid PROPN fis-4783 292 71 , , PUNCT fis-4783 292 72 a.d a.d PROPN fis-4783 292 73 . . PROPN fis-4783 292 74 , , PUNCT fis-4783 292 75 de de PROPN fis-4783 292 76 , , PUNCT fis-4783 292 77 a. a. NOUN fis-4783 292 78 and and CCONJ fis-4783 292 79 zhang zhang PROPN fis-4783 292 80 , , PUNCT fis-4783 292 81 w. w. PROPN fis-4783 292 82 , , PUNCT fis-4783 292 83 ( ( PUNCT fis-4783 292 84 2018 2018 NUM fis-4783 292 85 ) ) PUNCT fis-4783 292 86 . . PUNCT fis-4783 293 1 additive additive ADJ fis-4783 293 2 manufacturing manufacturing NOUN fis-4783 293 3 of of ADP fis-4783 293 4 metallic metallic ADJ fis-4783 293 5 components component NOUN fis-4783 293 6 – – PUNCT fis-4783 293 7 process process NOUN fis-4783 293 8 , , PUNCT fis-4783 293 9 structure structure NOUN fis-4783 293 10 and and CCONJ fis-4783 293 11 properties property NOUN fis-4783 293 12 . . PUNCT fis-4783 294 1 progress progress NOUN fis-4783 294 2 in in ADP fis-4783 294 3 materials material NOUN fis-4783 294 4 science science NOUN fis-4783 294 5 , , PUNCT fis-4783 294 6 92 92 NUM fis-4783 294 7 , , PUNCT fis-4783 294 8 pp.112 pp.112 PROPN fis-4783 294 9 - - X fis-4783 294 10 224 224 NUM fis-4783 294 11 . . PUNCT fis-4783 295 1 [ [ X fis-4783 295 2 2 2 NUM fis-4783 295 3 ] ] PUNCT fis-4783 295 4 majeed majeed PROPN fis-4783 295 5 , , PUNCT fis-4783 295 6 a. a. PROPN fis-4783 295 7 , , PUNCT fis-4783 295 8 ahmed ahmed PROPN fis-4783 295 9 , , PUNCT fis-4783 295 10 a. a. PROPN fis-4783 295 11 , , PUNCT fis-4783 295 12 lv lv PROPN fis-4783 295 13 , , PUNCT fis-4783 295 14 j. j. PROPN fis-4783 295 15 , , PUNCT fis-4783 295 16 peng peng PROPN fis-4783 295 17 , , PUNCT fis-4783 295 18 t. t. PROPN fis-4783 295 19 and and CCONJ fis-4783 295 20 muzamil muzamil NOUN fis-4783 295 21 , , PUNCT fis-4783 295 22 m. m. NOUN fis-4783 295 23 , , PUNCT fis-4783 295 24 ( ( PUNCT fis-4783 295 25 2020 2020 NUM fis-4783 295 26 ) ) PUNCT fis-4783 295 27 . . PUNCT fis-4783 296 1 a a DET fis-4783 296 2 state state NOUN fis-4783 296 3 - - PUNCT fis-4783 296 4 of of ADP fis-4783 296 5 - - PUNCT fis-4783 296 6 the the DET fis-4783 296 7 - - PUNCT fis-4783 296 8 art art NOUN fis-4783 296 9 review review NOUN fis-4783 296 10 on on ADP fis-4783 296 11 energy energy NOUN fis-4783 296 12 consumption consumption NOUN fis-4783 296 13 and and CCONJ fis-4783 296 14 quality quality NOUN fis-4783 296 15 characteristics characteristic NOUN fis-4783 296 16 in in ADP fis-4783 296 17 metal metal NOUN fis-4783 296 18 additive additive ADJ fis-4783 296 19 manufacturing manufacturing NOUN fis-4783 296 20 processes process NOUN fis-4783 296 21 . . PUNCT fis-4783 297 1 journal journal NOUN fis-4783 297 2 of of ADP fis-4783 297 3 the the DET fis-4783 297 4 brazilian brazilian ADJ fis-4783 297 5 society society NOUN fis-4783 297 6 of of ADP fis-4783 297 7 mechanical mechanical ADJ fis-4783 297 8 sciences science NOUN fis-4783 297 9 and and CCONJ fis-4783 297 10 engineering engineering NOUN fis-4783 297 11 , , PUNCT fis-4783 297 12 42 42 NUM fis-4783 297 13 , , PUNCT fis-4783 297 14 pp.1 pp.1 NOUN fis-4783 297 15 - - PUNCT fis-4783 297 16 25 25 NUM fis-4783 297 17 . . PUNCT fis-4783 298 1 [ [ X fis-4783 298 2 3 3 NUM fis-4783 298 3 ] ] X fis-4783 298 4 patel patel NOUN fis-4783 298 5 , , PUNCT fis-4783 298 6 a. a. NOUN fis-4783 298 7 and and CCONJ fis-4783 298 8 taufik taufik PROPN fis-4783 298 9 , , PUNCT fis-4783 298 10 m. m. NOUN fis-4783 298 11 , , PUNCT fis-4783 298 12 ( ( PUNCT fis-4783 298 13 2024 2024 NUM fis-4783 298 14 ) ) PUNCT fis-4783 298 15 . . PUNCT fis-4783 299 1 extrusion extrusion NOUN fis-4783 299 2 - - PUNCT fis-4783 299 3 based base VERB fis-4783 299 4 technology technology NOUN fis-4783 299 5 in in ADP fis-4783 299 6 additive additive ADJ fis-4783 299 7 manufacturing manufacturing NOUN fis-4783 299 8 : : PUNCT fis-4783 299 9 a a DET fis-4783 299 10 comprehensive comprehensive ADJ fis-4783 299 11 review review NOUN fis-4783 299 12 . . PUNCT fis-4783 300 1 arabian arabian ADJ fis-4783 300 2 journal journal PROPN fis-4783 300 3 for for ADP fis-4783 300 4 science science NOUN fis-4783 300 5 and and CCONJ fis-4783 300 6 engineering engineering NOUN fis-4783 300 7 , , PUNCT fis-4783 300 8 49(2 49(2 NUM fis-4783 300 9 ) ) PUNCT fis-4783 300 10 , , PUNCT fis-4783 300 11 pp.1309 pp.1309 NOUN fis-4783 300 12 - - PUNCT fis-4783 300 13 1342 1342 NUM fis-4783 300 14 . . PUNCT fis-4783 301 1 [ [ X fis-4783 301 2 4 4 NUM fis-4783 301 3 ] ] X fis-4783 301 4 behvar behvar NOUN fis-4783 301 5 , , PUNCT fis-4783 301 6 a. a. NOUN fis-4783 301 7 and and CCONJ fis-4783 301 8 haghshenas haghshena NOUN fis-4783 301 9 , , PUNCT fis-4783 301 10 m. m. NOUN fis-4783 301 11 , , PUNCT fis-4783 301 12 ( ( PUNCT fis-4783 301 13 2023 2023 NUM fis-4783 301 14 ) ) PUNCT fis-4783 301 15 . . PUNCT fis-4783 302 1 a a DET fis-4783 302 2 critical critical ADJ fis-4783 302 3 review review NOUN fis-4783 302 4 on on ADP fis-4783 302 5 very very ADV fis-4783 302 6 high high ADJ fis-4783 302 7 cycle cycle NOUN fis-4783 302 8 corrosion corrosion NOUN fis-4783 302 9 fatigue fatigue NOUN fis-4783 302 10 : : PUNCT fis-4783 302 11 mechanisms mechanism NOUN fis-4783 302 12 , , PUNCT fis-4783 302 13 methods method NOUN fis-4783 302 14 , , PUNCT fis-4783 302 15 materials material NOUN fis-4783 302 16 , , PUNCT fis-4783 302 17 and and CCONJ fis-4783 302 18 models model NOUN fis-4783 302 19 . . PUNCT fis-4783 303 1 journal journal NOUN fis-4783 303 2 of of ADP fis-4783 303 3 space space NOUN fis-4783 303 4 safety safety NOUN fis-4783 303 5 engineering engineering NOUN fis-4783 303 6 . . PUNCT fis-4783 304 1 [ [ X fis-4783 304 2 5 5 NUM fis-4783 304 3 ] ] PUNCT fis-4783 304 4 mahtabi mahtabi NOUN fis-4783 304 5 , , PUNCT fis-4783 304 6 m. m. NOUN fis-4783 304 7 , , PUNCT fis-4783 304 8 yadollahi yadollahi PROPN fis-4783 304 9 , , PUNCT fis-4783 304 10 a. a. PROPN fis-4783 304 11 , , PUNCT fis-4783 304 12 stokes stokes PROPN fis-4783 304 13 , , PUNCT fis-4783 304 14 r. r. PROPN fis-4783 304 15 , , PUNCT fis-4783 304 16 morgan morgan PROPN fis-4783 304 17 - - PUNCT fis-4783 304 18 barnes barnes PROPN fis-4783 304 19 , , PUNCT fis-4783 304 20 c. c. NOUN fis-4783 304 21 , , PUNCT fis-4783 304 22 young young PROPN fis-4783 304 23 , , PUNCT fis-4783 304 24 j. j. PROPN fis-4783 304 25 , , PUNCT fis-4783 304 26 doude doude NOUN fis-4783 304 27 , , PUNCT fis-4783 304 28 h. h. PROPN fis-4783 304 29 and and CCONJ fis-4783 304 30 bian bian PROPN fis-4783 304 31 , , PUNCT fis-4783 304 32 l. l. PROPN fis-4783 304 33 , , PUNCT fis-4783 304 34 2022 2022 NUM fis-4783 304 35 . . PUNCT fis-4783 304 36 effect effect NOUN fis-4783 304 37 of of ADP fis-4783 304 38 powder powder NOUN fis-4783 304 39 reuse reuse NOUN fis-4783 304 40 on on ADP fis-4783 304 41 microstructural microstructural ADJ fis-4783 304 42 and and CCONJ fis-4783 304 43 fatigue fatigue NOUN fis-4783 304 44 properties property NOUN fis-4783 304 45 of of ADP fis-4783 304 46 ti-6al-4v ti-6al-4v PROPN fis-4783 304 47 fabricated fabricate VERB fis-4783 304 48 via via ADP fis-4783 304 49 directed direct VERB fis-4783 304 50 energy energy NOUN fis-4783 304 51 deposition deposition NOUN fis-4783 304 52 . . PUNCT fis-4783 305 1 [ [ X fis-4783 305 2 6 6 NUM fis-4783 305 3 ] ] PUNCT fis-4783 305 4 ltjering ltjering NOUN fis-4783 305 5 , , PUNCT fis-4783 305 6 g. g. PROPN fis-4783 305 7 , , PUNCT fis-4783 305 8 and and CCONJ fis-4783 305 9 williams williams PROPN fis-4783 305 10 , , PUNCT fis-4783 305 11 j. j. PROPN fis-4783 305 12 c. c. PROPN fis-4783 305 13 ( ( PUNCT fis-4783 305 14 2007 2007 NUM fis-4783 305 15 ) ) PUNCT fis-4783 305 16 . . PUNCT fis-4783 306 1 titanium titanium NOUN fis-4783 306 2 , , PUNCT fis-4783 306 3 engineering engineering NOUN fis-4783 306 4 materials material NOUN fis-4783 306 5 and and CCONJ fis-4783 306 6 processes process NOUN fis-4783 306 7 . . PUNCT fis-4783 307 1 [ [ X fis-4783 307 2 7 7 NUM fis-4783 307 3 ] ] X fis-4783 307 4 babakan babakan PROPN fis-4783 307 5 , , PUNCT fis-4783 307 6 a. a. NOUN fis-4783 307 7 m. m. NOUN fis-4783 307 8 , , PUNCT fis-4783 307 9 davoodi davoodi PROPN fis-4783 307 10 , , PUNCT fis-4783 307 11 m. m. NOUN fis-4783 307 12 , , PUNCT fis-4783 307 13 shafaie shafaie PROPN fis-4783 307 14 , , PUNCT fis-4783 307 15 m. m. NOUN fis-4783 307 16 , , PUNCT fis-4783 307 17 sarparast sarparast ADJ fis-4783 307 18 , , PUNCT fis-4783 307 19 m. m. NOUN fis-4783 307 20 , , PUNCT fis-4783 307 21 and and CCONJ fis-4783 307 22 zhang zhang PROPN fis-4783 307 23 , , PUNCT fis-4783 307 24 h. h. PROPN fis-4783 307 25 ( ( PUNCT fis-4783 307 26 2023 2023 NUM fis-4783 307 27 ) ) PUNCT fis-4783 307 28 . . PUNCT fis-4783 308 1 predictive predictive ADJ fis-4783 308 2 modeling modeling NOUN fis-4783 308 3 of of ADP fis-4783 308 4 porosity porosity NOUN fis-4783 308 5 in in ADP fis-4783 308 6 alsi10 alsi10 ADJ fis-4783 308 7 mg mg PROPN fis-4783 308 8 alloy alloy NOUN fis-4783 308 9 fabricated fabricate VERB fis-4783 308 10 by by ADP fis-4783 308 11 laser laser NOUN fis-4783 308 12 powder powder NOUN fis-4783 308 13 bed bed NOUN fis-4783 308 14 fusion fusion NOUN fis-4783 308 15 : : PUNCT fis-4783 308 16 a a DET fis-4783 308 17 comparative comparative ADJ fis-4783 308 18 study study NOUN fis-4783 308 19 with with ADP fis-4783 308 20 rsm rsm PROPN fis-4783 308 21 , , PUNCT fis-4783 308 22 ann ann PROPN fis-4783 308 23 , , PUNCT fis-4783 308 24 fl fl PROPN fis-4783 308 25 , , PUNCT fis-4783 308 26 and and CCONJ fis-4783 308 27 anfis anfi VERB fis-4783 308 28 . . PUNCT fis-4783 309 1 the the DET fis-4783 309 2 international international ADJ fis-4783 309 3 journal journal NOUN fis-4783 309 4 of of ADP fis-4783 309 5 advanced advanced ADJ fis-4783 309 6 manufacturing manufacturing NOUN fis-4783 309 7 technology technology NOUN fis-4783 309 8 , , PUNCT fis-4783 309 9 129(3 129(3 NUM fis-4783 309 10 ) ) PUNCT fis-4783 309 11 , , PUNCT fis-4783 309 12 pp.1097 pp.1097 PROPN fis-4783 309 13 - - PUNCT fis-4783 309 14 1108 1108 NUM fis-4783 309 15 . . PUNCT fis-4783 310 1 [ [ X fis-4783 310 2 8 8 NUM fis-4783 310 3 ] ] PUNCT fis-4783 310 4 mahtabi mahtabi NOUN fis-4783 310 5 , , PUNCT fis-4783 310 6 m. m. NOUN fis-4783 310 7 , , PUNCT fis-4783 310 8 yadollahi yadollahi PROPN fis-4783 310 9 , , PUNCT fis-4783 310 10 a. a. NOUN fis-4783 310 11 , , PUNCT fis-4783 310 12 ataollahi ataollahi PROPN fis-4783 310 13 , , PUNCT fis-4783 310 14 s. s. PROPN fis-4783 310 15 , , PUNCT fis-4783 310 16 and and CCONJ fis-4783 310 17 mahtabi mahtabi NOUN fis-4783 310 18 , , PUNCT fis-4783 310 19 m. m. NOUN fis-4783 310 20 j. j. PROPN fis-4783 310 21 ( ( PUNCT fis-4783 310 22 2023 2023 NUM fis-4783 310 23 ) ) PUNCT fis-4783 310 24 . . PUNCT fis-4783 311 1 effect effect NOUN fis-4783 311 2 of of ADP fis-4783 311 3 build build VERB fis-4783 311 4 height height NOUN fis-4783 311 5 on on ADP fis-4783 311 6 structural structural ADJ fis-4783 311 7 integrity integrity NOUN fis-4783 311 8 of of ADP fis-4783 311 9 ti6al-4v ti6al-4v NOUN fis-4783 311 10 fabricated fabricate VERB fis-4783 311 11 via via ADP fis-4783 311 12 laser laser NOUN fis-4783 311 13 powder powder NOUN fis-4783 311 14 bed bed NOUN fis-4783 311 15 fusion fusion NOUN fis-4783 311 16 . . PUNCT fis-4783 312 1 engineering engineering NOUN fis-4783 312 2 failure failure NOUN fis-4783 312 3 analysis analysis NOUN fis-4783 312 4 , , PUNCT fis-4783 312 5 154 154 NUM fis-4783 312 6 , , PUNCT fis-4783 312 7 107691 107691 NUM fis-4783 312 8 . . PUNCT fis-4783 313 1 [ [ X fis-4783 313 2 9 9 NUM fis-4783 313 3 ] ] PUNCT fis-4783 313 4 mahtabi mahtabi NOUN fis-4783 313 5 , , PUNCT fis-4783 313 6 m. m. NOUN fis-4783 313 7 , , PUNCT fis-4783 313 8 yadollahi yadollahi PROPN fis-4783 313 9 , , PUNCT fis-4783 313 10 a. a. PROPN fis-4783 313 11 , , PUNCT fis-4783 313 12 stokes stokes PROPN fis-4783 313 13 , , PUNCT fis-4783 313 14 r. r. PROPN fis-4783 313 15 , , PUNCT fis-4783 313 16 doude doude NOUN fis-4783 313 17 , , PUNCT fis-4783 313 18 h. h. PROPN fis-4783 313 19 , , PUNCT fis-4783 313 20 and and CCONJ fis-4783 313 21 priddy priddy PROPN fis-4783 313 22 , , PUNCT fis-4783 313 23 m. m. NOUN fis-4783 313 24 ( ( PUNCT fis-4783 313 25 2023 2023 NUM fis-4783 313 26 ) ) PUNCT fis-4783 313 27 . . PUNCT fis-4783 314 1 effect effect NOUN fis-4783 314 2 of of ADP fis-4783 314 3 build build NOUN fis-4783 314 4 interruption interruption NOUN fis-4783 314 5 during during ADP fis-4783 314 6 laser laser NOUN fis-4783 314 7 powder powder NOUN fis-4783 314 8 bed bed NOUN fis-4783 314 9 fusion fusion NOUN fis-4783 314 10 process process NOUN fis-4783 314 11 on on ADP fis-4783 314 12 structural structural ADJ fis-4783 314 13 integrity integrity NOUN fis-4783 314 14 of of ADP fis-4783 314 15 ti-6al-4v ti-6al-4v PROPN fis-4783 314 16 . . PUNCT fis-4783 315 1 engineering engineering NOUN fis-4783 315 2 failure failure NOUN fis-4783 315 3 analysis analysis NOUN fis-4783 315 4 , , PUNCT fis-4783 315 5 153 153 NUM fis-4783 315 6 , , PUNCT fis-4783 315 7 107626 107626 NUM fis-4783 315 8 . . PUNCT fis-4783 316 1 [ [ X fis-4783 316 2 10 10 NUM fis-4783 316 3 ] ] PUNCT fis-4783 316 4 mahtabi mahtabi NOUN fis-4783 316 5 , , PUNCT fis-4783 316 6 m. m. NOUN fis-4783 316 7 , , PUNCT fis-4783 316 8 yadollahi yadollahi PROPN fis-4783 316 9 , , PUNCT fis-4783 316 10 a. a. PROPN fis-4783 316 11 , , PUNCT fis-4783 316 12 stokes stokes PROPN fis-4783 316 13 , , PUNCT fis-4783 316 14 r. r. PROPN fis-4783 316 15 , , PUNCT fis-4783 316 16 doude doude NOUN fis-4783 316 17 , , PUNCT fis-4783 316 18 h. h. PROPN fis-4783 316 19 , , PUNCT fis-4783 316 20 and and CCONJ fis-4783 316 21 priddy priddy PROPN fis-4783 316 22 , , PUNCT fis-4783 316 23 m. m. NOUN fis-4783 316 24 effect effect NOUN fis-4783 316 25 of of ADP fis-4783 316 26 build build NOUN fis-4783 316 27 interruption interruption NOUN fis-4783 316 28 during during ADP fis-4783 316 29 laser laser NOUN fis-4783 316 30 beam beam NOUN fis-4783 316 31 powder powder NOUN fis-4783 316 32 bed bed NOUN fis-4783 316 33 fusion fusion NOUN fis-4783 316 34 process process NOUN fis-4783 316 35 on on ADP fis-4783 316 36 structural structural ADJ fis-4783 316 37 integrity integrity NOUN fis-4783 316 38 of of ADP fis-4783 316 39 ti-6al-4v ti-6al-4v PROPN fis-4783 316 40 . . PUNCT fis-4783 316 41 available available ADJ fis-4783 316 42 at at ADP fis-4783 316 43 ssrn ssrn PROPN fis-4783 316 44 4459402 4459402 NUM fis-4783 316 45 . . PUNCT fis-4783 317 1 [ [ X fis-4783 317 2 11 11 NUM fis-4783 317 3 ] ] X fis-4783 317 4 bergo bergo NOUN fis-4783 317 5 , , PUNCT fis-4783 317 6 s. s. PROPN fis-4783 317 7 , , PUNCT fis-4783 317 8 morin morin PROPN fis-4783 317 9 , , PUNCT fis-4783 317 10 d. d. PROPN fis-4783 317 11 , , PUNCT fis-4783 317 12 børvik børvik NOUN fis-4783 317 13 , , PUNCT fis-4783 317 14 t. t. NOUN fis-4783 317 15 , , PUNCT fis-4783 317 16 and and CCONJ fis-4783 317 17 hopperstad hopperstad NOUN fis-4783 317 18 , , PUNCT fis-4783 317 19 o. o. PROPN fis-4783 317 20 s. s. PROPN fis-4783 317 21 ( ( PUNCT fis-4783 317 22 2021 2021 NUM fis-4783 317 23 ) ) PUNCT fis-4783 317 24 . . PUNCT fis-4783 318 1 micromechanical micromechanical ADJ fis-4783 318 2 modelling modelling NOUN fis-4783 318 3 of of ADP fis-4783 318 4 ductile ductile NOUN fis-4783 318 5 fracture fracture NOUN fis-4783 318 6 in in ADP fis-4783 318 7 pipeline pipeline NOUN fis-4783 318 8 steel steel NOUN fis-4783 318 9 using use VERB fis-4783 318 10 a a DET fis-4783 318 11 bifurcation bifurcation NOUN fis-4783 318 12 - - PUNCT fis-4783 318 13 enriched enrich VERB fis-4783 318 14 porous porous ADJ fis-4783 318 15 plasticity plasticity NOUN fis-4783 318 16 model model NOUN fis-4783 318 17 . . PUNCT fis-4783 319 1 international international ADJ fis-4783 319 2 journal journal PROPN fis-4783 319 3 of of ADP fis-4783 319 4 fracture fracture NOUN fis-4783 319 5 , , PUNCT fis-4783 319 6 227 227 NUM fis-4783 319 7 , , PUNCT fis-4783 319 8 pp.57 pp.57 PROPN fis-4783 319 9 - - PUNCT fis-4783 319 10 78 78 NUM fis-4783 319 11 . . PUNCT fis-4783 320 1 [ [ X fis-4783 320 2 12 12 NUM fis-4783 320 3 ] ] X fis-4783 320 4 gholipour gholipour ADJ fis-4783 320 5 , , PUNCT fis-4783 320 6 h. h. PROPN fis-4783 320 7 , , PUNCT fis-4783 320 8 biglari biglari PROPN fis-4783 320 9 , , PUNCT fis-4783 320 10 f. f. PROPN fis-4783 320 11 r. r. PROPN fis-4783 320 12 , , PUNCT fis-4783 320 13 and and CCONJ fis-4783 320 14 nikbin nikbin NOUN fis-4783 320 15 , , PUNCT fis-4783 320 16 k. k. PROPN fis-4783 320 17 ( ( PUNCT fis-4783 320 18 2019 2019 NUM fis-4783 320 19 ) ) PUNCT fis-4783 320 20 . . PUNCT fis-4783 321 1 experimental experimental ADJ fis-4783 321 2 and and CCONJ fis-4783 321 3 numerical numerical ADJ fis-4783 321 4 investigation investigation NOUN fis-4783 321 5 of of ADP fis-4783 321 6 ductile ductile NOUN fis-4783 321 7 fracture fracture NOUN fis-4783 321 8 using use VERB fis-4783 321 9 gtn gtn PROPN fis-4783 321 10 damage damage NOUN fis-4783 321 11 model model NOUN fis-4783 321 12 on on ADP fis-4783 321 13 in in ADP fis-4783 321 14 - - PUNCT fis-4783 321 15 situ situ ADJ fis-4783 321 16 tensile tensile NOUN fis-4783 321 17 tests test NOUN fis-4783 321 18 . . PUNCT fis-4783 322 1 international international ADJ fis-4783 322 2 journal journal PROPN fis-4783 322 3 of of ADP fis-4783 322 4 mechanical mechanical ADJ fis-4783 322 5 sciences science NOUN fis-4783 322 6 , , PUNCT fis-4783 322 7 164 164 NUM fis-4783 322 8 , , PUNCT fis-4783 322 9 105170 105170 NUM fis-4783 322 10 . . PUNCT fis-4783 323 1 [ [ X fis-4783 323 2 13 13 NUM fis-4783 323 3 ] ] X fis-4783 323 4 hancock hancock PROPN fis-4783 323 5 , , PUNCT fis-4783 323 6 j. j. PROPN fis-4783 323 7 w. w. PROPN fis-4783 323 8 , , PUNCT fis-4783 323 9 and and CCONJ fis-4783 323 10 mackenzie mackenzie NOUN fis-4783 323 11 , , PUNCT fis-4783 323 12 a. a. PROPN fis-4783 323 13 c. c. PROPN fis-4783 323 14 ( ( PUNCT fis-4783 323 15 1976 1976 NUM fis-4783 323 16 ) ) PUNCT fis-4783 323 17 . . PUNCT fis-4783 324 1 on on ADP fis-4783 324 2 the the DET fis-4783 324 3 mechanisms mechanism NOUN fis-4783 324 4 of of ADP fis-4783 324 5 ductile ductile NOUN fis-4783 324 6 failure failure NOUN fis-4783 324 7 in in ADP fis-4783 324 8 high high ADJ fis-4783 324 9 - - PUNCT fis-4783 324 10 strength strength NOUN fis-4783 324 11 steels steel NOUN fis-4783 324 12 subjected subject VERB fis-4783 324 13 to to ADP fis-4783 324 14 multi multi ADJ fis-4783 324 15 - - ADJ fis-4783 324 16 axial axial ADJ fis-4783 324 17 stress stress NOUN fis-4783 324 18 - - PUNCT fis-4783 324 19 states state NOUN fis-4783 324 20 . . PUNCT fis-4783 325 1 journal journal NOUN fis-4783 325 2 of of ADP fis-4783 325 3 the the DET fis-4783 325 4 mechanics mechanic NOUN fis-4783 325 5 and and CCONJ fis-4783 325 6 physics physic NOUN fis-4783 325 7 of of ADP fis-4783 325 8 solids solid NOUN fis-4783 325 9 , , PUNCT fis-4783 325 10 24(2 24(2 NUM fis-4783 325 11 - - PUNCT fis-4783 325 12 3 3 NUM fis-4783 325 13 ) ) PUNCT fis-4783 325 14 , , PUNCT fis-4783 325 15 pp.147 pp.147 PROPN fis-4783 325 16 - - PUNCT fis-4783 325 17 160 160 NUM fis-4783 325 18 . . PUNCT fis-4783 326 1 [ [ X fis-4783 326 2 14 14 NUM fis-4783 326 3 ] ] X fis-4783 326 4 rice rice NOUN fis-4783 326 5 , , PUNCT fis-4783 326 6 j. j. PROPN fis-4783 326 7 r. r. PROPN fis-4783 326 8 , , PUNCT fis-4783 326 9 and and CCONJ fis-4783 326 10 tracey tracey PROPN fis-4783 326 11 , , PUNCT fis-4783 326 12 d. d. PROPN fis-4783 326 13 m. m. PROPN fis-4783 326 14 ( ( PUNCT fis-4783 326 15 1969 1969 NUM fis-4783 326 16 ) ) PUNCT fis-4783 326 17 . . PUNCT fis-4783 327 1 on on ADP fis-4783 327 2 the the DET fis-4783 327 3 ductile ductile NOUN fis-4783 327 4 enlargement enlargement NOUN fis-4783 327 5 of of ADP fis-4783 327 6 voids voids NOUN fis-4783 327 7 in in ADP fis-4783 327 8 triaxial triaxial ADJ fis-4783 327 9 stress stress NOUN fis-4783 327 10 fields∗. fields∗. PROPN fis-4783 327 11 journal journal PROPN fis-4783 327 12 of of ADP fis-4783 327 13 the the DET fis-4783 327 14 mechanics mechanic NOUN fis-4783 327 15 and and CCONJ fis-4783 327 16 physics physic NOUN fis-4783 327 17 of of ADP fis-4783 327 18 solids solid NOUN fis-4783 327 19 , , PUNCT fis-4783 327 20 17(3 17(3 NUM fis-4783 327 21 ) ) PUNCT fis-4783 327 22 , , PUNCT fis-4783 327 23 pp.201 pp.201 NOUN fis-4783 327 24 - - PUNCT fis-4783 327 25 217 217 NUM fis-4783 327 26 . . PUNCT fis-4783 328 1 [ [ X fis-4783 328 2 15 15 NUM fis-4783 328 3 ] ] X fis-4783 328 4 mcclintock mcclintock NOUN fis-4783 328 5 , , PUNCT fis-4783 328 6 f. f. PROPN fis-4783 328 7 a. a. PROPN fis-4783 328 8 ( ( PUNCT fis-4783 328 9 1968 1968 NUM fis-4783 328 10 ) ) PUNCT fis-4783 328 11 . . PUNCT fis-4783 329 1 a a DET fis-4783 329 2 criterion criterion NOUN fis-4783 329 3 for for ADP fis-4783 329 4 ductile ductile NOUN fis-4783 329 5 fracture fracture NOUN fis-4783 329 6 by by ADP fis-4783 329 7 the the DET fis-4783 329 8 growth growth NOUN fis-4783 329 9 of of ADP fis-4783 329 10 holes hole NOUN fis-4783 329 11 . . PUNCT fis-4783 330 1 [ [ X fis-4783 330 2 16 16 NUM fis-4783 330 3 ] ] X fis-4783 330 4 behvar behvar NOUN fis-4783 330 5 , , PUNCT fis-4783 330 6 a. a. NOUN fis-4783 330 7 , , PUNCT fis-4783 330 8 eftekhary eftekhary PROPN fis-4783 330 9 , , PUNCT fis-4783 330 10 h. h. PROPN fis-4783 330 11 , , PUNCT fis-4783 330 12 cheraghi cheraghi PROPN fis-4783 330 13 , , PUNCT fis-4783 330 14 a. a. NOUN fis-4783 330 15 , , PUNCT fis-4783 330 16 and and CCONJ fis-4783 330 17 adazbeh adazbeh NOUN fis-4783 330 18 , , PUNCT fis-4783 330 19 m. m. NOUN fis-4783 330 20 ( ( PUNCT fis-4783 330 21 2018 2018 NUM fis-4783 330 22 ) ) PUNCT fis-4783 330 23 . . PUNCT fis-4783 331 1 microscopic microscopic ADJ fis-4783 331 2 illustration illustration NOUN fis-4783 331 3 of of ADP fis-4783 331 4 zinc zinc NOUN fis-4783 331 5 evaporation evaporation NOUN fis-4783 331 6 and and CCONJ fis-4783 331 7 zno zno NOUN fis-4783 331 8 nanowire nanowire NOUN fis-4783 331 9 production production NOUN fis-4783 331 10 during during ADP fis-4783 331 11 brass brass NOUN fis-4783 331 12 alloy alloy NOUN fis-4783 331 13 sintering sintering NOUN fis-4783 331 14 . . PUNCT fis-4783 332 1 int int PROPN fis-4783 332 2 j j PROPN fis-4783 332 3 eng eng PROPN fis-4783 332 4 technol technol NOUN fis-4783 332 5 , , PUNCT fis-4783 332 6 10(4 10(4 NUM fis-4783 332 7 ) ) PUNCT fis-4783 332 8 , , PUNCT fis-4783 332 9 pp.932 pp.932 NOUN fis-4783 332 10 - - NOUN fis-4783 332 11 941 941 NUM fis-4783 332 12 . . PUNCT fis-4783 333 1 [ [ X fis-4783 333 2 17 17 NUM fis-4783 333 3 ] ] X fis-4783 333 4 gurson gurson NOUN fis-4783 333 5 , , PUNCT fis-4783 333 6 a. a. NOUN fis-4783 333 7 l. l. PROPN fis-4783 333 8 ( ( PUNCT fis-4783 333 9 1977 1977 NUM fis-4783 333 10 ) ) PUNCT fis-4783 333 11 . . PUNCT fis-4783 334 1 continuum continuum PROPN fis-4783 334 2 theory theory NOUN fis-4783 334 3 of of ADP fis-4783 334 4 ductile ductile NOUN fis-4783 334 5 rupture rupture NOUN fis-4783 334 6 by by ADP fis-4783 334 7 void void ADJ fis-4783 334 8 nucleation nucleation NOUN fis-4783 334 9 and and CCONJ fis-4783 334 10 growth growth NOUN fis-4783 334 11 : : PUNCT fis-4783 334 12 part part NOUN fis-4783 334 13 i i NOUN fis-4783 334 14 — — PUNCT fis-4783 334 15 yield yield NOUN fis-4783 334 16 criteria criterion NOUN fis-4783 334 17 and and CCONJ fis-4783 334 18 flow flow VERB fis-4783 334 19 rules rule NOUN fis-4783 334 20 for for ADP fis-4783 334 21 porous porous ADJ fis-4783 334 22 ductile ductile NOUN fis-4783 334 23 media medium NOUN fis-4783 334 24 . . PUNCT fis-4783 335 1 [ [ X fis-4783 335 2 18 18 NUM fis-4783 335 3 ] ] PUNCT fis-4783 335 4 tvergaard tvergaard ADJ fis-4783 335 5 , , PUNCT fis-4783 335 6 v. v. ADV fis-4783 335 7 , , PUNCT fis-4783 335 8 and and CCONJ fis-4783 335 9 needleman needleman PROPN fis-4783 335 10 , , PUNCT fis-4783 335 11 a. a. NOUN fis-4783 335 12 ( ( PUNCT fis-4783 335 13 1984 1984 NUM fis-4783 335 14 ) ) PUNCT fis-4783 335 15 . . PUNCT fis-4783 336 1 analysis analysis NOUN fis-4783 336 2 of of ADP fis-4783 336 3 the the DET fis-4783 336 4 cup cup NOUN fis-4783 336 5 - - PUNCT fis-4783 336 6 cone cone NOUN fis-4783 336 7 fracture fracture NOUN fis-4783 336 8 in in ADP fis-4783 336 9 a a DET fis-4783 336 10 round round ADJ fis-4783 336 11 tensile tensile NOUN fis-4783 336 12 bar bar NOUN fis-4783 336 13 . . PUNCT fis-4783 337 1 acta acta PROPN fis-4783 337 2 metallurgica metallurgica PROPN fis-4783 337 3 , , PUNCT fis-4783 337 4 32(1 32(1 NUM fis-4783 337 5 ) ) PUNCT fis-4783 337 6 , , PUNCT fis-4783 337 7 pp.157 pp.157 PROPN fis-4783 337 8 - - PUNCT fis-4783 337 9 169 169 NUM fis-4783 337 10 . . PUNCT fis-4783 338 1 [ [ X fis-4783 338 2 19 19 NUM fis-4783 338 3 ] ] X fis-4783 338 4 wilson wilson PROPN fis-4783 338 5 - - PUNCT fis-4783 338 6 heid heid PROPN fis-4783 338 7 , , PUNCT fis-4783 338 8 a. a. PROPN fis-4783 338 9 e. e. PROPN fis-4783 338 10 , , PUNCT fis-4783 338 11 furton furton PROPN fis-4783 338 12 , , PUNCT fis-4783 338 13 e. e. PROPN fis-4783 338 14 t. t. PROPN fis-4783 338 15 , , PUNCT fis-4783 338 16 and and CCONJ fis-4783 338 17 beese beese ADJ fis-4783 338 18 , , PUNCT fis-4783 338 19 a. a. NOUN fis-4783 338 20 m. m. NOUN fis-4783 338 21 ( ( PUNCT fis-4783 338 22 2021 2021 NUM fis-4783 338 23 ) ) PUNCT fis-4783 338 24 . . PUNCT fis-4783 339 1 contrasting contrast VERB fis-4783 339 2 the the DET fis-4783 339 3 role role NOUN fis-4783 339 4 of of ADP fis-4783 339 5 pores pore NOUN fis-4783 339 6 on on ADP fis-4783 339 7 the the DET fis-4783 339 8 stress stress NOUN fis-4783 339 9 state state NOUN fis-4783 339 10 dependent dependent ADJ fis-4783 339 11 fracture fracture NOUN fis-4783 339 12 behavior behavior NOUN fis-4783 339 13 of of ADP fis-4783 339 14 additively additively ADV fis-4783 339 15 manufactured manufacture VERB fis-4783 339 16 low low ADJ fis-4783 339 17 and and CCONJ fis-4783 339 18 high high ADJ fis-4783 339 19 ductility ductility NOUN fis-4783 339 20 metals metal NOUN fis-4783 339 21 . . PUNCT fis-4783 340 1 materials material NOUN fis-4783 340 2 , , PUNCT fis-4783 340 3 14(13 14(13 NUM fis-4783 340 4 ) ) PUNCT fis-4783 340 5 , , PUNCT fis-4783 340 6 3657 3657 NUM fis-4783 340 7 . . PUNCT fis-4783 341 1 [ [ X fis-4783 341 2 20 20 NUM fis-4783 341 3 ] ] X fis-4783 341 4 el el PROPN fis-4783 341 5 khatib khatib PROPN fis-4783 341 6 , , PUNCT fis-4783 341 7 o. o. INTJ fis-4783 341 8 , , PUNCT fis-4783 341 9 hütter hütter NOUN fis-4783 341 10 , , PUNCT fis-4783 341 11 g. g. PROPN fis-4783 341 12 , , PUNCT fis-4783 341 13 pham pham PROPN fis-4783 341 14 , , PUNCT fis-4783 341 15 r. r. PROPN fis-4783 341 16 d. d. PROPN fis-4783 341 17 , , PUNCT fis-4783 341 18 seupel seupel PROPN fis-4783 341 19 , , PUNCT fis-4783 341 20 a. a. PROPN fis-4783 341 21 , , PUNCT fis-4783 341 22 kuna kuna PROPN fis-4783 341 23 , , PUNCT fis-4783 341 24 m. m. NOUN fis-4783 341 25 , , PUNCT fis-4783 341 26 and and CCONJ fis-4783 341 27 kiefer kiefer PROPN fis-4783 341 28 , , PUNCT fis-4783 341 29 b. b. PROPN fis-4783 341 30 ( ( PUNCT fis-4783 341 31 2023 2023 NUM fis-4783 341 32 ) ) PUNCT fis-4783 341 33 . . PUNCT fis-4783 342 1 a a DET fis-4783 342 2 non non ADJ fis-4783 342 3 - - ADJ fis-4783 342 4 iterative iterative ADJ fis-4783 342 5 parameter parameter NOUN fis-4783 342 6 identification identification NOUN fis-4783 342 7 procedure procedure NOUN fis-4783 342 8 for for ADP fis-4783 342 9 the the DET fis-4783 342 10 non non ADJ fis-4783 342 11 - - ADJ fis-4783 342 12 local local ADJ fis-4783 342 13 gurson gurson NOUN fis-4783 342 14 – – PUNCT fis-4783 342 15 tvergaard tvergaard ADJ fis-4783 342 16 – – PUNCT fis-4783 342 17 needleman needleman PROPN fis-4783 342 18 model model NOUN fis-4783 342 19 based base VERB fis-4783 342 20 on on ADP fis-4783 342 21 standardized standardized ADJ fis-4783 342 22 experiments experiment NOUN fis-4783 342 23 . . PUNCT fis-4783 343 1 international international ADJ fis-4783 343 2 journal journal NOUN fis-4783 343 3 of of ADP fis-4783 343 4 fracture fracture NOUN fis-4783 343 5 , , PUNCT fis-4783 343 6 241(1 241(1 NUM fis-4783 343 7 ) ) PUNCT fis-4783 343 8 , , PUNCT fis-4783 343 9 pp.73 pp.73 NOUN fis-4783 343 10 - - SYM fis-4783 343 11 94 94 NUM fis-4783 343 12 . . PUNCT fis-4783 344 1 [ [ X fis-4783 344 2 21 21 NUM fis-4783 344 3 ] ] X fis-4783 344 4 sarparast sarparast ADJ fis-4783 344 5 , , PUNCT fis-4783 344 6 m. m. NOUN fis-4783 344 7 , , PUNCT fis-4783 344 8 shafaie shafaie PROPN fis-4783 344 9 , , PUNCT fis-4783 344 10 m. m. NOUN fis-4783 344 11 , , PUNCT fis-4783 344 12 babakan babakan ADJ fis-4783 344 13 , , PUNCT fis-4783 344 14 a.m. a.m. ADV fis-4783 344 15 , , PUNCT fis-4783 344 16 davoodi davoodi PROPN fis-4783 344 17 , , PUNCT fis-4783 344 18 m. m. NOUN fis-4783 344 19 and and CCONJ fis-4783 344 20 zhang zhang PROPN fis-4783 344 21 , , PUNCT fis-4783 344 22 h. h. PROPN fis-4783 344 23 , , PUNCT fis-4783 344 24 ( ( PUNCT fis-4783 344 25 2023 2023 NUM fis-4783 344 26 ) ) PUNCT fis-4783 344 27 . . PUNCT fis-4783 345 1 investigation investigation NOUN fis-4783 345 2 of of ADP fis-4783 345 3 ann ann PROPN fis-4783 345 4 structure structure NOUN fis-4783 345 5 on on ADP fis-4783 345 6 predicting predict VERB fis-4783 345 7 the the DET fis-4783 345 8 fracture fracture ADJ fis-4783 345 9 behavior behavior NOUN fis-4783 345 10 of of ADP fis-4783 345 11 additively additively ADV fis-4783 345 12 manufactured manufacture VERB fis-4783 345 13 ti-6al-4v ti-6al-4v NOUN fis-4783 345 14 alloys alloy NOUN fis-4783 345 15 . . PUNCT fis-4783 346 1 [ [ X fis-4783 346 2 22 22 NUM fis-4783 346 3 ] ] X fis-4783 346 4 zhang zhang PROPN fis-4783 346 5 , , PUNCT fis-4783 346 6 w.w w.w PROPN fis-4783 346 7 . . PROPN fis-4783 346 8 , , PUNCT fis-4783 346 9 wang wang PROPN fis-4783 346 10 , , PUNCT fis-4783 346 11 x.s x.s PROPN fis-4783 346 12 . . PROPN fis-4783 346 13 , , PUNCT fis-4783 346 14 cui cui PROPN fis-4783 346 15 , , PUNCT fis-4783 346 16 x.l x.l PROPN fis-4783 346 17 . . PROPN fis-4783 346 18 and and CCONJ fis-4783 346 19 yuan yuan PROPN fis-4783 346 20 , , PUNCT fis-4783 346 21 s.j s.j PROPN fis-4783 346 22 . . PROPN fis-4783 346 23 , , PUNCT fis-4783 346 24 ( ( PUNCT fis-4783 346 25 2015 2015 NUM fis-4783 346 26 ) ) PUNCT fis-4783 346 27 . . PUNCT fis-4783 347 1 analysis analysis NOUN fis-4783 347 2 of of ADP fis-4783 347 3 corner corner NOUN fis-4783 347 4 filling fill VERB fis-4783 347 5 behavior behavior NOUN fis-4783 347 6 during during ADP fis-4783 347 7 tube tube NOUN fis-4783 347 8 hydroforming hydroforming NOUN fis-4783 347 9 of of ADP fis-4783 347 10 rectangular rectangular ADJ fis-4783 347 11 section section NOUN fis-4783 347 12 based base VERB fis-4783 347 13 on on ADP fis-4783 347 14 gurson gurson NOUN fis-4783 347 15 – – PUNCT fis-4783 347 16 tvergaard tvergaard ADJ fis-4783 347 17 – – PUNCT fis-4783 347 18 needleman needleman NOUN fis-4783 347 19 ductile ductile PROPN fis-4783 347 20 damage damage NOUN fis-4783 347 21 model model NOUN fis-4783 347 22 . . PUNCT fis-4783 348 1 proceedings proceeding NOUN fis-4783 348 2 of of ADP fis-4783 348 3 the the DET fis-4783 348 4 institution institution NOUN fis-4783 348 5 of of ADP fis-4783 348 6 mechanical mechanical ADJ fis-4783 348 7 engineers engineer NOUN fis-4783 348 8 , , PUNCT fis-4783 348 9 part part NOUN fis-4783 348 10 b b NOUN fis-4783 348 11 : : PUNCT fis-4783 348 12 journal journal NOUN fis-4783 348 13 of of ADP fis-4783 348 14 engineering engineering NOUN fis-4783 348 15 manufacture manufacture NOUN fis-4783 348 16 , , PUNCT fis-4783 348 17 229(9 229(9 NUM fis-4783 348 18 ) ) PUNCT fis-4783 348 19 , , PUNCT fis-4783 348 20 pp.1566 pp.1566 PROPN fis-4783 348 21 - - SYM fis-4783 348 22 1574 1574 NUM fis-4783 348 23 . . PUNCT fis-4783 349 1 [ [ X fis-4783 349 2 23 23 NUM fis-4783 349 3 ] ] X fis-4783 349 4 saha saha PROPN fis-4783 349 5 , , PUNCT fis-4783 349 6 s. s. PROPN fis-4783 349 7 , , PUNCT fis-4783 349 8 gupta gupta PROPN fis-4783 349 9 , , PUNCT fis-4783 349 10 k. k. PROPN fis-4783 349 11 k. k. PROPN fis-4783 349 12 , , PUNCT fis-4783 349 13 maity maity PROPN fis-4783 349 14 , , PUNCT fis-4783 349 15 s. s. PROPN fis-4783 349 16 r. r. PROPN fis-4783 349 17 , , PUNCT fis-4783 349 18 & & CCONJ fis-4783 349 19 dey dey PROPN fis-4783 349 20 , , PUNCT fis-4783 349 21 s. s. PROPN fis-4783 349 22 ( ( PUNCT fis-4783 349 23 2022 2022 NUM fis-4783 349 24 ) ) PUNCT fis-4783 349 25 . . PUNCT fis-4783 350 1 data data NOUN fis-4783 350 2 - - PUNCT fis-4783 350 3 driven drive VERB fis-4783 350 4 probabilistic probabilistic ADJ fis-4783 350 5 performance performance NOUN fis-4783 350 6 of of ADP fis-4783 350 7 wire wire NOUN fis-4783 350 8 edm edm PROPN fis-4783 350 9 : : PUNCT fis-4783 350 10 a a DET fis-4783 350 11 machine machine NOUN fis-4783 350 12 learning learn VERB fis-4783 350 13 based base VERB fis-4783 350 14 approach approach NOUN fis-4783 350 15 . . PUNCT fis-4783 351 1 proceedings proceeding NOUN fis-4783 351 2 of of ADP fis-4783 351 3 the the DET fis-4783 351 4 institution institution NOUN fis-4783 351 5 of of ADP fis-4783 351 6 mechanical mechanical ADJ fis-4783 351 7 engineers engineer NOUN fis-4783 351 8 , , PUNCT fis-4783 351 9 part part NOUN fis-4783 351 10 b b NOUN fis-4783 351 11 : : PUNCT fis-4783 351 12 journal journal NOUN fis-4783 351 13 of of ADP fis-4783 351 14 engineering engineering NOUN fis-4783 351 15 manufacture manufacture NOUN fis-4783 351 16 , , PUNCT fis-4783 351 17 236(6 236(6 NUM fis-4783 351 18 - - SYM fis-4783 351 19 7 7 NUM fis-4783 351 20 ) ) PUNCT fis-4783 351 21 , , PUNCT fis-4783 351 22 908 908 NUM fis-4783 351 23 - - SYM fis-4783 351 24 919 919 NUM fis-4783 351 25 . . PUNCT fis-4783 351 26     SPACE fis-4783 352 1 m. m. NOUN fis-4783 352 2 sarparast sarparast ADV fis-4783 352 3 et et PROPN fis-4783 352 4 alii alii PROPN fis-4783 352 5 , , PUNCT fis-4783 352 6 frattura frattura PROPN fis-4783 352 7 ed ed PROPN fis-4783 352 8 integrità integrità PROPN fis-4783 352 9 strutturale strutturale PROPN fis-4783 352 10 , , PUNCT fis-4783 352 11 68 68 NUM fis-4783 352 12 ( ( PUNCT fis-4783 352 13 2024 2024 NUM fis-4783 352 14 ) ) PUNCT fis-4783 352 15 340 340 NUM fis-4783 352 16 - - SYM fis-4783 352 17 356 356 NUM fis-4783 352 18 ; ; PUNCT fis-4783 352 19 doi doi NOUN fis-4783 352 20 : : PUNCT fis-4783 352 21 10.3221 10.3221 NUM fis-4783 352 22 / / SYM fis-4783 352 23 igf igf PROPN fis-4783 352 24 - - PUNCT fis-4783 352 25 esis.68.23 esis.68.23 PROPN fis-4783 352 26     SPACE fis-4783 352 27 355 355 NUM fis-4783 352 28     SPACE fis-4783 353 1 [ [ X fis-4783 353 2 24 24 NUM fis-4783 353 3 ] ] PUNCT fis-4783 353 4 prieto prieto NOUN fis-4783 353 5 , , PUNCT fis-4783 353 6 a. a. NOUN fis-4783 353 7 , , PUNCT fis-4783 353 8 prieto prieto NOUN fis-4783 353 9 , , PUNCT fis-4783 353 10 b. b. PROPN fis-4783 353 11 , , PUNCT fis-4783 353 12 ortigosa ortigosa PROPN fis-4783 353 13 , , PUNCT fis-4783 353 14 e.m e.m PROPN fis-4783 353 15 . . PROPN fis-4783 353 16 , , PUNCT fis-4783 353 17 ros ros PROPN fis-4783 353 18 , , PUNCT fis-4783 353 19 e. e. PROPN fis-4783 353 20 , , PUNCT fis-4783 353 21 pelayo pelayo PROPN fis-4783 353 22 , , PUNCT fis-4783 353 23 f. f. PROPN fis-4783 353 24 , , PUNCT fis-4783 353 25 ortega ortega PROPN fis-4783 353 26 , , PUNCT fis-4783 353 27 j. j. PROPN fis-4783 353 28 and and CCONJ fis-4783 353 29 rojas rojas PROPN fis-4783 353 30 , , PUNCT fis-4783 353 31 i. i. PROPN fis-4783 353 32 , , PUNCT fis-4783 353 33 ( ( PUNCT fis-4783 353 34 2016 2016 NUM fis-4783 353 35 ) ) PUNCT fis-4783 353 36 . . PUNCT fis-4783 354 1 neural neural ADJ fis-4783 354 2 networks network NOUN fis-4783 354 3 : : PUNCT fis-4783 354 4 an an DET fis-4783 354 5 overview overview NOUN fis-4783 354 6 of of ADP fis-4783 354 7 early early ADJ fis-4783 354 8 research research NOUN fis-4783 354 9 , , PUNCT fis-4783 354 10 current current ADJ fis-4783 354 11 frameworks framework NOUN fis-4783 354 12 and and CCONJ fis-4783 354 13 new new ADJ fis-4783 354 14 challenges challenge NOUN fis-4783 354 15 . . PUNCT fis-4783 355 1 neurocomputing neurocompute VERB fis-4783 355 2 , , PUNCT fis-4783 355 3 214 214 NUM fis-4783 355 4 , , PUNCT fis-4783 355 5 pp.242 pp.242 NOUN fis-4783 355 6 - - PUNCT fis-4783 355 7 268 268 NUM fis-4783 355 8 . . PUNCT fis-4783 356 1 [ [ X fis-4783 356 2 25 25 NUM fis-4783 356 3 ] ] PUNCT fis-4783 356 4 nartu nartu ADV fis-4783 356 5 , , PUNCT fis-4783 356 6 m.s.k.k.y m.s.k.k.y X fis-4783 356 7 . . PUNCT fis-4783 356 8 , , PUNCT fis-4783 356 9 dasari dasari PROPN fis-4783 356 10 , , PUNCT fis-4783 356 11 s. s. PROPN fis-4783 356 12 , , PUNCT fis-4783 356 13 sharma sharma PROPN fis-4783 356 14 , , PUNCT fis-4783 356 15 a. a. NOUN fis-4783 356 16 , , PUNCT fis-4783 356 17 mantri mantri PROPN fis-4783 356 18 , , PUNCT fis-4783 356 19 s.a s.a PROPN fis-4783 356 20 . . PROPN fis-4783 356 21 , , PUNCT fis-4783 356 22 sharma sharma PROPN fis-4783 356 23 , , PUNCT fis-4783 356 24 s. s. PROPN fis-4783 356 25 , , PUNCT fis-4783 356 26 pantawane pantawane PROPN fis-4783 356 27 , , PUNCT fis-4783 356 28 m.v m.v PROPN fis-4783 356 29 . . PROPN fis-4783 356 30 , , PUNCT fis-4783 356 31 mcwilliams mcwilliams PROPN fis-4783 356 32 , , PUNCT fis-4783 356 33 b. b. PROPN fis-4783 356 34 , , PUNCT fis-4783 356 35 cho cho PROPN fis-4783 356 36 , , PUNCT fis-4783 356 37 k. k. PROPN fis-4783 356 38 , , PUNCT fis-4783 356 39 dahotre dahotre PROPN fis-4783 356 40 , , PUNCT fis-4783 356 41 n.b n.b PROPN fis-4783 356 42 . . PROPN fis-4783 356 43 and and CCONJ fis-4783 356 44 banerjee banerjee PROPN fis-4783 356 45 , , PUNCT fis-4783 356 46 r. r. PROPN fis-4783 356 47 , , PUNCT fis-4783 356 48 ( ( PUNCT fis-4783 356 49 2021 2021 NUM fis-4783 356 50 ) ) PUNCT fis-4783 356 51 . . PUNCT fis-4783 357 1 omega omega NOUN fis-4783 357 2 versus versus ADP fis-4783 357 3 alpha alpha NOUN fis-4783 357 4 precipitation precipitation NOUN fis-4783 357 5 mediated mediate VERB fis-4783 357 6 by by ADP fis-4783 357 7 process process NOUN fis-4783 357 8 parameters parameter NOUN fis-4783 357 9 in in ADP fis-4783 357 10 additively additively ADV fis-4783 357 11 manufactured manufacture VERB fis-4783 357 12 high high ADJ fis-4783 357 13 strength strength NOUN fis-4783 357 14 ti–1al–8v–5fe ti–1al–8v–5fe NOUN fis-4783 357 15 alloy alloy NOUN fis-4783 357 16 and and CCONJ fis-4783 357 17 its its PRON fis-4783 357 18 impact impact NOUN fis-4783 357 19 on on ADP fis-4783 357 20 mechanical mechanical ADJ fis-4783 357 21 properties property NOUN fis-4783 357 22 . . PUNCT fis-4783 358 1 materials material NOUN fis-4783 358 2 science science NOUN fis-4783 358 3 and and CCONJ fis-4783 358 4 engineering engineering NOUN fis-4783 358 5 : : PUNCT fis-4783 358 6 a a DET fis-4783 358 7 , , PUNCT fis-4783 358 8 821 821 NUM fis-4783 358 9 , , PUNCT fis-4783 358 10 p.141627 p.141627 NOUN fis-4783 358 11 . . PUNCT fis-4783 359 1 [ [ X fis-4783 359 2 26 26 NUM fis-4783 359 3 ] ] X fis-4783 359 4 tsai tsai PROPN fis-4783 359 5 , , PUNCT fis-4783 359 6 k.m k.m PROPN fis-4783 359 7 . . PROPN fis-4783 359 8 and and CCONJ fis-4783 359 9 luo luo PROPN fis-4783 359 10 , , PUNCT fis-4783 359 11 h.j h.j PROPN fis-4783 359 12 . . PROPN fis-4783 359 13 , , PUNCT fis-4783 359 14 ( ( PUNCT fis-4783 359 15 2017 2017 NUM fis-4783 359 16 ) ) PUNCT fis-4783 359 17 . . PUNCT fis-4783 360 1 an an DET fis-4783 360 2 inverse inverse NOUN fis-4783 360 3 model model NOUN fis-4783 360 4 for for ADP fis-4783 360 5 injection injection NOUN fis-4783 360 6 molding molding NOUN fis-4783 360 7 of of ADP fis-4783 360 8 optical optical ADJ fis-4783 360 9 lens lens NOUN fis-4783 360 10 using use VERB fis-4783 360 11 artificial artificial ADJ fis-4783 360 12 neural neural ADJ fis-4783 360 13 network network NOUN fis-4783 360 14 coupled couple VERB fis-4783 360 15 with with ADP fis-4783 360 16 genetic genetic ADJ fis-4783 360 17 algorithm algorithm NOUN fis-4783 360 18 . . PUNCT fis-4783 361 1 journal journal NOUN fis-4783 361 2 of of ADP fis-4783 361 3 intelligent intelligent ADJ fis-4783 361 4 manufacturing manufacturing NOUN fis-4783 361 5 , , PUNCT fis-4783 361 6 28 28 NUM fis-4783 361 7 , , PUNCT fis-4783 361 8 pp.473 pp.473 NOUN fis-4783 361 9 - - NOUN fis-4783 361 10 487 487 NUM fis-4783 361 11 . . PUNCT fis-4783 362 1 [ [ X fis-4783 362 2 27 27 NUM fis-4783 362 3 ] ] X fis-4783 362 4 wang wang PROPN fis-4783 362 5 , , PUNCT fis-4783 362 6 f. f. PROPN fis-4783 362 7 , , PUNCT fis-4783 362 8 zhao zhao PROPN fis-4783 362 9 , , PUNCT fis-4783 362 10 j. j. PROPN fis-4783 362 11 and and CCONJ fis-4783 362 12 zhu zhu PROPN fis-4783 362 13 , , PUNCT fis-4783 362 14 n. n. PROPN fis-4783 362 15 , , PUNCT fis-4783 362 16 ( ( PUNCT fis-4783 362 17 2016 2016 NUM fis-4783 362 18 ) ) PUNCT fis-4783 362 19 . . PUNCT fis-4783 363 1 constitutive constitutive ADJ fis-4783 363 2 equations equation NOUN fis-4783 363 3 and and CCONJ fis-4783 363 4 ann ann PROPN fis-4783 363 5 approach approach NOUN fis-4783 363 6 to to PART fis-4783 363 7 predict predict VERB fis-4783 363 8 the the DET fis-4783 363 9 flow flow NOUN fis-4783 363 10 stress stress NOUN fis-4783 363 11 of of ADP fis-4783 363 12 ti-6al4v ti-6al4v PROPN fis-4783 363 13 alloy alloy NOUN fis-4783 363 14 based base VERB fis-4783 363 15 on on ADP fis-4783 363 16 abi abi PROPN fis-4783 363 17 tests test NOUN fis-4783 363 18 . . PUNCT fis-4783 364 1 journal journal NOUN fis-4783 364 2 of of ADP fis-4783 364 3 materials material NOUN fis-4783 364 4 engineering engineering NOUN fis-4783 364 5 and and CCONJ fis-4783 364 6 performance performance NOUN fis-4783 364 7 , , PUNCT fis-4783 364 8 25 25 NUM fis-4783 364 9 , , PUNCT fis-4783 364 10 pp.4875 pp.4875 PROPN fis-4783 364 11 - - PUNCT fis-4783 364 12 4884 4884 NUM fis-4783 364 13 . . PUNCT fis-4783 365 1 [ [ X fis-4783 365 2 28 28 NUM fis-4783 365 3 ] ] X fis-4783 365 4 nimbagal nimbagal ADJ fis-4783 365 5 , , PUNCT fis-4783 365 6 v. v. ADV fis-4783 365 7 , , PUNCT fis-4783 365 8 banapurmath banapurmath NOUN fis-4783 365 9 , , PUNCT fis-4783 365 10 n.r n.r PROPN fis-4783 365 11 . . PROPN fis-4783 365 12 , , PUNCT fis-4783 365 13 sajjan sajjan PROPN fis-4783 365 14 , , PUNCT fis-4783 365 15 a.m. a.m. ADV fis-4783 365 16 , , PUNCT fis-4783 365 17 patil patil PROPN fis-4783 365 18 , , PUNCT fis-4783 365 19 a.y a.y PROPN fis-4783 365 20 . . PROPN fis-4783 366 1 and and CCONJ fis-4783 366 2 ganachari ganachari PROPN fis-4783 366 3 , , PUNCT fis-4783 366 4 s.v s.v PROPN fis-4783 366 5 . . PROPN fis-4783 366 6 , , PUNCT fis-4783 366 7 ( ( PUNCT fis-4783 366 8 2021 2021 NUM fis-4783 366 9 ) ) PUNCT fis-4783 366 10 . . PUNCT fis-4783 367 1 studies study NOUN fis-4783 367 2 on on ADP fis-4783 367 3 hybrid hybrid ADJ fis-4783 367 4 bionanocomposites bionanocomposite NOUN fis-4783 367 5 for for ADP fis-4783 367 6 structural structural ADJ fis-4783 367 7 applications application NOUN fis-4783 367 8 . . PUNCT fis-4783 368 1 journal journal NOUN fis-4783 368 2 of of ADP fis-4783 368 3 materials material NOUN fis-4783 368 4 engineering engineering NOUN fis-4783 368 5 and and CCONJ fis-4783 368 6 performance performance NOUN fis-4783 368 7 , , PUNCT fis-4783 368 8 30(9 30(9 NUM fis-4783 368 9 ) ) PUNCT fis-4783 368 10 , , PUNCT fis-4783 368 11 pp.6461 pp.6461 PROPN fis-4783 368 12 - - NOUN fis-4783 368 13 6480 6480 NUM fis-4783 368 14 . . PUNCT fis-4783 369 1 [ [ X fis-4783 369 2 29 29 NUM fis-4783 369 3 ] ] X fis-4783 369 4 maleki maleki NOUN fis-4783 369 5 , , PUNCT fis-4783 369 6 e. e. PROPN fis-4783 369 7 , , PUNCT fis-4783 369 8 bagherifard bagherifard PROPN fis-4783 369 9 , , PUNCT fis-4783 369 10 s. s. PROPN fis-4783 369 11 and and CCONJ fis-4783 369 12 guagliano guagliano PROPN fis-4783 369 13 , , PUNCT fis-4783 369 14 m. m. NOUN fis-4783 369 15 , , PUNCT fis-4783 369 16 ( ( PUNCT fis-4783 369 17 2021 2021 NUM fis-4783 369 18 ) ) PUNCT fis-4783 369 19 . . PUNCT fis-4783 370 1 application application NOUN fis-4783 370 2 of of ADP fis-4783 370 3 artificial artificial ADJ fis-4783 370 4 intelligence intelligence NOUN fis-4783 370 5 to to PART fis-4783 370 6 optimize optimize VERB fis-4783 370 7 the the DET fis-4783 370 8 process process NOUN fis-4783 370 9 parameters parameter NOUN fis-4783 370 10 effects effect NOUN fis-4783 370 11 on on ADP fis-4783 370 12 tensile tensile NOUN fis-4783 370 13 properties property NOUN fis-4783 370 14 of of ADP fis-4783 370 15 ti-6al-4v ti-6al-4v NOUN fis-4783 370 16 fabricated fabricate VERB fis-4783 370 17 by by ADP fis-4783 370 18 laser laser NOUN fis-4783 370 19 powder powder NOUN fis-4783 370 20 - - PUNCT fis-4783 370 21 bed bed NOUN fis-4783 370 22 fusion fusion NOUN fis-4783 370 23 . . PUNCT fis-4783 371 1 international international ADJ fis-4783 371 2 journal journal PROPN fis-4783 371 3 of of ADP fis-4783 371 4 mechanics mechanic NOUN fis-4783 371 5 and and CCONJ fis-4783 371 6 materials material NOUN fis-4783 371 7 in in ADP fis-4783 371 8 design design NOUN fis-4783 371 9 , , PUNCT fis-4783 371 10 pp.1 pp.1 NOUN fis-4783 371 11 - - PUNCT fis-4783 371 12 24 24 NUM fis-4783 371 13 . . PUNCT fis-4783 372 1 [ [ X fis-4783 372 2 30 30 NUM fis-4783 372 3 ] ] X fis-4783 372 4 wang wang PROPN fis-4783 372 5 , , PUNCT fis-4783 372 6 c. c. PROPN fis-4783 372 7 , , PUNCT fis-4783 372 8 tan tan PROPN fis-4783 372 9 , , PUNCT fis-4783 372 10 x.p x.p PROPN fis-4783 372 11 . . PROPN fis-4783 372 12 , , PUNCT fis-4783 372 13 tor tor PROPN fis-4783 372 14 , , PUNCT fis-4783 372 15 s.b s.b PROPN fis-4783 372 16 . . PROPN fis-4783 372 17 and and CCONJ fis-4783 372 18 lim lim PROPN fis-4783 372 19 , , PUNCT fis-4783 372 20 c.s c.s PROPN fis-4783 372 21 . . PROPN fis-4783 372 22 , , PUNCT fis-4783 372 23 ( ( PUNCT fis-4783 372 24 2020 2020 NUM fis-4783 372 25 ) ) PUNCT fis-4783 372 26 . . PUNCT fis-4783 373 1 machine machine NOUN fis-4783 373 2 learning learn VERB fis-4783 373 3 in in ADP fis-4783 373 4 additive additive ADJ fis-4783 373 5 manufacturing manufacturing NOUN fis-4783 373 6 : : PUNCT fis-4783 373 7 state state NOUN fis-4783 373 8 - - PUNCT fis-4783 373 9 of of ADP fis-4783 373 10 - - PUNCT fis-4783 373 11 the the DET fis-4783 373 12 - - PUNCT fis-4783 373 13 art art NOUN fis-4783 373 14 and and CCONJ fis-4783 373 15 perspectives perspective NOUN fis-4783 373 16 . . PUNCT fis-4783 374 1 additive additive ADJ fis-4783 374 2 manufacturing manufacturing NOUN fis-4783 374 3 , , PUNCT fis-4783 374 4 36 36 NUM fis-4783 374 5 , , PUNCT fis-4783 374 6 p.101538 p.101538 NOUN fis-4783 374 7 . . PUNCT fis-4783 375 1 [ [ X fis-4783 375 2 31 31 NUM fis-4783 375 3 ] ] PUNCT fis-4783 375 4 chinchanikar chinchanikar NOUN fis-4783 375 5 , , PUNCT fis-4783 375 6 s. s. PROPN fis-4783 375 7 , , PUNCT fis-4783 375 8 shinde shinde PROPN fis-4783 375 9 , , PUNCT fis-4783 375 10 s. s. PROPN fis-4783 375 11 , , PUNCT fis-4783 375 12 gaikwad gaikwad NOUN fis-4783 375 13 , , PUNCT fis-4783 375 14 v. v. ADV fis-4783 375 15 , , PUNCT fis-4783 375 16 shaikh shaikh PROPN fis-4783 375 17 , , PUNCT fis-4783 375 18 a. a. NOUN fis-4783 375 19 , , PUNCT fis-4783 375 20 rondhe rondhe NOUN fis-4783 375 21 , , PUNCT fis-4783 375 22 m. m. NOUN fis-4783 375 23 and and CCONJ fis-4783 375 24 naik naik PROPN fis-4783 375 25 , , PUNCT fis-4783 375 26 m. m. NOUN fis-4783 375 27 , , PUNCT fis-4783 375 28 ( ( PUNCT fis-4783 375 29 2022 2022 NUM fis-4783 375 30 ) ) PUNCT fis-4783 375 31 . . PUNCT fis-4783 376 1 ann ann PROPN fis-4783 376 2 modelling modelling NOUN fis-4783 376 3 of of ADP fis-4783 376 4 surface surface NOUN fis-4783 376 5 roughness roughness NOUN fis-4783 376 6 of of ADP fis-4783 376 7 fdm fdm NOUN fis-4783 376 8 parts part NOUN fis-4783 376 9 considering consider VERB fis-4783 376 10 the the DET fis-4783 376 11 effect effect NOUN fis-4783 376 12 of of ADP fis-4783 376 13 hidden hidden ADJ fis-4783 376 14 layers layer NOUN fis-4783 376 15 , , PUNCT fis-4783 376 16 neurons neuron NOUN fis-4783 376 17 , , PUNCT fis-4783 376 18 and and CCONJ fis-4783 376 19 process process NOUN fis-4783 376 20 parameters parameter NOUN fis-4783 376 21 . . PUNCT fis-4783 377 1 advances advance NOUN fis-4783 377 2 in in ADP fis-4783 377 3 materials material NOUN fis-4783 377 4 and and CCONJ fis-4783 377 5 processing processing NOUN fis-4783 377 6 technologies technology NOUN fis-4783 377 7 , , PUNCT fis-4783 377 8 pp.1 pp.1 NOUN fis-4783 377 9 - - PUNCT fis-4783 377 10 11 11 NUM fis-4783 377 11 . . PUNCT fis-4783 378 1 [ [ X fis-4783 378 2 32 32 NUM fis-4783 378 3 ] ] SYM fis-4783 378 4 mehrpouya mehrpouya PROPN fis-4783 378 5 , , PUNCT fis-4783 378 6 m. m. NOUN fis-4783 378 7 , , PUNCT fis-4783 378 8 gisario gisario PROPN fis-4783 378 9 , , PUNCT fis-4783 378 10 a. a. NOUN fis-4783 378 11 , , PUNCT fis-4783 378 12 nematollahi nematollahi NOUN fis-4783 378 13 , , PUNCT fis-4783 378 14 m. m. NOUN fis-4783 378 15 , , PUNCT fis-4783 378 16 rahimzadeh rahimzadeh PROPN fis-4783 378 17 , , PUNCT fis-4783 378 18 a. a. NOUN fis-4783 378 19 , , PUNCT fis-4783 378 20 baghbaderani baghbaderani NOUN fis-4783 378 21 , , PUNCT fis-4783 378 22 k.s k.s PROPN fis-4783 378 23 . . PROPN fis-4783 378 24 and and CCONJ fis-4783 378 25 elahinia elahinia PROPN fis-4783 378 26 , , PUNCT fis-4783 378 27 m. m. NOUN fis-4783 378 28 , , PUNCT fis-4783 378 29 ( ( PUNCT fis-4783 378 30 2021 2021 NUM fis-4783 378 31 ) ) PUNCT fis-4783 378 32 . . PUNCT fis-4783 379 1 the the DET fis-4783 379 2 prediction prediction NOUN fis-4783 379 3 model model NOUN fis-4783 379 4 for for ADP fis-4783 379 5 additively additively ADV fis-4783 379 6 manufacturing manufacturing NOUN fis-4783 379 7 of of ADP fis-4783 379 8 nitihf nitihf ADJ fis-4783 379 9 high high ADJ fis-4783 379 10 - - PUNCT fis-4783 379 11 temperature temperature NOUN fis-4783 379 12 shape shape NOUN fis-4783 379 13 memory memory NOUN fis-4783 379 14 alloy alloy NOUN fis-4783 379 15 . . PUNCT fis-4783 380 1 materials material NOUN fis-4783 380 2 today today NOUN fis-4783 380 3 communications communication NOUN fis-4783 380 4 , , PUNCT fis-4783 380 5 26 26 NUM fis-4783 380 6 , , PUNCT fis-4783 380 7 p.102022 p.102022 NOUN fis-4783 380 8 . . PUNCT fis-4783 381 1 [ [ X fis-4783 381 2 33 33 NUM fis-4783 381 3 ] ] X fis-4783 381 4 jimenez jimenez PROPN fis-4783 381 5 - - PUNCT fis-4783 381 6 martinez martinez PROPN fis-4783 381 7 , , PUNCT fis-4783 381 8 m. m. NOUN fis-4783 381 9 , , PUNCT fis-4783 381 10 and and CCONJ fis-4783 381 11 alfaro alfaro PROPN fis-4783 381 12 - - PUNCT fis-4783 381 13 ponce ponce NOUN fis-4783 381 14 , , PUNCT fis-4783 381 15 m. m. NOUN fis-4783 381 16 ( ( PUNCT fis-4783 381 17 2021 2021 NUM fis-4783 381 18 ) ) PUNCT fis-4783 381 19 . . PUNCT fis-4783 382 1 effects effect NOUN fis-4783 382 2 of of ADP fis-4783 382 3 synthetic synthetic ADJ fis-4783 382 4 data datum NOUN fis-4783 382 5 applied apply VERB fis-4783 382 6 to to ADP fis-4783 382 7 artificial artificial ADJ fis-4783 382 8 neural neural ADJ fis-4783 382 9 networks network NOUN fis-4783 382 10 for for ADP fis-4783 382 11 fatigue fatigue NOUN fis-4783 382 12 life life NOUN fis-4783 382 13 prediction prediction NOUN fis-4783 382 14 in in ADP fis-4783 382 15 nodular nodular ADJ fis-4783 382 16 cast cast NOUN fis-4783 382 17 iron iron NOUN fis-4783 382 18 . . PUNCT fis-4783 383 1 journal journal NOUN fis-4783 383 2 of of ADP fis-4783 383 3 the the DET fis-4783 383 4 brazilian brazilian ADJ fis-4783 383 5 society society NOUN fis-4783 383 6 of of ADP fis-4783 383 7 mechanical mechanical ADJ fis-4783 383 8 sciences science NOUN fis-4783 383 9 and and CCONJ fis-4783 383 10 engineering engineering NOUN fis-4783 383 11 , , PUNCT fis-4783 383 12 43(1 43(1 NOUN fis-4783 383 13 ) ) PUNCT fis-4783 383 14 , , PUNCT fis-4783 383 15 p.10 p.10 NOUN fis-4783 383 16 . . PUNCT fis-4783 384 1 [ [ X fis-4783 384 2 34 34 NUM fis-4783 384 3 ] ] X fis-4783 384 4 trivedi trivedi PROPN fis-4783 384 5 , , PUNCT fis-4783 384 6 p. p. NOUN fis-4783 384 7 , , PUNCT fis-4783 384 8 vansjalia vansjalia PROPN fis-4783 384 9 , , PUNCT fis-4783 384 10 r. r. PROPN fis-4783 384 11 , , PUNCT fis-4783 384 12 erra erra PROPN fis-4783 384 13 , , PUNCT fis-4783 384 14 s. s. PROPN fis-4783 384 15 , , PUNCT fis-4783 384 16 narayanan narayanan PROPN fis-4783 384 17 , , PUNCT fis-4783 384 18 s. s. PROPN fis-4783 384 19 and and CCONJ fis-4783 384 20 nagaraju nagaraju ADJ fis-4783 384 21 , , PUNCT fis-4783 384 22 d. d. PROPN fis-4783 384 23 , , PUNCT fis-4783 384 24 ( ( PUNCT fis-4783 384 25 2023 2023 NUM fis-4783 384 26 ) ) PUNCT fis-4783 384 27 . . PUNCT fis-4783 385 1 a a DET fis-4783 385 2 fuzzy fuzzy ADJ fis-4783 385 3 critic critic NOUN fis-4783 385 4 and and CCONJ fis-4783 385 5 fuzzy fuzzy ADJ fis-4783 385 6 waspas waspas NOUN fis-4783 385 7 - - PUNCT fis-4783 385 8 based base VERB fis-4783 385 9 integrated integrated ADJ fis-4783 385 10 approach approach NOUN fis-4783 385 11 for for ADP fis-4783 385 12 wire wire NOUN fis-4783 385 13 arc arc NOUN fis-4783 385 14 additive additive NOUN fis-4783 385 15 manufacturing manufacturing NOUN fis-4783 385 16 ( ( PUNCT fis-4783 385 17 waam waam NOUN fis-4783 385 18 ) ) PUNCT fis-4783 385 19 technique technique NOUN fis-4783 385 20 selection selection NOUN fis-4783 385 21 . . PUNCT fis-4783 386 1 arabian arabian ADJ fis-4783 386 2 journal journal PROPN fis-4783 386 3 for for ADP fis-4783 386 4 science science NOUN fis-4783 386 5 and and CCONJ fis-4783 386 6 engineering engineering NOUN fis-4783 386 7 , , PUNCT fis-4783 386 8 48(3 48(3 PROPN fis-4783 386 9 ) ) PUNCT fis-4783 386 10 , , PUNCT fis-4783 386 11 pp.3269 pp.3269 PROPN fis-4783 386 12 - - NOUN fis-4783 386 13 3288 3288 NUM fis-4783 386 14 . . PUNCT fis-4783 387 1 [ [ X fis-4783 387 2 35 35 NUM fis-4783 387 3 ] ] X fis-4783 387 4 popovich popovich PROPN fis-4783 387 5 , , PUNCT fis-4783 387 6 a. a. PROPN fis-4783 387 7 , , PUNCT fis-4783 387 8 sufiiarov sufiiarov PROPN fis-4783 387 9 , , PUNCT fis-4783 387 10 v. v. ADV fis-4783 387 11 , , PUNCT fis-4783 387 12 borisov borisov PROPN fis-4783 387 13 , , PUNCT fis-4783 387 14 e. e. PROPN fis-4783 387 15 and and CCONJ fis-4783 387 16 polozov polozov PROPN fis-4783 387 17 , , PUNCT fis-4783 387 18 i.a i.a PROPN fis-4783 387 19 . . PROPN fis-4783 387 20 , , PUNCT fis-4783 387 21 ( ( PUNCT fis-4783 387 22 2015 2015 NUM fis-4783 387 23 ) ) PUNCT fis-4783 387 24 . . PUNCT fis-4783 388 1 microstructure microstructure ADJ fis-4783 388 2 and and CCONJ fis-4783 388 3 mechanical mechanical ADJ fis-4783 388 4 properties property NOUN fis-4783 388 5 of of ADP fis-4783 388 6 ti-6al4v ti-6al4v PROPN fis-4783 388 7 manufactured manufacture VERB fis-4783 388 8 by by ADP fis-4783 388 9 slm slm PROPN fis-4783 388 10 . . PUNCT fis-4783 388 11 key key ADJ fis-4783 388 12 engineering engineering NOUN fis-4783 388 13 materials material NOUN fis-4783 388 14 , , PUNCT fis-4783 388 15 651 651 NUM fis-4783 388 16 , , PUNCT fis-4783 388 17 pp.677 pp.677 NOUN fis-4783 388 18 - - PUNCT fis-4783 388 19 682 682 NUM fis-4783 388 20 . . PUNCT fis-4783 389 1 [ [ X fis-4783 389 2 36 36 NUM fis-4783 389 3 ] ] X fis-4783 389 4 kumar kumar PROPN fis-4783 389 5 , , PUNCT fis-4783 389 6 s.l s.l PROPN fis-4783 389 7 . . PROPN fis-4783 389 8 , , PUNCT fis-4783 389 9 aravind aravind PROPN fis-4783 389 10 , , PUNCT fis-4783 389 11 h.b h.b PROPN fis-4783 389 12 . . PROPN fis-4783 389 13 and and CCONJ fis-4783 389 14 hossiney hossiney NOUN fis-4783 389 15 , , PUNCT fis-4783 389 16 n. n. NOUN fis-4783 389 17 , , PUNCT fis-4783 389 18 ( ( PUNCT fis-4783 389 19 2019 2019 NUM fis-4783 389 20 ) ) PUNCT fis-4783 389 21 . . PUNCT fis-4783 390 1 digital digital ADJ fis-4783 390 2 image image NOUN fis-4783 390 3 correlation correlation NOUN fis-4783 390 4 ( ( PUNCT fis-4783 390 5 dic dic NOUN fis-4783 390 6 ) ) PUNCT fis-4783 390 7 for for ADP fis-4783 390 8 measuring measure VERB fis-4783 390 9 strain strain NOUN fis-4783 390 10 in in ADP fis-4783 390 11 brick brick NOUN fis-4783 390 12 masonry masonry NOUN fis-4783 390 13 specimen speciman NOUN fis-4783 390 14 using use VERB fis-4783 390 15 ncorr ncorr PROPN fis-4783 390 16 open open PROPN fis-4783 390 17 source source NOUN fis-4783 390 18 2d 2d PROPN fis-4783 390 19 matlab matlab PROPN fis-4783 390 20 program program NOUN fis-4783 390 21 . . PUNCT fis-4783 391 1 results result NOUN fis-4783 391 2 in in ADP fis-4783 391 3 engineering engineering NOUN fis-4783 391 4 , , PUNCT fis-4783 391 5 4 4 NUM fis-4783 391 6 , , PUNCT fis-4783 391 7 p.100061 p.100061 NOUN fis-4783 391 8 . . PUNCT fis-4783 392 1 [ [ X fis-4783 392 2 37 37 NUM fis-4783 392 3 ] ] PUNCT fis-4783 392 4 butler butler NOUN fis-4783 392 5 , , PUNCT fis-4783 392 6 d. d. PROPN fis-4783 392 7 and and CCONJ fis-4783 392 8 woolliams woolliam NOUN fis-4783 392 9 , , PUNCT fis-4783 392 10 p. p. PROPN fis-4783 392 11 , , PUNCT fis-4783 392 12 ( ( PUNCT fis-4783 392 13 2020 2020 NUM fis-4783 392 14 ) ) PUNCT fis-4783 392 15 . . PUNCT fis-4783 393 1 standards standard NOUN fis-4783 393 2 in in ADP fis-4783 393 3 additive additive ADJ fis-4783 393 4 manufacturing manufacturing NOUN fis-4783 393 5 . . PUNCT fis-4783 394 1 in in ADP fis-4783 394 2 precision precision NOUN fis-4783 394 3 metal metal NOUN fis-4783 394 4 additive additive NOUN fis-4783 394 5 manufacturing manufacturing NOUN fis-4783 394 6 ( ( PUNCT fis-4783 394 7 pp pp ADJ fis-4783 394 8 . . PUNCT fis-4783 395 1 133 133 NUM fis-4783 395 2 - - SYM fis-4783 395 3 156 156 NUM fis-4783 395 4 ) ) PUNCT fis-4783 395 5 . . PUNCT fis-4783 396 1 crc crc PROPN fis-4783 396 2 press press PROPN fis-4783 396 3 . . PUNCT fis-4783 397 1 [ [ X fis-4783 397 2 38 38 NUM fis-4783 397 3 ] ] PUNCT fis-4783 397 4 wilson wilson PROPN fis-4783 397 5 - - PUNCT fis-4783 397 6 heid heid PROPN fis-4783 397 7 , , PUNCT fis-4783 397 8 a. a. PROPN fis-4783 397 9 e. e. PROPN fis-4783 397 10 ( ( PUNCT fis-4783 397 11 2021 2021 NUM fis-4783 397 12 ) ) PUNCT fis-4783 397 13 . . PUNCT fis-4783 398 1 additively additively ADV fis-4783 398 2 manufactured manufacture VERB fis-4783 398 3 metals metal NOUN fis-4783 398 4 : : PUNCT fis-4783 398 5 effect effect NOUN fis-4783 398 6 of of ADP fis-4783 398 7 microstructure microstructure NOUN fis-4783 398 8 and and CCONJ fis-4783 398 9 defects defect NOUN fis-4783 398 10 on on ADP fis-4783 398 11 multiaxial multiaxial ADJ fis-4783 398 12 plasticity plasticity NOUN fis-4783 398 13 and and CCONJ fis-4783 398 14 fracture fracture NOUN fis-4783 398 15 behavior behavior NOUN fis-4783 398 16 . . PUNCT fis-4783 399 1 the the DET fis-4783 399 2 pennsylvania pennsylvania PROPN fis-4783 399 3 state state PROPN fis-4783 399 4 university university PROPN fis-4783 399 5 . . PUNCT fis-4783 400 1 [ [ X fis-4783 400 2 39 39 NUM fis-4783 400 3 ] ] X fis-4783 400 4 wilson wilson PROPN fis-4783 400 5 - - PUNCT fis-4783 400 6 heid heid PROPN fis-4783 400 7 , , PUNCT fis-4783 400 8 a.e a.e PROPN fis-4783 400 9 . . PROPN fis-4783 400 10 , , PUNCT fis-4783 400 11 wang wang PROPN fis-4783 400 12 , , PUNCT fis-4783 400 13 z. z. PROPN fis-4783 400 14 , , PUNCT fis-4783 400 15 mccornac mccornac PROPN fis-4783 400 16 , , PUNCT fis-4783 400 17 b. b. PROPN fis-4783 400 18 and and CCONJ fis-4783 400 19 beese beese ADJ fis-4783 400 20 , , PUNCT fis-4783 400 21 a.m. a.m. ADV fis-4783 400 22 , , PUNCT fis-4783 400 23 ( ( PUNCT fis-4783 400 24 2017 2017 NUM fis-4783 400 25 ) ) PUNCT fis-4783 400 26 . . PUNCT fis-4783 401 1 quantitative quantitative ADJ fis-4783 401 2 relationship relationship NOUN fis-4783 401 3 between between ADP fis-4783 401 4 anisotropic anisotropic NOUN fis-4783 401 5 strain strain NOUN fis-4783 401 6 to to ADP fis-4783 401 7 failure failure NOUN fis-4783 401 8 and and CCONJ fis-4783 401 9 grain grain NOUN fis-4783 401 10 morphology morphology NOUN fis-4783 401 11 in in ADP fis-4783 401 12 additively additively ADV fis-4783 401 13 manufactured manufacture VERB fis-4783 401 14 ti-6al-4v ti-6al-4v PROPN fis-4783 401 15 . . PUNCT fis-4783 402 1 materials material NOUN fis-4783 402 2 science science NOUN fis-4783 402 3 and and CCONJ fis-4783 402 4 engineering engineering NOUN fis-4783 402 5 : : PUNCT fis-4783 402 6 a a DET fis-4783 402 7 , , PUNCT fis-4783 402 8 706 706 NUM fis-4783 402 9 , , PUNCT fis-4783 402 10 pp.287 pp.287 NOUN fis-4783 402 11 - - PUNCT fis-4783 402 12 294 294 NUM fis-4783 402 13 . . PUNCT fis-4783 403 1 [ [ X fis-4783 403 2 40 40 NUM fis-4783 403 3 ] ] PUNCT fis-4783 403 4 v. v. ADP fis-4783 403 5 matlab matlab PROPN fis-4783 403 6 , , PUNCT fis-4783 403 7 9.6 9.6 NUM fis-4783 403 8 . . PUNCT fis-4783 404 1 0.1072779 0.1072779 NUM fis-4783 404 2 ( ( PUNCT fis-4783 404 3 r2019a r2019a NOUN fis-4783 404 4 ) ) PUNCT fis-4783 404 5 , , PUNCT fis-4783 404 6 the the DET fis-4783 404 7 mathworks mathworks PROPN fis-4783 404 8 inc inc PROPN fis-4783 404 9 . . PROPN fis-4783 404 10 : : PUNCT fis-4783 405 1 natick natick PROPN fis-4783 405 2 , , PUNCT fis-4783 405 3 ma ma PROPN fis-4783 405 4 , , PUNCT fis-4783 405 5 usa usa PROPN fis-4783 405 6 . . PUNCT fis-4783 406 1 [ [ X fis-4783 406 2 41 41 NUM fis-4783 406 3 ] ] X fis-4783 406 4 needleman needleman PROPN fis-4783 406 5 , , PUNCT fis-4783 406 6 a. a. NOUN fis-4783 406 7 and and CCONJ fis-4783 406 8 tvergaard tvergaard ADJ fis-4783 406 9 , , PUNCT fis-4783 406 10 v. v. ADV fis-4783 406 11 , , PUNCT fis-4783 406 12 ( ( PUNCT fis-4783 406 13 1992 1992 NUM fis-4783 406 14 ) ) PUNCT fis-4783 406 15 . . PUNCT fis-4783 407 1 analyses analysis NOUN fis-4783 407 2 of of ADP fis-4783 407 3 plastic plastic ADJ fis-4783 407 4 flow flow NOUN fis-4783 407 5 localization localization NOUN fis-4783 407 6 in in ADP fis-4783 407 7 metals metal NOUN fis-4783 407 8 . . PUNCT fis-4783 408 1 [ [ X fis-4783 408 2 42 42 NUM fis-4783 408 3 ] ] PUNCT fis-4783 408 4 shafaie shafaie PROPN fis-4783 408 5 , , PUNCT fis-4783 408 6 m. m. NOUN fis-4783 408 7 , , PUNCT fis-4783 408 8 khademi khademi PROPN fis-4783 408 9 , , PUNCT fis-4783 408 10 m. m. NOUN fis-4783 408 11 , , PUNCT fis-4783 408 12 sarparast sarparast ADJ fis-4783 408 13 , , PUNCT fis-4783 408 14 m. m. NOUN fis-4783 408 15 and and CCONJ fis-4783 408 16 zhang zhang PROPN fis-4783 408 17 , , PUNCT fis-4783 408 18 h. h. PROPN fis-4783 408 19 , , PUNCT fis-4783 408 20 ( ( PUNCT fis-4783 408 21 2022 2022 NUM fis-4783 408 22 ) ) PUNCT fis-4783 408 23 . . PUNCT fis-4783 409 1 modified modify VERB fis-4783 409 2 gtn gtn PROPN fis-4783 409 3 parameters parameter NOUN fis-4783 409 4 calibration calibration VERB fis-4783 409 5 in in ADP fis-4783 409 6 additive additive ADJ fis-4783 409 7 manufacturing manufacturing NOUN fis-4783 409 8 of of ADP fis-4783 409 9 ti-6al-4 ti-6al-4 PROPN fis-4783 409 10 v v ADP fis-4783 409 11 alloy alloy NOUN fis-4783 409 12 : : PUNCT fis-4783 409 13 a a DET fis-4783 409 14 hybrid hybrid ADJ fis-4783 409 15 ann ann NOUN fis-4783 409 16 - - PUNCT fis-4783 409 17 pso pso NOUN fis-4783 409 18 approach approach NOUN fis-4783 409 19 . . PUNCT fis-4783 410 1 the the DET fis-4783 410 2 international international ADJ fis-4783 410 3 journal journal NOUN fis-4783 410 4 of of ADP fis-4783 410 5 advanced advanced ADJ fis-4783 410 6 manufacturing manufacturing NOUN fis-4783 410 7 technology technology NOUN fis-4783 410 8 , , PUNCT fis-4783 410 9 123(11 123(11 NUM fis-4783 410 10 ) ) PUNCT fis-4783 410 11 , , PUNCT fis-4783 410 12 pp.4385 pp.4385 PROPN fis-4783 410 13 - - PUNCT fis-4783 410 14 4398 4398 NUM fis-4783 410 15 . . PUNCT fis-4783 411 1 [ [ X fis-4783 411 2 43 43 NUM fis-4783 411 3 ] ] X fis-4783 411 4 f. f. PROPN fis-4783 411 5 abaqus abaqus PROPN fis-4783 411 6 , , PUNCT fis-4783 411 7 ( ( PUNCT fis-4783 411 8 2014 2014 NUM fis-4783 411 9 ) ) PUNCT fis-4783 411 10 , , PUNCT fis-4783 411 11 dassault dassault NOUN fis-4783 411 12 systemes systemes PROPN fis-4783 411 13 simulia simulia PROPN fis-4783 411 14 corporation corporation PROPN fis-4783 411 15 , , PUNCT fis-4783 411 16 providence providence NOUN fis-4783 411 17 , , PUNCT fis-4783 411 18 rhode rhode PROPN fis-4783 411 19 island island PROPN fis-4783 411 20 , , PUNCT fis-4783 411 21 usa usa PROPN fis-4783 411 22 . . PUNCT fis-4783 412 1 [ [ X fis-4783 412 2 44 44 NUM fis-4783 412 3 ] ] SYM fis-4783 412 4 barfeh barfeh NOUN fis-4783 412 5 , , PUNCT fis-4783 412 6 a. a. PROPN fis-4783 412 7 , , PUNCT fis-4783 412 8 hashemi hashemi PROPN fis-4783 412 9 , , PUNCT fis-4783 412 10 r. r. PROPN fis-4783 412 11 , , PUNCT fis-4783 412 12 safdarian safdarian NOUN fis-4783 412 13 , , PUNCT fis-4783 412 14 r. r. PROPN fis-4783 412 15 , , PUNCT fis-4783 412 16 rahmatabadi rahmatabadi NOUN fis-4783 412 17 , , PUNCT fis-4783 412 18 d. d. PROPN fis-4783 412 19 , , PUNCT fis-4783 412 20 aminzadeh aminzadeh PROPN fis-4783 412 21 , , PUNCT fis-4783 412 22 a. a. NOUN fis-4783 412 23 and and CCONJ fis-4783 412 24 sattarpanah sattarpanah PROPN fis-4783 412 25 karganroudi karganroudi PROPN fis-4783 412 26 , , PUNCT fis-4783 412 27 s. s. PROPN fis-4783 412 28 , , PUNCT fis-4783 412 29 ( ( PUNCT fis-4783 412 30 2023 2023 NUM fis-4783 412 31 ) ) PUNCT fis-4783 412 32 . . PUNCT fis-4783 413 1 predicting predict VERB fis-4783 413 2 the the DET fis-4783 413 3 forming form VERB fis-4783 413 4 limit limit NOUN fis-4783 413 5 diagram diagram NOUN fis-4783 413 6 of of ADP fis-4783 413 7 the the DET fis-4783 413 8 fine fine ADV fis-4783 413 9 - - PUNCT fis-4783 413 10 grained grain VERB fis-4783 413 11 aa aa PROPN fis-4783 413 12 1050 1050 NUM fis-4783 413 13 sheet sheet NOUN fis-4783 413 14 using use VERB fis-4783 413 15 gtn gtn PROPN fis-4783 413 16 damage damage NOUN fis-4783 413 17 model model NOUN fis-4783 413 18 with with ADP fis-4783 413 19 experimental experimental ADJ fis-4783 413 20 verifications verification NOUN fis-4783 413 21 . . PUNCT fis-4783 414 1 proceedings proceeding NOUN fis-4783 414 2 of of ADP fis-4783 414 3 the the DET fis-4783 414 4 institution institution NOUN fis-4783 414 5 of of ADP fis-4783 414 6 mechanical mechanical ADJ fis-4783 414 7 engineers engineer NOUN fis-4783 414 8 , , PUNCT fis-4783 414 9 part part NOUN fis-4783 414 10 b b NOUN fis-4783 414 11 : : PUNCT fis-4783 414 12 journal journal NOUN fis-4783 414 13 of of ADP fis-4783 414 14 engineering engineering NOUN fis-4783 414 15 manufacture manufacture NOUN fis-4783 414 16 , , PUNCT fis-4783 414 17 237(14 237(14 NUM fis-4783 414 18 ) ) PUNCT fis-4783 414 19 , , PUNCT fis-4783 414 20 pp.2325 pp.2325 PROPN fis-4783 414 21 - - PROPN fis-4783 414 22 2335 2335 NUM fis-4783 414 23 . . PUNCT fis-4783 415 1 [ [ X fis-4783 415 2 45 45 NUM fis-4783 415 3 ] ] X fis-4783 415 4 lutz lutz NOUN fis-4783 415 5 , , PUNCT fis-4783 415 6 m. m. NOUN fis-4783 415 7 ( ( PUNCT fis-4783 415 8 2001 2001 NUM fis-4783 415 9 ) ) PUNCT fis-4783 415 10 . . PUNCT fis-4783 416 1 programming programming NOUN fis-4783 416 2 python python PROPN fis-4783 416 3 . . PUNCT fis-4783 416 4 " " PUNCT fis-4783 417 1 o'reilly o'reilly PROPN fis-4783 417 2 media media X fis-4783 417 3 , , PUNCT fis-4783 417 4 inc inc PROPN fis-4783 417 5 . . PUNCT fis-4783 417 6 " " PUNCT fis-4783 417 7 . . PUNCT fis-4783 417 8     SPACE fis-4783 417 9 m. m. NOUN fis-4783 417 10 sarparast sarparast ADV fis-4783 417 11 et et PROPN fis-4783 417 12 alii alii PROPN fis-4783 417 13 , , PUNCT fis-4783 417 14 frattura frattura PROPN fis-4783 417 15 ed ed PROPN fis-4783 417 16 integrità integrità PROPN fis-4783 417 17 strutturale strutturale PROPN fis-4783 417 18 , , PUNCT fis-4783 417 19 68 68 NUM fis-4783 417 20 ( ( PUNCT fis-4783 417 21 2024 2024 NUM fis-4783 417 22 ) ) PUNCT fis-4783 417 23 340 340 NUM fis-4783 417 24 - - SYM fis-4783 417 25 356 356 NUM fis-4783 417 26 ; ; PUNCT fis-4783 417 27 doi doi NOUN fis-4783 417 28 : : PUNCT fis-4783 417 29 10.3221 10.3221 NUM fis-4783 417 30 / / SYM fis-4783 417 31 igf igf PROPN fis-4783 417 32 - - PUNCT fis-4783 417 33 esis.68.23 esis.68.23 PROPN fis-4783 417 34     SPACE fis-4783 417 35 356 356 NUM fis-4783 417 36     SPACE fis-4783 418 1 [ [ X fis-4783 418 2 46 46 NUM fis-4783 418 3 ] ] X fis-4783 418 4 mirnia mirnia PROPN fis-4783 418 5 , , PUNCT fis-4783 418 6 m.j m.j PROPN fis-4783 418 7 . . PROPN fis-4783 418 8 and and CCONJ fis-4783 418 9 shamsari shamsari PROPN fis-4783 418 10 , , PUNCT fis-4783 418 11 m. m. NOUN fis-4783 418 12 , , PUNCT fis-4783 418 13 ( ( PUNCT fis-4783 418 14 2017 2017 NUM fis-4783 418 15 ) ) PUNCT fis-4783 418 16 . . PUNCT fis-4783 419 1 numerical numerical ADJ fis-4783 419 2 prediction prediction NOUN fis-4783 419 3 of of ADP fis-4783 419 4 failure failure NOUN fis-4783 419 5 in in ADP fis-4783 419 6 single single ADJ fis-4783 419 7 point point NOUN fis-4783 419 8 incremental incremental ADJ fis-4783 419 9 forming forming NOUN fis-4783 419 10 using use VERB fis-4783 419 11 a a DET fis-4783 419 12 phenomenological phenomenological ADJ fis-4783 419 13 ductile ductile NOUN fis-4783 419 14 fracture fracture NOUN fis-4783 419 15 criterion criterion NOUN fis-4783 419 16 . . PUNCT fis-4783 420 1 journal journal NOUN fis-4783 420 2 of of ADP fis-4783 420 3 materials material NOUN fis-4783 420 4 processing processing NOUN fis-4783 420 5 technology technology NOUN fis-4783 420 6 , , PUNCT fis-4783 420 7 244 244 NUM fis-4783 420 8 , , PUNCT fis-4783 420 9 pp.17 pp.17 NOUN fis-4783 420 10 - - SYM fis-4783 420 11 43 43 NUM fis-4783 420 12 . . PUNCT fis-4783 421 1 [ [ X fis-4783 421 2 47 47 NUM fis-4783 421 3 ] ] X fis-4783 421 4 needleman needleman PROPN fis-4783 421 5 , , PUNCT fis-4783 421 6 a. a. NOUN fis-4783 421 7 and and CCONJ fis-4783 421 8 tvergaard tvergaard NOUN fis-4783 421 9 , , PUNCT fis-4783 421 10 v.f v.f PROPN fis-4783 421 11 . . PROPN fis-4783 421 12 , , PUNCT fis-4783 421 13 ( ( PUNCT fis-4783 421 14 1984 1984 NUM fis-4783 421 15 ) ) PUNCT fis-4783 421 16 . . PUNCT fis-4783 422 1 an an DET fis-4783 422 2 analysis analysis NOUN fis-4783 422 3 of of ADP fis-4783 422 4 ductile ductile NOUN fis-4783 422 5 rupture rupture NOUN fis-4783 422 6 in in ADP fis-4783 422 7 notched notch VERB fis-4783 422 8 bars bar NOUN fis-4783 422 9 . . PUNCT fis-4783 423 1 journal journal NOUN fis-4783 423 2 of of ADP fis-4783 423 3 the the DET fis-4783 423 4 mechanics mechanic NOUN fis-4783 423 5 and and CCONJ fis-4783 423 6 physics physic NOUN fis-4783 423 7 of of ADP fis-4783 423 8 solids solid NOUN fis-4783 423 9 , , PUNCT fis-4783 423 10 32(6 32(6 NUM fis-4783 423 11 ) ) PUNCT fis-4783 423 12 , , PUNCT fis-4783 423 13 pp.461 pp.461 NOUN fis-4783 423 14 - - X fis-4783 423 15 490 490 NUM fis-4783 423 16 . . PUNCT fis-4783 424 1 [ [ X fis-4783 424 2 48 48 NUM fis-4783 424 3 ] ] PUNCT fis-4783 424 4 tvergaard tvergaard NOUN fis-4783 424 5 , , PUNCT fis-4783 424 6 v. v. ADV fis-4783 424 7 , , PUNCT fis-4783 424 8 ( ( PUNCT fis-4783 424 9 1989 1989 NUM fis-4783 424 10 ) ) PUNCT fis-4783 424 11 . . PUNCT fis-4783 425 1 material material NOUN fis-4783 425 2 failure failure NOUN fis-4783 425 3 by by ADP fis-4783 425 4 void void ADJ fis-4783 425 5 growth growth NOUN fis-4783 425 6 to to AUX fis-4783 425 7 coalescence coalescence VERB fis-4783 425 8 . . PUNCT fis-4783 426 1 advances advance NOUN fis-4783 426 2 in in ADP fis-4783 426 3 applied apply VERB fis-4783 426 4 mechanics mechanic NOUN fis-4783 426 5 , , PUNCT fis-4783 426 6 27 27 NUM fis-4783 426 7 , , PUNCT fis-4783 426 8 pp.83 pp.83 NOUN fis-4783 426 9 - - PUNCT fis-4783 426 10 151 151 NUM fis-4783 426 11 . . PUNCT fis-4783 427 1 [ [ X fis-4783 427 2 49 49 NUM fis-4783 427 3 ] ] X fis-4783 427 4 sun sun PROPN fis-4783 427 5 , , PUNCT fis-4783 427 6 q. q. PROPN fis-4783 427 7 , , PUNCT fis-4783 427 8 lu lu PROPN fis-4783 427 9 , , PUNCT fis-4783 427 10 y. y. PROPN fis-4783 427 11 and and CCONJ fis-4783 427 12 chen chen PROPN fis-4783 427 13 , , PUNCT fis-4783 427 14 j. j. PROPN fis-4783 427 15 , , PUNCT fis-4783 427 16 ( ( PUNCT fis-4783 427 17 2020 2020 NUM fis-4783 427 18 ) ) PUNCT fis-4783 427 19 . . PUNCT fis-4783 428 1 identification identification NOUN fis-4783 428 2 of of ADP fis-4783 428 3 material material NOUN fis-4783 428 4 parameters parameter NOUN fis-4783 428 5 of of ADP fis-4783 428 6 a a DET fis-4783 428 7 shear shear NOUN fis-4783 428 8 modified modify VERB fis-4783 428 9 gtn gtn PROPN fis-4783 428 10 damage damage NOUN fis-4783 428 11 model model NOUN fis-4783 428 12 by by ADP fis-4783 428 13 small small ADJ fis-4783 428 14 punch punch NOUN fis-4783 428 15 test test NOUN fis-4783 428 16 . . PUNCT fis-4783 429 1 international international ADJ fis-4783 429 2 journal journal NOUN fis-4783 429 3 of of ADP fis-4783 429 4 fracture fracture NOUN fis-4783 429 5 , , PUNCT fis-4783 429 6 222 222 NUM fis-4783 429 7 , , PUNCT fis-4783 429 8 pp.25 pp.25 PROPN fis-4783 429 9 - - NOUN fis-4783 429 10 35 35 NUM fis-4783 429 11 . . PUNCT fis-4783 430 1 [ [ X fis-4783 430 2 50 50 NUM fis-4783 430 3 ] ] SYM fis-4783 430 4 pujol pujol NOUN fis-4783 430 5 , , PUNCT fis-4783 430 6 j. j. PROPN fis-4783 430 7 , , PUNCT fis-4783 430 8 ( ( PUNCT fis-4783 430 9 2007 2007 NUM fis-4783 430 10 ) ) PUNCT fis-4783 430 11 . . PUNCT fis-4783 431 1 the the DET fis-4783 431 2 solution solution NOUN fis-4783 431 3 of of ADP fis-4783 431 4 nonlinear nonlinear ADJ fis-4783 431 5 inverse inverse NOUN fis-4783 431 6 problems problem NOUN fis-4783 431 7 and and CCONJ fis-4783 431 8 the the DET fis-4783 431 9 levenberg levenberg PROPN fis-4783 431 10 - - PUNCT fis-4783 431 11 marquardt marquardt PROPN fis-4783 431 12 method method NOUN fis-4783 431 13 . . PUNCT fis-4783 432 1 geophysics geophysic NOUN fis-4783 432 2 , , PUNCT fis-4783 432 3 72(4 72(4 NUM fis-4783 432 4 ) ) PUNCT fis-4783 432 5 , , PUNCT fis-4783 432 6 pp.w1 pp.w1 NOUN fis-4783 432 7 - - PUNCT fis-4783 432 8 w16 w16 NOUN fis-4783 432 9 . . PUNCT fis-4783 433 1 [ [ X fis-4783 433 2 51 51 NUM fis-4783 433 3 ] ] X fis-4783 433 4 paermentier paermentier ADJ fis-4783 433 5 , , PUNCT fis-4783 433 6 b. b. PROPN fis-4783 433 7 , , PUNCT fis-4783 433 8 debruyne debruyne PROPN fis-4783 433 9 , , PUNCT fis-4783 433 10 d. d. PROPN fis-4783 433 11 and and CCONJ fis-4783 433 12 talemi talemi PRON fis-4783 433 13 , , PUNCT fis-4783 433 14 r. r. PROPN fis-4783 433 15 , , PUNCT fis-4783 433 16 ( ( PUNCT fis-4783 433 17 2021 2021 NUM fis-4783 433 18 ) ) PUNCT fis-4783 433 19 . . PUNCT fis-4783 434 1 a a DET fis-4783 434 2 machine machine NOUN fis-4783 434 3 learning learn VERB fis-4783 434 4 based base VERB fis-4783 434 5 sensitivity sensitivity NOUN fis-4783 434 6 analysis analysis NOUN fis-4783 434 7 of of ADP fis-4783 434 8 the the DET fis-4783 434 9 gtn gtn PROPN fis-4783 434 10 damage damage NOUN fis-4783 434 11 parameters parameter NOUN fis-4783 434 12 for for ADP fis-4783 434 13 dynamic dynamic ADJ fis-4783 434 14 fracture fracture NOUN fis-4783 434 15 propagation propagation NOUN fis-4783 434 16 in in ADP fis-4783 434 17 x70 x70 NUM fis-4783 434 18 pipeline pipeline NOUN fis-4783 434 19 steel steel NOUN fis-4783 434 20 . . PUNCT fis-4783 435 1 international international ADJ fis-4783 435 2 journal journal PROPN fis-4783 435 3 of of ADP fis-4783 435 4 fracture fracture NOUN fis-4783 435 5 , , PUNCT fis-4783 435 6 227(1 227(1 NUM fis-4783 435 7 ) ) PUNCT fis-4783 435 8 , , PUNCT fis-4783 435 9 pp.111132 pp.111132 PROPN fis-4783 435 10 . . PUNCT fis-4783 436 1 < < X fis-4783 436 2 < < X fis-4783 436 3 /ascii85encodepages /ascii85encodepage NOUN fis-4783 436 4 false false ADJ fis-4783 436 5 /allowtransparency /allowtransparency NOUN fis-4783 436 6 false false ADJ fis-4783 436 7 /autopositionepsfiles /autopositionepsfile NOUN fis-4783 436 8 true true ADJ fis-4783 436 9 /autorotatepages /autorotatepage NOUN fis-4783 436 10 /none /none PUNCT fis-4783 436 11 /binding /binding PUNCT fis-4783 436 12 /left /left ADJ fis-4783 437 1 /calgrayprofile /calgrayprofile VERB fis-4783 437 2 ( ( PUNCT fis-4783 437 3 dot dot NOUN fis-4783 437 4 gain gain NOUN fis-4783 437 5 20 20 NUM fis-4783 437 6 % % NOUN fis-4783 437 7 ) ) PUNCT fis-4783 437 8 /calrgbprofile /calrgbprofile PUNCT fis-4783 438 1 ( ( PUNCT fis-4783 438 2 srgb srgb PROPN fis-4783 438 3 iec61966 iec61966 NOUN fis-4783 438 4 - - PUNCT fis-4783 438 5 2.1 2.1 NUM fis-4783 438 6 ) ) PUNCT fis-4783 438 7 /calcmykprofile /calcmykprofile PUNCT fis-4783 439 1 ( ( PUNCT fis-4783 439 2 u.s u.s PROPN fis-4783 439 3 . . PROPN fis-4783 439 4 web web NOUN fis-4783 439 5 coated coat VERB fis-4783 439 6 \050swop\051 \050swop\051 ADJ fis-4783 439 7 v2 v2 NOUN fis-4783 439 8 ) ) PUNCT fis-4783 439 9 /srgbprofile /srgbprofile PUNCT fis-4783 439 10 ( ( PUNCT fis-4783 439 11 srgb srgb PROPN fis-4783 439 12 iec61966 iec61966 NOUN fis-4783 439 13 - - PUNCT fis-4783 439 14 2.1 2.1 NUM fis-4783 439 15 ) ) PUNCT fis-4783 439 16 /cannotembedfontpolicy /cannotembedfontpolicy PUNCT fis-4783 440 1 /error /error INTJ fis-4783 440 2 /compatibilitylevel /compatibilitylevel NOUN fis-4783 441 1 1.4 1.4 NUM fis-4783 441 2 /compressobjects /compressobject NOUN fis-4783 441 3 /tags /tag VERB fis-4783 441 4 /compresspages /compresspage NOUN fis-4783 441 5 true true ADJ fis-4783 441 6 /convertimagestoindexed /convertimagestoindexed ADJ fis-4783 441 7 true true ADJ fis-4783 441 8 /passthroughjpegimages /passthroughjpegimage NOUN fis-4783 441 9 true true ADJ fis-4783 441 10 /createjobticket /createjobticket NOUN fis-4783 441 11 false false ADJ fis-4783 441 12 /defaultrenderingintent /defaultrenderingintent NOUN fis-4783 441 13 /default /default PUNCT fis-4783 441 14 /detectblends /detectblend NOUN fis-4783 441 15 true true ADJ fis-4783 441 16 /detectcurves /detectcurve VERB fis-4783 442 1 0.0000 0.0000 NUM fis-4783 442 2 /colorconversionstrategy /colorconversionstrategy NOUN fis-4783 442 3 /cmyk /cmyk PUNCT fis-4783 443 1 /dothumbnails /dothumbnail VERB fis-4783 444 1 false false ADJ fis-4783 444 2 /embedallfonts /embedallfont NOUN fis-4783 444 3 true true ADJ fis-4783 444 4 /embedopentype /embedopentype PUNCT fis-4783 444 5 false false ADJ fis-4783 444 6 /parseiccprofilesincomments /parseiccprofilesincomment NOUN fis-4783 444 7 true true ADJ fis-4783 444 8 /embedjoboptions /embedjoboption NOUN fis-4783 444 9 true true ADJ fis-4783 444 10 /dscreportinglevel /dscreportinglevel NOUN fis-4783 444 11 0 0 NUM fis-4783 444 12 /emitdscwarnings /emitdscwarning NOUN fis-4783 444 13 false false ADJ fis-4783 444 14 /endpage /endpage NOUN fis-4783 444 15 -1 -1 NOUN fis-4783 444 16 /imagememory /imagememory NUM fis-4783 444 17 1048576 1048576 NUM fis-4783 444 18 /lockdistillerparams /lockdistillerparams NOUN fis-4783 444 19 false false ADJ fis-4783 444 20 /maxsubsetpct /maxsubsetpct ADJ fis-4783 444 21 100 100 NUM fis-4783 444 22 /optimize /optimize NOUN fis-4783 444 23 true true ADJ fis-4783 444 24 /opm /opm NOUN fis-4783 444 25 1 1 NUM fis-4783 444 26 /parsedsccomments /parsedsccomment NOUN fis-4783 444 27 true true ADJ fis-4783 444 28 /parsedsccommentsfordocinfo /parsedsccommentsfordocinfo VERB fis-4783 444 29 true true ADJ fis-4783 444 30 /preservecopypage /preservecopypage NOUN fis-4783 444 31 true true ADJ fis-4783 444 32 /preservedicmykvalues /preservedicmykvalue NOUN fis-4783 444 33 true true ADJ fis-4783 444 34 /preserveepsinfo /preserveepsinfo NOUN fis-4783 444 35 true true ADJ fis-4783 444 36 /preserveflatness /preserveflatness NOUN fis-4783 444 37 true true ADJ fis-4783 444 38 /preservehalftoneinfo /preservehalftoneinfo PUNCT fis-4783 444 39 false false ADJ fis-4783 444 40 /preserveopicomments /preserveopicomment NOUN fis-4783 444 41 true true ADJ fis-4783 444 42 /preserveoverprintsettings /preserveoverprintsetting NOUN fis-4783 444 43 true true ADJ fis-4783 444 44 /startpage /startpage NOUN fis-4783 444 45 1 1 NUM fis-4783 444 46 /subsetfonts /subsetfont NOUN fis-4783 444 47 true true ADJ fis-4783 444 48 /transferfunctioninfo /transferfunctioninfo PUNCT fis-4783 444 49 /apply /apply PUNCT fis-4783 444 50 /ucrandbginfo /ucrandbginfo PUNCT fis-4783 445 1 /preserve /preserve NOUN fis-4783 445 2 /useprologue /useprologue NOUN fis-4783 445 3 false false ADJ fis-4783 445 4 /colorsettingsfile /colorsettingsfile NOUN fis-4783 445 5 ( ( PUNCT fis-4783 445 6 ) ) PUNCT fis-4783 445 7 /alwaysembed /alwaysembe VERB fis-4783 445 8 [ [ PUNCT fis-4783 445 9 true true ADJ fis-4783 445 10 ] ] PUNCT fis-4783 445 11 /neverembed /neverembed PUNCT fis-4783 446 1 [ [ PUNCT fis-4783 446 2 true true ADJ fis-4783 446 3 ] ] PUNCT fis-4783 446 4 /antialiascolorimages /antialiascolorimages X fis-4783 446 5 false false ADJ fis-4783 446 6 /cropcolorimages /cropcolorimages PUNCT fis-4783 446 7 true true ADJ fis-4783 446 8 /colorimageminresolution /colorimageminresolution PUNCT fis-4783 446 9 300 300 NUM fis-4783 446 10 /colorimageminresolutionpolicy /colorimageminresolutionpolicy NOUN fis-4783 446 11 /ok /ok ADJ fis-4783 447 1 /downsamplecolorimages /downsamplecolorimage VERB fis-4783 448 1 true true ADJ fis-4783 448 2 /colorimagedownsampletype /colorimagedownsampletype PUNCT fis-4783 448 3 /bicubic /bicubic NOUN fis-4783 448 4 /colorimageresolution /colorimageresolution NOUN fis-4783 449 1 300 300 NUM fis-4783 449 2 /colorimagedepth /colorimagedepth PRON fis-4783 449 3 -1 -1 INTJ fis-4783 449 4 /colorimagemindownsampledepth /colorimagemindownsampledepth SYM fis-4783 449 5 1 1 NUM fis-4783 449 6 /colorimagedownsamplethreshold /colorimagedownsamplethreshold SYM fis-4783 449 7 1.50000 1.50000 NUM fis-4783 449 8 /encodecolorimages /encodecolorimage NOUN fis-4783 449 9 true true ADJ fis-4783 449 10 /colorimagefilter /colorimagefilter PUNCT fis-4783 449 11 /dctencode /dctencode PUNCT fis-4783 450 1 /autofiltercolorimages /autofiltercolorimage NOUN fis-4783 450 2 true true ADJ fis-4783 450 3 /colorimageautofilterstrategy /colorimageautofilterstrategy PUNCT fis-4783 450 4 /jpeg /jpeg PUNCT fis-4783 450 5 /coloracsimagedict /coloracsimagedict PUNCT fis-4783 451 1 < < X fis-4783 451 2 < < X fis-4783 451 3 /qfactor /qfactor NOUN fis-4783 451 4 0.15 0.15 NUM fis-4783 451 5 /hsamples /hsample NOUN fis-4783 452 1 [ [ X fis-4783 452 2 1 1 NUM fis-4783 452 3 1 1 NUM fis-4783 452 4 1 1 NUM fis-4783 452 5 1 1 NUM fis-4783 452 6 ] ] PUNCT fis-4783 452 7 /vsamples /vsample NOUN fis-4783 453 1 [ [ X fis-4783 453 2 1 1 NUM fis-4783 453 3 1 1 NUM fis-4783 453 4 1 1 NUM fis-4783 453 5 1 1 NUM fis-4783 453 6 ] ] PUNCT fis-4783 453 7 > > PUNCT fis-4783 453 8 > > X fis-4783 453 9 /colorimagedict /colorimagedict PUNCT fis-4783 454 1 < < X fis-4783 454 2 < < X fis-4783 454 3 /qfactor /qfactor NOUN fis-4783 454 4 0.15 0.15 NUM fis-4783 454 5 /hsamples /hsample NOUN fis-4783 455 1 [ [ X fis-4783 455 2 1 1 NUM fis-4783 455 3 1 1 NUM fis-4783 455 4 1 1 NUM fis-4783 455 5 1 1 NUM fis-4783 455 6 ] ] PUNCT fis-4783 455 7 /vsamples /vsample NOUN fis-4783 456 1 [ [ X fis-4783 456 2 1 1 NUM fis-4783 456 3 1 1 NUM fis-4783 456 4 1 1 NUM fis-4783 456 5 1 1 NUM fis-4783 456 6 ] ] PUNCT fis-4783 456 7 > > PUNCT fis-4783 456 8 > > X fis-4783 456 9 /jpeg2000coloracsimagedict /jpeg2000coloracsimagedict PUNCT fis-4783 457 1 < < X fis-4783 457 2 < < X fis-4783 457 3 /tilewidth /tilewidth PUNCT fis-4783 457 4 256 256 NUM fis-4783 457 5 /tileheight /tileheight NUM fis-4783 457 6 256 256 NUM fis-4783 457 7 /quality /quality NOUN fis-4783 457 8 30 30 NUM fis-4783 457 9 > > PUNCT fis-4783 457 10 > > X fis-4783 457 11 /jpeg2000colorimagedict /jpeg2000colorimagedict PUNCT fis-4783 457 12 < < X fis-4783 457 13 < < X fis-4783 457 14 /tilewidth /tilewidth PUNCT fis-4783 457 15 256 256 NUM fis-4783 457 16 /tileheight /tileheight NUM fis-4783 457 17 256 256 NUM fis-4783 457 18 /quality /quality NOUN fis-4783 457 19 30 30 NUM fis-4783 457 20 > > PUNCT fis-4783 457 21 > > X fis-4783 457 22 /antialiasgrayimages /antialiasgrayimages X fis-4783 457 23 false false ADJ fis-4783 457 24 /cropgrayimages /cropgrayimage NOUN fis-4783 457 25 true true ADJ fis-4783 457 26 /grayimageminresolution /grayimageminresolution ADV fis-4783 457 27 300 300 NUM fis-4783 457 28 /grayimageminresolutionpolicy /grayimageminresolutionpolicy NOUN fis-4783 457 29 /ok /ok ADJ fis-4783 457 30 /downsamplegrayimages /downsamplegrayimages PUNCT fis-4783 458 1 true true ADJ fis-4783 458 2 /grayimagedownsampletype /grayimagedownsampletype INTJ fis-4783 458 3 /bicubic /bicubic NOUN fis-4783 458 4 /grayimageresolution /grayimageresolution NOUN fis-4783 458 5 300 300 NUM fis-4783 458 6 /grayimagedepth /grayimagedepth PUNCT fis-4783 458 7 -1 -1 PUNCT fis-4783 458 8 /grayimagemindownsampledepth /grayimagemindownsampledepth PUNCT fis-4783 459 1 2 2 NUM fis-4783 459 2 /grayimagedownsamplethreshold /grayimagedownsamplethreshold NUM fis-4783 459 3 1.50000 1.50000 NUM fis-4783 459 4 /encodegrayimages /encodegrayimage NOUN fis-4783 459 5 true true ADJ fis-4783 459 6 /grayimagefilter /grayimagefilter NOUN fis-4783 459 7 /dctencode /dctencode PUNCT fis-4783 460 1 /autofiltergrayimages /autofiltergrayimages VERB fis-4783 460 2 true true ADJ fis-4783 460 3 /grayimageautofilterstrategy /grayimageautofilterstrategy INTJ fis-4783 460 4 /jpeg /jpeg PUNCT fis-4783 460 5 /grayacsimagedict /grayacsimagedict PUNCT fis-4783 461 1 < < X fis-4783 461 2 < < X fis-4783 461 3 /qfactor /qfactor NOUN fis-4783 461 4 0.15 0.15 NUM fis-4783 461 5 /hsamples /hsample NOUN fis-4783 462 1 [ [ X fis-4783 462 2 1 1 NUM fis-4783 462 3 1 1 NUM fis-4783 462 4 1 1 NUM fis-4783 462 5 1 1 NUM fis-4783 462 6 ] ] PUNCT fis-4783 462 7 /vsamples /vsample NOUN fis-4783 463 1 [ [ X fis-4783 463 2 1 1 NUM fis-4783 463 3 1 1 NUM fis-4783 463 4 1 1 NUM fis-4783 463 5 1 1 NUM fis-4783 463 6 ] ] PUNCT fis-4783 463 7 > > PUNCT fis-4783 463 8 > > X fis-4783 463 9 /grayimagedict /grayimagedict PUNCT fis-4783 464 1 < < X fis-4783 464 2 < < X fis-4783 464 3 /qfactor /qfactor NOUN fis-4783 464 4 0.15 0.15 NUM fis-4783 464 5 /hsamples /hsample NOUN fis-4783 465 1 [ [ X fis-4783 465 2 1 1 NUM fis-4783 465 3 1 1 NUM fis-4783 465 4 1 1 NUM fis-4783 465 5 1 1 NUM fis-4783 465 6 ] ] PUNCT fis-4783 465 7 /vsamples /vsample NOUN fis-4783 466 1 [ [ X fis-4783 466 2 1 1 NUM fis-4783 466 3 1 1 NUM fis-4783 466 4 1 1 NUM fis-4783 466 5 1 1 NUM fis-4783 466 6 ] ] PUNCT fis-4783 466 7 > > X fis-4783 466 8 > > X fis-4783 466 9 /jpeg2000grayacsimagedict /jpeg2000grayacsimagedict PUNCT fis-4783 467 1 < < X fis-4783 467 2 < < X fis-4783 467 3 /tilewidth /tilewidth PUNCT fis-4783 467 4 256 256 NUM fis-4783 467 5 /tileheight /tileheight NUM fis-4783 467 6 256 256 NUM fis-4783 467 7 /quality /quality NOUN fis-4783 467 8 30 30 NUM fis-4783 467 9 > > PUNCT fis-4783 467 10 > > X fis-4783 467 11 /jpeg2000grayimagedict /jpeg2000grayimagedict PUNCT fis-4783 467 12 < < X fis-4783 467 13 < < X fis-4783 467 14 /tilewidth /tilewidth PUNCT fis-4783 467 15 256 256 NUM fis-4783 467 16 /tileheight /tileheight NUM fis-4783 467 17 256 256 NUM fis-4783 467 18 /quality /quality NOUN fis-4783 467 19 30 30 NUM fis-4783 467 20 > > PUNCT fis-4783 467 21 > > X fis-4783 467 22 /antialiasmonoimages /antialiasmonoimage NOUN fis-4783 467 23 false false ADJ fis-4783 467 24 /cropmonoimages /cropmonoimage NOUN fis-4783 467 25 true true ADJ fis-4783 467 26 /monoimageminresolution /monoimageminresolution NUM fis-4783 467 27 1200 1200 NUM fis-4783 467 28 /monoimageminresolutionpolicy /monoimageminresolutionpolicy PUNCT fis-4783 468 1 /ok /ok PROPN fis-4783 468 2 /downsamplemonoimages /downsamplemonoimage VERB fis-4783 469 1 true true ADJ fis-4783 469 2 /monoimagedownsampletype /monoimagedownsampletype PUNCT fis-4783 469 3 /bicubic /bicubic NOUN fis-4783 469 4 /monoimageresolution /monoimageresolution NOUN fis-4783 469 5 1200 1200 NUM fis-4783 469 6 /monoimagedepth /monoimagedepth PRON fis-4783 469 7 -1 -1 PUNCT fis-4783 470 1 /monoimagedownsamplethreshold /monoimagedownsamplethreshold PUNCT fis-4783 470 2 1.50000 1.50000 NUM fis-4783 470 3 /encodemonoimages /encodemonoimage NOUN fis-4783 470 4 true true ADJ fis-4783 470 5 /monoimagefilter /monoimagefilter ADP fis-4783 470 6 /ccittfaxencode /ccittfaxencode INTJ fis-4783 470 7 /monoimagedict /monoimagedict PUNCT fis-4783 471 1 < < X fis-4783 471 2 < < X fis-4783 471 3 /k /k PUNCT fis-4783 471 4 -1 -1 INTJ fis-4783 471 5 > > PUNCT fis-4783 471 6 > > X fis-4783 471 7 /allowpsxobjects /allowpsxobjects PROPN fis-4783 471 8 false false ADJ fis-4783 471 9 /checkcompliance /checkcompliance NOUN fis-4783 471 10 [ [ PUNCT fis-4783 471 11 /none /none X fis-4783 471 12 ] ] PUNCT 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494 1 ( ( PUNCT fis-4783 494 2 gebruik gebruik NOUN fis-4783 494 3 deze deze PROPN fis-4783 494 4 instellingen instellingen PROPN fis-4783 494 5 om om PROPN fis-4783 494 6 adobe adobe PROPN fis-4783 494 7 pdf pdf PROPN fis-4783 494 8 - - PUNCT fis-4783 494 9 documenten documenten NOUN fis-4783 494 10 te te ADP fis-4783 494 11 maken maken PROPN fis-4783 494 12 die die PROPN fis-4783 494 13 zijn zijn PROPN fis-4783 494 14 geoptimaliseerd geoptimaliseerd PROPN fis-4783 494 15 voor voor NOUN fis-4783 494 16 prepress prepress NOUN fis-4783 494 17 - - PUNCT fis-4783 494 18 afdrukken afdrukken VERB fis-4783 494 19 van van PROPN fis-4783 494 20 hoge hoge PROPN fis-4783 494 21 kwaliteit kwaliteit PROPN fis-4783 494 22 . . 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these these DET fis-4783 500 20 settings setting NOUN fis-4783 500 21 to to PART fis-4783 500 22 create create VERB fis-4783 500 23 adobe adobe PROPN fis-4783 500 24 pdf pdf PROPN fis-4783 500 25 documents document NOUN fis-4783 500 26 best well ADV fis-4783 500 27 suited suit VERB fis-4783 500 28 for for ADP fis-4783 500 29 high high ADJ fis-4783 500 30 - - PUNCT fis-4783 500 31 quality quality NOUN fis-4783 500 32 prepress prepress NOUN fis-4783 500 33 printing printing NOUN fis-4783 500 34 . . PUNCT fis-4783 501 1 created create VERB fis-4783 501 2 pdf pdf NOUN fis-4783 501 3 documents document NOUN fis-4783 501 4 can can AUX fis-4783 501 5 be be AUX fis-4783 501 6 opened open VERB fis-4783 501 7 with with ADP fis-4783 501 8 acrobat acrobat PROPN fis-4783 501 9 and and CCONJ fis-4783 501 10 adobe adobe PROPN fis-4783 501 11 reader reader PROPN fis-4783 501 12 5.0 5.0 NUM fis-4783 501 13 and and CCONJ fis-4783 501 14 later later ADV fis-4783 501 15 . . 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false false ADJ fis-4783 505 6 /includenonprinting /includenonprinting NOUN fis-4783 505 7 false false ADJ fis-4783 505 8 /includeslug /includeslug INTJ fis-4783 505 9 false false ADJ fis-4783 505 10 /namespace /namespace NOUN fis-4783 506 1 [ [ PUNCT fis-4783 506 2 ( ( PUNCT fis-4783 506 3 adobe adobe PROPN fis-4783 506 4 ) ) PUNCT fis-4783 506 5 ( ( PUNCT fis-4783 506 6 indesign indesign NOUN fis-4783 506 7 ) ) PUNCT fis-4783 506 8 ( ( PUNCT fis-4783 506 9 4.0 4.0 NUM fis-4783 506 10 ) ) PUNCT fis-4783 506 11 ] ] PUNCT fis-4783 506 12 /omitplacedbitmaps /omitplacedbitmaps PUNCT fis-4783 507 1 false false ADJ fis-4783 507 2 /omitplacedeps /omitplacedeps INTJ fis-4783 507 3 false false ADJ fis-4783 507 4 /omitplacedpdf /omitplacedpdf PUNCT fis-4783 507 5 false false ADJ fis-4783 507 6 /simulateoverprint /simulateoverprint NOUN fis-4783 507 7 /legacy /legacy PUNCT fis-4783 508 1 > > PUNCT fis-4783 508 2 > > X fis-4783 509 1 < < X fis-4783 509 2 < < X fis-4783 509 3 /addbleedmarks /addbleedmarks X fis-4783 509 4 false false ADJ fis-4783 509 5 /addcolorbars /addcolorbars INTJ fis-4783 509 6 false false ADJ fis-4783 509 7 /addcropmarks /addcropmarks PUNCT fis-4783 509 8 false false ADJ fis-4783 509 9 /addpageinfo /addpageinfo INTJ fis-4783 509 10 false false ADJ fis-4783 509 11 /addregmarks /addregmark NOUN fis-4783 509 12 false false ADJ fis-4783 509 13 /convertcolors /convertcolor NOUN fis-4783 509 14 /converttocmyk /converttocmyk INTJ fis-4783 509 15 /destinationprofilename /destinationprofilename PUNCT fis-4783 509 16 ( ( PUNCT fis-4783 509 17 ) ) PUNCT fis-4783 509 18 /destinationprofileselector /destinationprofileselector NOUN fis-4783 509 19 /documentcmyk /documentcmyk PUNCT fis-4783 509 20 /downsample16bitimages /downsample16bitimage NOUN fis-4783 509 21 true true ADJ fis-4783 509 22 /flattenerpreset /flattenerpreset PUNCT fis-4783 510 1 < < X fis-4783 510 2 < < X fis-4783 510 3 /presetselector /presetselector X fis-4783 510 4 /mediumresolution /mediumresolution NOUN fis-4783 510 5 > > PUNCT fis-4783 510 6 > > X fis-4783 510 7 /formelements /formelement NOUN fis-4783 511 1 false false ADJ fis-4783 511 2 /generatestructure /generatestructure PUNCT fis-4783 511 3 false false ADJ fis-4783 511 4 /includebookmarks /includebookmark NOUN fis-4783 511 5 false false ADJ fis-4783 511 6 /includehyperlinks /includehyperlinks INTJ fis-4783 511 7 false false ADJ fis-4783 511 8 /includeinteractive /includeinteractive ADJ fis-4783 511 9 false false ADJ fis-4783 511 10 /includelayers /includelayer NOUN fis-4783 511 11 false false ADJ fis-4783 511 12 /includeprofiles /includeprofiles INTJ fis-4783 511 13 false false ADJ fis-4783 511 14 /multimediahandling /multimediahandling NOUN fis-4783 512 1 /useobjectsettings /useobjectsettings PRON fis-4783 513 1 /namespace /namespace PUNCT fis-4783 514 1 [ [ PUNCT fis-4783 514 2 ( ( PUNCT fis-4783 514 3 adobe adobe PROPN fis-4783 514 4 ) ) PUNCT fis-4783 514 5 ( ( PUNCT fis-4783 514 6 creativesuite creativesuite NOUN fis-4783 514 7 ) ) PUNCT fis-4783 514 8 ( ( PUNCT fis-4783 514 9 2.0 2.0 NUM fis-4783 514 10 ) ) PUNCT fis-4783 514 11 ] ] PUNCT fis-4783 515 1 /pdfxoutputintentprofileselector /pdfxoutputintentprofileselector INTJ fis-4783 515 2 /documentcmyk /documentcmyk PUNCT fis-4783 516 1 /preserveediting /preserveedite VERB fis-4783 516 2 true true ADJ fis-4783 516 3 /untaggedcmykhandling /untaggedcmykhandling NOUN fis-4783 516 4 /leaveuntagged /leaveuntagge VERB fis-4783 516 5 /untaggedrgbhandling /untaggedrgbhandling NOUN fis-4783 516 6 /usedocumentprofile /usedocumentprofile INTJ fis-4783 516 7 /usedocumentbleed /usedocumentbleed NOUN fis-4783 517 1 false false ADJ fis-4783 517 2 > > PUNCT fis-4783 517 3 > > X fis-4783 517 4 ] ] PUNCT fis-4783 517 5 > > PUNCT fis-4783 517 6 > > X fis-4783 517 7 setdistillerparams setdistillerparam NOUN fis-4783 518 1 < < X fis-4783 518 2 < < X fis-4783 518 3 /hwresolution /hwresolution NOUN fis-4783 519 1 [ [ X fis-4783 519 2 2400 2400 NUM fis-4783 519 3 2400 2400 NUM fis-4783 519 4 ] ] PUNCT fis-4783 519 5 /pagesize /pagesize X fis-4783 520 1 [ [ X fis-4783 520 2 612.000 612.000 NUM fis-4783 520 3 792.000 792.000 NUM fis-4783 520 4 ] ] PUNCT fis-4783 520 5 > > PUNCT fis-4783 520 6 > > X fis-4783 520 7 setpagedevice setpagedevice PROPN