id sid tid token lemma pos fis-2434 1 1 microsoft microsoft PROPN fis-2434 1 2 word word NOUN fis-2434 1 3 numero_49_art_35_2434 numero_49_art_35_2434 PROPN fis-2434 1 4 a. a. NOUN fis-2434 1 5 abdelhalim abdelhalim PROPN fis-2434 1 6 et et PROPN fis-2434 1 7 alii alii PROPN fis-2434 1 8 , , PUNCT fis-2434 1 9 frattura frattura PROPN fis-2434 1 10 ed ed PROPN fis-2434 1 11 integrità integrità PROPN fis-2434 1 12 strutturale strutturale PROPN fis-2434 1 13 , , PUNCT fis-2434 1 14 49 49 NUM fis-2434 1 15 ( ( PUNCT fis-2434 1 16 2019 2019 NUM fis-2434 1 17 ) ) PUNCT fis-2434 1 18 350 350 NUM fis-2434 1 19 - - SYM fis-2434 1 20 359 359 NUM fis-2434 1 21 ; ; PUNCT fis-2434 1 22 doi doi NOUN fis-2434 1 23 : : PUNCT fis-2434 1 24 10.3221 10.3221 NUM fis-2434 1 25 / / SYM fis-2434 1 26 igf igf PROPN fis-2434 1 27 - - NOUN fis-2434 1 28 esis.49.35 esis.49.35 PROPN fis-2434 1 29 350 350 NUM fis-2434 1 30 focused focus VERB fis-2434 1 31 on on ADP fis-2434 1 32 fracture fracture NOUN fis-2434 1 33 mechanics mechanic NOUN fis-2434 1 34 versus versus ADP fis-2434 1 35 environment environment NOUN fis-2434 1 36 ann ann PROPN fis-2434 1 37 approach approach NOUN fis-2434 1 38 to to PART fis-2434 1 39 predict predict VERB fis-2434 1 40 the the DET fis-2434 1 41 flow flow NOUN fis-2434 1 42 stress stress NOUN fis-2434 1 43 of of ADP fis-2434 1 44 cmn cmn NOUN fis-2434 1 45 ( ( PUNCT fis-2434 1 46 nb nb NOUN fis-2434 1 47 - - PUNCT fis-2434 1 48 ti ti NOUN fis-2434 1 49 - - PUNCT fis-2434 1 50 v v NOUN fis-2434 1 51 ) ) PUNCT fis-2434 1 52 micro micro ADJ fis-2434 1 53 alloyed alloy VERB fis-2434 1 54 steel steel PROPN fis-2434 1 55 allaoui allaoui PROPN fis-2434 1 56 abdelhalim abdelhalim PROPN fis-2434 1 57 department department PROPN fis-2434 1 58 of of ADP fis-2434 1 59 metallurgy metallurgy NOUN fis-2434 1 60 and and CCONJ fis-2434 1 61 materials material NOUN fis-2434 1 62 engineering engineering NOUN fis-2434 1 63 , , PUNCT fis-2434 1 64 badji badji PROPN fis-2434 1 65 mokhtar mokhtar PROPN fis-2434 1 66 university university PROPN fis-2434 1 67 , , PUNCT fis-2434 1 68 annaba annaba PROPN fis-2434 1 69 , , PUNCT fis-2434 1 70 algeria algeria PROPN fis-2434 1 71 halim_allaoui23@yahoo.fr halim_allaoui23@yahoo.fr PROPN fis-2434 1 72 , , PUNCT fis-2434 1 73 http://orcid.org/0000-0001-2345-6789 http://orcid.org/0000-0001-2345-6789 NOUN fis-2434 1 74 guedri guedri ADJ fis-2434 1 75 abdelmoumene abdelmoumene NOUN fis-2434 1 76 , , PUNCT fis-2434 1 77 darsouni darsouni ADJ fis-2434 1 78 lamia lamia NOUN fis-2434 1 79 infra infra NOUN fis-2434 1 80 - - PUNCT fis-2434 1 81 res re NOUN fis-2434 1 82 laboratory laboratory NOUN fis-2434 1 83 , , PUNCT fis-2434 1 84 university university NOUN fis-2434 1 85 of of ADP fis-2434 1 86 souk souk PROPN fis-2434 1 87 ahras ahra NOUN fis-2434 1 88 , , PUNCT fis-2434 1 89 souk souk NOUN fis-2434 1 90 ahras ahras PROPN fis-2434 1 91 , , PUNCT fis-2434 1 92 algeria algeria PROPN fis-2434 1 93 foundry foundry PROPN fis-2434 1 94 laboratory laboratory NOUN fis-2434 1 95 , , PUNCT fis-2434 1 96 badji badji PROPN fis-2434 1 97 mokhtar mokhtar PROPN fis-2434 1 98 university university PROPN fis-2434 1 99 , , PUNCT fis-2434 1 100 annaba annaba PROPN fis-2434 1 101 , , PUNCT fis-2434 1 102 algeria algeria PROPN fis-2434 1 103 guedri_moumen guedri_moumen PROPN fis-2434 1 104 @yahoo.fr @yahoo.fr NOUN fis-2434 1 105 , , PUNCT fis-2434 1 106 http://orcid.org/0000-0002-2345-6790 http://orcid.org/0000-0002-2345-6790 ADP fis-2434 1 107 ch-lamia@hotmail.fr ch-lamia@hotmail.fr PROPN fis-2434 1 108 , , PUNCT fis-2434 1 109 http://orcid.org/0000-0002-2345-6791 http://orcid.org/0000-0002-2345-6791 PROPN fis-2434 1 110 darsouni darsouni VERB fis-2434 1 111 abderrazek abderrazek ADJ fis-2434 1 112 foundry foundry NOUN fis-2434 1 113 laboratory laboratory NOUN fis-2434 1 114 , , PUNCT fis-2434 1 115 badji badji PROPN fis-2434 1 116 mokhtar mokhtar PROPN fis-2434 1 117 university university PROPN fis-2434 1 118 , , PUNCT fis-2434 1 119 annaba annaba PROPN fis-2434 1 120 , , PUNCT fis-2434 1 121 algeria algeria PROPN fis-2434 1 122 darsouniabdel@yahoo.fr darsouniabdel@yahoo.fr PROPN fis-2434 1 123 , , PUNCT fis-2434 1 124 http://orcid.org/0000-0003-2345-6792 http://orcid.org/0000-0003-2345-6792 NOUN fis-2434 1 125 abstract abstract NOUN fis-2434 1 126 . . PUNCT fis-2434 2 1 the the DET fis-2434 2 2 flow flow NOUN fis-2434 2 3 behavior behavior NOUN fis-2434 2 4 of of ADP fis-2434 2 5 cmn cmn NOUN fis-2434 2 6 ( ( PUNCT fis-2434 2 7 nb nb NOUN fis-2434 2 8 - - PUNCT fis-2434 2 9 ti ti NOUN fis-2434 2 10 - - PUNCT fis-2434 2 11 v v NOUN fis-2434 2 12 ) ) PUNCT fis-2434 2 13 micro micro ADJ fis-2434 2 14 alloyed alloy VERB fis-2434 2 15 steel steel NOUN fis-2434 2 16 was be AUX fis-2434 2 17 studied study VERB fis-2434 2 18 by by ADP fis-2434 2 19 hot hot ADJ fis-2434 2 20 compression compression NOUN fis-2434 2 21 tests test NOUN fis-2434 2 22 in in ADP fis-2434 2 23 a a DET fis-2434 2 24 wide wide ADJ fis-2434 2 25 range range NOUN fis-2434 2 26 of of ADP fis-2434 2 27 temperatures temperature NOUN fis-2434 2 28 ( ( PUNCT fis-2434 2 29 700 700 NUM fis-2434 2 30 ° ° NOUN fis-2434 2 31 c c NOUN fis-2434 2 32 to to ADP fis-2434 2 33 1050 1050 NUM fis-2434 2 34 ° ° NOUN fis-2434 2 35 c c NOUN fis-2434 2 36 , , PUNCT fis-2434 2 37 step step VERB fis-2434 2 38 50 50 NUM fis-2434 2 39 ° ° NOUN fis-2434 2 40 c c NOUN fis-2434 2 41 ) ) PUNCT fis-2434 2 42 , , PUNCT fis-2434 2 43 strain strain NOUN fis-2434 2 44 rates rate NOUN fis-2434 2 45 ( ( PUNCT fis-2434 2 46 0.000734 0.000734 NUM fis-2434 2 47 s-1 s-1 NOUN fis-2434 2 48 , , PUNCT fis-2434 2 49 0.0029 0.0029 NUM fis-2434 2 50 s-1 s-1 NOUN fis-2434 2 51 , , PUNCT fis-2434 2 52 and and CCONJ fis-2434 2 53 0.0146 0.0146 NUM fis-2434 2 54 s-1 s-1 NOUN fis-2434 2 55 ) ) PUNCT fis-2434 2 56 and and CCONJ fis-2434 2 57 true true ADJ fis-2434 2 58 strain strain NOUN fis-2434 2 59 of of ADP fis-2434 2 60 0 0 NUM fis-2434 2 61 to to PART fis-2434 2 62 0.8 0.8 NUM fis-2434 2 63 . . PUNCT fis-2434 3 1 based base VERB fis-2434 3 2 on on ADP fis-2434 3 3 the the DET fis-2434 3 4 experimental experimental ADJ fis-2434 3 5 true true ADJ fis-2434 3 6 stress stress NOUN fis-2434 3 7 - - PUNCT fis-2434 3 8 plastic plastic ADJ fis-2434 3 9 strain strain NOUN fis-2434 3 10 data datum NOUN fis-2434 3 11 , , PUNCT fis-2434 3 12 the the DET fis-2434 3 13 artificial artificial ADJ fis-2434 3 14 neural neural ADJ fis-2434 3 15 network network NOUN fis-2434 3 16 ( ( PUNCT fis-2434 3 17 ann ann PROPN fis-2434 3 18 ) ) PUNCT fis-2434 3 19 methods method NOUN fis-2434 3 20 were be AUX fis-2434 3 21 employed employ VERB fis-2434 3 22 to to PART fis-2434 3 23 predict predict VERB fis-2434 3 24 the the DET fis-2434 3 25 flow flow NOUN fis-2434 3 26 stress stress NOUN fis-2434 3 27 of of ADP fis-2434 3 28 cmn cmn NOUN fis-2434 3 29 ( ( PUNCT fis-2434 3 30 nb nb NOUN fis-2434 3 31 - - PUNCT fis-2434 3 32 ti ti NOUN fis-2434 3 33 - - NOUN fis-2434 3 34 v v NOUN fis-2434 3 35 ) ) PUNCT fis-2434 3 36 . . PUNCT fis-2434 4 1 the the DET fis-2434 4 2 ann ann PROPN fis-2434 4 3 model model NOUN fis-2434 4 4 was be AUX fis-2434 4 5 trained train VERB fis-2434 4 6 with with ADP fis-2434 4 7 levenbergmarquardt levenbergmarquardt NOUN fis-2434 4 8 ( ( PUNCT fis-2434 4 9 lm lm ADJ fis-2434 4 10 ) ) PUNCT fis-2434 4 11 algorithm algorithm NOUN fis-2434 4 12 . . PUNCT fis-2434 5 1 the the DET fis-2434 5 2 optimal optimal ADJ fis-2434 5 3 lm lm INTJ fis-2434 5 4 neural neural ADJ fis-2434 5 5 network network NOUN fis-2434 5 6 model model NOUN fis-2434 5 7 with with ADP fis-2434 5 8 two two NUM fis-2434 5 9 hidden hide VERB fis-2434 5 10 layer layer NOUN fis-2434 5 11 network network NOUN fis-2434 5 12 with with ADP fis-2434 5 13 ten ten NUM fis-2434 5 14 neurons neuron NOUN fis-2434 5 15 in in ADP fis-2434 5 16 the the DET fis-2434 5 17 first first ADJ fis-2434 5 18 and and CCONJ fis-2434 5 19 ten ten NUM fis-2434 5 20 neurons neuron NOUN fis-2434 5 21 in in ADP fis-2434 5 22 the the DET fis-2434 5 23 second second NOUN fis-2434 5 24 gives give VERB fis-2434 5 25 the the DET fis-2434 5 26 best good ADJ fis-2434 5 27 predictions prediction NOUN fis-2434 5 28 is be AUX fis-2434 5 29 developed develop VERB fis-2434 5 30 . . PUNCT fis-2434 6 1 it it PRON fis-2434 6 2 is be AUX fis-2434 6 3 demonstrated demonstrate VERB fis-2434 6 4 that that SCONJ fis-2434 6 5 the the DET fis-2434 6 6 lv lv PROPN fis-2434 6 7 neural neural ADJ fis-2434 6 8 network network NOUN fis-2434 6 9 model model NOUN fis-2434 6 10 has have VERB fis-2434 6 11 better well ADJ fis-2434 6 12 performance performance NOUN fis-2434 6 13 in in ADP fis-2434 6 14 predicting predict VERB fis-2434 6 15 the the DET fis-2434 6 16 flow flow NOUN fis-2434 6 17 stress stress NOUN fis-2434 6 18 . . PUNCT fis-2434 7 1 the the DET fis-2434 7 2 results result NOUN fis-2434 7 3 can can AUX fis-2434 7 4 be be AUX fis-2434 7 5 further far ADV fis-2434 7 6 used use VERB fis-2434 7 7 in in ADP fis-2434 7 8 mathematical mathematical ADJ fis-2434 7 9 simulation simulation NOUN fis-2434 7 10 of of ADP fis-2434 7 11 hot hot ADJ fis-2434 7 12 metal metal NOUN fis-2434 7 13 forming form VERB fis-2434 7 14 processes process NOUN fis-2434 7 15 . . PUNCT fis-2434 8 1 keywords keyword NOUN fis-2434 8 2 . . PUNCT fis-2434 9 1 flow flow NOUN fis-2434 9 2 stress stress NOUN fis-2434 9 3 ; ; PUNCT fis-2434 9 4 micro micro ADJ fis-2434 9 5 alloyed alloy VERB fis-2434 9 6 steel steel NOUN fis-2434 9 7 ; ; PUNCT fis-2434 9 8 artificial artificial ADJ fis-2434 9 9 neural neural ADJ fis-2434 9 10 network network NOUN fis-2434 9 11 ; ; PUNCT fis-2434 9 12 hot hot ADJ fis-2434 9 13 compression compression NOUN fis-2434 9 14 tests test NOUN fis-2434 9 15 . . PUNCT fis-2434 10 1 citation citation NOUN fis-2434 10 2 : : PUNCT fis-2434 11 1 allaoui allaoui PROPN fis-2434 11 2 , , PUNCT fis-2434 11 3 a. a. NOUN fis-2434 11 4 , , PUNCT fis-2434 11 5 guedri guedri NOUN fis-2434 11 6 , , PUNCT fis-2434 11 7 a. a. NOUN fis-2434 11 8 , , PUNCT fis-2434 11 9 darsouni darsouni PROPN fis-2434 11 10 , , PUNCT fis-2434 11 11 l. l. PROPN fis-2434 11 12 , , PUNCT fis-2434 11 13 darsouni darsouni PROPN fis-2434 11 14 , , PUNCT fis-2434 11 15 a. a. NOUN fis-2434 11 16 , , PUNCT fis-2434 11 17 ann ann PROPN fis-2434 11 18 approach approach NOUN fis-2434 11 19 to to PART fis-2434 11 20 predict predict VERB fis-2434 11 21 the the DET fis-2434 11 22 flow flow NOUN fis-2434 11 23 stress stress NOUN fis-2434 11 24 of of ADP fis-2434 11 25 cmn cmn NOUN fis-2434 11 26 ( ( PUNCT fis-2434 11 27 nb nb NOUN fis-2434 11 28 - - PUNCT fis-2434 11 29 ti ti NOUN fis-2434 11 30 - - PUNCT fis-2434 11 31 v v NOUN fis-2434 11 32 ) ) PUNCT fis-2434 11 33 micro micro ADJ fis-2434 11 34 alloyed alloy VERB fis-2434 11 35 steel steel NOUN fis-2434 11 36 based base VERB fis-2434 11 37 on on ADP fis-2434 11 38 compression compression NOUN fis-2434 11 39 tests test NOUN fis-2434 11 40 , , PUNCT fis-2434 11 41 frattura frattura PROPN fis-2434 11 42 ed ed PROPN fis-2434 11 43 integrità integrità PROPN fis-2434 11 44 strutturale strutturale PROPN fis-2434 11 45 , , PUNCT fis-2434 11 46 49 49 NUM fis-2434 11 47 ( ( PUNCT fis-2434 11 48 2019 2019 NUM fis-2434 11 49 ) ) PUNCT fis-2434 11 50 350 350 NUM fis-2434 11 51 - - SYM fis-2434 11 52 359 359 NUM fis-2434 11 53 . . PUNCT fis-2434 11 54 received receive VERB fis-2434 11 55 : : PUNCT fis-2434 11 56 13.03.2019 13.03.2019 NUM fis-2434 11 57 accepted accept VERB fis-2434 11 58 : : PUNCT fis-2434 11 59 10.05.2019 10.05.2019 NUM fis-2434 11 60 published publish VERB fis-2434 11 61 : : PUNCT fis-2434 11 62 01.07.2019 01.07.2019 NUM fis-2434 12 1 copyright copyright NOUN fis-2434 12 2 : : PUNCT fis-2434 12 3 © © PROPN fis-2434 12 4 2019 2019 NUM fis-2434 12 5 this this PRON fis-2434 12 6 is be AUX fis-2434 12 7 an an DET fis-2434 12 8 open open ADJ fis-2434 12 9 access access NOUN fis-2434 12 10 article article NOUN fis-2434 12 11 under under ADP fis-2434 12 12 the the DET fis-2434 12 13 terms term NOUN fis-2434 12 14 of of ADP fis-2434 12 15 the the DET fis-2434 12 16 cc cc NOUN fis-2434 12 17 - - PUNCT fis-2434 12 18 by by ADP fis-2434 12 19 4.0 4.0 NUM fis-2434 12 20 , , PUNCT fis-2434 12 21 which which PRON fis-2434 12 22 permits permit VERB fis-2434 12 23 unrestricted unrestricted ADJ fis-2434 12 24 use use NOUN fis-2434 12 25 , , PUNCT fis-2434 12 26 distribution distribution NOUN fis-2434 12 27 , , PUNCT fis-2434 12 28 and and CCONJ fis-2434 12 29 reproduction reproduction NOUN fis-2434 12 30 in in ADP fis-2434 12 31 any any DET fis-2434 12 32 medium medium NOUN fis-2434 12 33 , , PUNCT fis-2434 12 34 provided provide VERB fis-2434 12 35 the the DET fis-2434 12 36 original original ADJ fis-2434 12 37 author author NOUN fis-2434 12 38 and and CCONJ fis-2434 12 39 source source NOUN fis-2434 12 40 are be AUX fis-2434 12 41 credited credit VERB fis-2434 12 42 . . PUNCT fis-2434 13 1 introduction introduction NOUN fis-2434 13 2 o o NOUN fis-2434 13 3 optimize optimize VERB fis-2434 13 4 the the DET fis-2434 13 5 technology technology NOUN fis-2434 13 6 of of ADP fis-2434 13 7 a a DET fis-2434 13 8 metal metal NOUN fis-2434 13 9 forming form VERB fis-2434 13 10 operation operation NOUN fis-2434 13 11 , , PUNCT fis-2434 13 12 it it PRON fis-2434 13 13 is be AUX fis-2434 13 14 necessary necessary ADJ fis-2434 13 15 to to PART fis-2434 13 16 experiment experiment VERB fis-2434 13 17 the the DET fis-2434 13 18 constituent constituent NOUN fis-2434 13 19 relationships relationship NOUN fis-2434 13 20 relating relate VERB fis-2434 13 21 process process NOUN fis-2434 13 22 variables variable NOUN fis-2434 13 23 such such ADJ fis-2434 13 24 as as ADP fis-2434 13 25 temperature temperature NOUN fis-2434 13 26 , , PUNCT fis-2434 13 27 strain strain NOUN fis-2434 13 28 rate rate NOUN fis-2434 13 29 and and CCONJ fis-2434 13 30 deformation deformation NOUN fis-2434 13 31 to to ADP fis-2434 13 32 the the DET fis-2434 13 33 flow flow NOUN fis-2434 13 34 stress stress NOUN fis-2434 13 35 of of ADP fis-2434 13 36 the the DET fis-2434 13 37 deforming deform VERB fis-2434 13 38 material material NOUN fis-2434 13 39 [ [ X fis-2434 13 40 1 1 NUM fis-2434 13 41 ] ] PUNCT fis-2434 13 42 . . PUNCT fis-2434 14 1 appropriate appropriate ADJ fis-2434 14 2 modeling modeling NOUN fis-2434 14 3 of of ADP fis-2434 14 4 hot hot ADJ fis-2434 14 5 deformation deformation NOUN fis-2434 14 6 curves curve NOUN fis-2434 14 7 is be AUX fis-2434 14 8 the the DET fis-2434 14 9 first first ADJ fis-2434 14 10 step step NOUN fis-2434 14 11 in in ADP fis-2434 14 12 a a DET fis-2434 14 13 mathematical mathematical ADJ fis-2434 14 14 simulation simulation NOUN fis-2434 14 15 of of ADP fis-2434 14 16 hot hot ADJ fis-2434 14 17 t t PROPN fis-2434 14 18 http://www.gruppofrattura.it/va/49/2434.mp4 http://www.gruppofrattura.it/va/49/2434.mp4 NOUN fis-2434 14 19 a. a. NOUN fis-2434 14 20 abdelhalim abdelhalim PROPN fis-2434 14 21 et et PROPN fis-2434 14 22 alii alii PROPN fis-2434 14 23 , , PUNCT fis-2434 14 24 frattura frattura PROPN fis-2434 14 25 ed ed PROPN fis-2434 14 26 integrità integrità PROPN fis-2434 14 27 strutturale strutturale PROPN fis-2434 14 28 , , PUNCT fis-2434 14 29 49 49 NUM fis-2434 14 30 ( ( PUNCT fis-2434 14 31 2019 2019 NUM fis-2434 14 32 ) ) PUNCT fis-2434 14 33 350 350 NUM fis-2434 14 34 - - SYM fis-2434 14 35 359 359 NUM fis-2434 14 36 ; ; PUNCT fis-2434 14 37 doi doi NOUN fis-2434 14 38 : : PUNCT fis-2434 14 39 10.3221 10.3221 NUM fis-2434 14 40 / / SYM fis-2434 14 41 igf igf PROPN fis-2434 14 42 - - NOUN fis-2434 14 43 esis.49.35 esis.49.35 ADJ fis-2434 14 44 351 351 NUM fis-2434 14 45 deformation deformation NOUN fis-2434 14 46 processes process NOUN fis-2434 14 47 , , PUNCT fis-2434 14 48 such such ADJ fis-2434 14 49 as as ADP fis-2434 14 50 hot hot ADJ fis-2434 14 51 forging forging NOUN fis-2434 14 52 and and CCONJ fis-2434 14 53 hot hot ADJ fis-2434 14 54 rolling rolling NOUN fis-2434 14 55 . . PUNCT fis-2434 15 1 a a DET fis-2434 15 2 more more ADV fis-2434 15 3 widely widely ADV fis-2434 15 4 adopted adopt VERB fis-2434 15 5 approach approach NOUN fis-2434 15 6 is be AUX fis-2434 15 7 to to PART fis-2434 15 8 obtain obtain VERB fis-2434 15 9 constitutive constitutive ADJ fis-2434 15 10 equations equation NOUN fis-2434 15 11 from from ADP fis-2434 15 12 experimentally experimentally ADV fis-2434 15 13 determined determine VERB fis-2434 15 14 flow flow NOUN fis-2434 15 15 curves curve NOUN fis-2434 15 16 [ [ X fis-2434 15 17 2 2 NUM fis-2434 15 18 ] ] PUNCT fis-2434 15 19 . . PUNCT fis-2434 16 1 therefore therefore ADV fis-2434 16 2 , , PUNCT fis-2434 16 3 many many ADJ fis-2434 16 4 researchers researcher NOUN fis-2434 16 5 have have AUX fis-2434 16 6 opted opt VERB fis-2434 16 7 for for ADP fis-2434 16 8 empirical empirical ADJ fis-2434 16 9 methods method NOUN fis-2434 16 10 through through ADP fis-2434 16 11 which which PRON fis-2434 16 12 they they PRON fis-2434 16 13 relate relate VERB fis-2434 16 14 the the DET fis-2434 16 15 process process NOUN fis-2434 16 16 variables variable NOUN fis-2434 16 17 to to ADP fis-2434 16 18 the the DET fis-2434 16 19 flow flow NOUN fis-2434 16 20 stress stress NOUN fis-2434 17 1 [ [ X fis-2434 17 2 3–5 3–5 NOUN fis-2434 17 3 ] ] PUNCT fis-2434 17 4 . . PUNCT fis-2434 18 1 recent recent ADJ fis-2434 18 2 studies study NOUN fis-2434 18 3 [ [ X fis-2434 18 4 6–8 6–8 X fis-2434 18 5 ] ] X fis-2434 18 6 have have AUX fis-2434 18 7 shown show VERB fis-2434 18 8 that that SCONJ fis-2434 18 9 the the DET fis-2434 18 10 methodology methodology NOUN fis-2434 18 11 of of ADP fis-2434 18 12 neural neural ADJ fis-2434 18 13 networks network NOUN fis-2434 18 14 can can AUX fis-2434 18 15 be be AUX fis-2434 18 16 adopted adopt VERB fis-2434 18 17 to to PART fis-2434 18 18 resolve resolve VERB fis-2434 18 19 problems problem NOUN fis-2434 18 20 , , PUNCT fis-2434 18 21 which which PRON fis-2434 18 22 are be AUX fis-2434 18 23 difficult difficult ADJ fis-2434 18 24 to to PART fis-2434 18 25 answer answer VERB fis-2434 18 26 using use VERB fis-2434 18 27 traditional traditional ADJ fis-2434 18 28 methods method NOUN fis-2434 18 29 , , PUNCT fis-2434 18 30 and and CCONJ fis-2434 18 31 demonstrated demonstrate VERB fis-2434 18 32 that that SCONJ fis-2434 18 33 ann ann PROPN fis-2434 18 34 techniques technique NOUN fis-2434 18 35 can can AUX fis-2434 18 36 model model VERB fis-2434 18 37 hot hot ADJ fis-2434 18 38 deformation deformation NOUN fis-2434 18 39 flow flow NOUN fis-2434 18 40 curves curve NOUN fis-2434 18 41 of of ADP fis-2434 18 42 different different ADJ fis-2434 18 43 materials material NOUN fis-2434 18 44 . . PUNCT fis-2434 19 1 the the DET fis-2434 19 2 objective objective NOUN fis-2434 19 3 of of ADP fis-2434 19 4 this this DET fis-2434 19 5 study study NOUN fis-2434 19 6 is be AUX fis-2434 19 7 to to PART fis-2434 19 8 predict predict VERB fis-2434 19 9 the the DET fis-2434 19 10 flow flow NOUN fis-2434 19 11 stress stress NOUN fis-2434 19 12 of of ADP fis-2434 19 13 micro micro ADJ fis-2434 19 14 - - NOUN fis-2434 19 15 alloy alloy ADJ fis-2434 19 16 steel steel NOUN fis-2434 19 17 cmn cmn NOUN fis-2434 19 18 ( ( PUNCT fis-2434 19 19 nb nb NOUN fis-2434 19 20 - - PUNCT fis-2434 19 21 ti ti NOUN fis-2434 19 22 - - PUNCT fis-2434 19 23 v v NOUN fis-2434 19 24 ) ) PUNCT fis-2434 19 25 using use VERB fis-2434 19 26 a a DET fis-2434 19 27 neural neural ADJ fis-2434 19 28 network network NOUN fis-2434 19 29 approach approach NOUN fis-2434 19 30 . . PUNCT fis-2434 20 1 experiments experiment NOUN fis-2434 20 2 material material NOUN fis-2434 20 3 and and CCONJ fis-2434 20 4 experiment experiment NOUN fis-2434 20 5 procedures procedure NOUN fis-2434 20 6 he he PRON fis-2434 20 7 hot hot ADJ fis-2434 20 8 compression compression NOUN fis-2434 20 9 test test NOUN fis-2434 20 10 is be AUX fis-2434 20 11 the the DET fis-2434 20 12 most most ADV fis-2434 20 13 suitable suitable ADJ fis-2434 20 14 of of ADP fis-2434 20 15 all all DET fis-2434 20 16 the the DET fis-2434 20 17 deformation deformation NOUN fis-2434 20 18 tests test NOUN fis-2434 20 19 for for ADP fis-2434 20 20 the the DET fis-2434 20 21 study study NOUN fis-2434 20 22 of of ADP fis-2434 20 23 the the DET fis-2434 20 24 rheological rheological ADJ fis-2434 20 25 parameters parameter NOUN fis-2434 20 26 , , PUNCT fis-2434 20 27 because because SCONJ fis-2434 20 28 it it PRON fis-2434 20 29 makes make VERB fis-2434 20 30 it it PRON fis-2434 20 31 possible possible ADJ fis-2434 20 32 to to PART fis-2434 20 33 obtain obtain VERB fis-2434 20 34 a a DET fis-2434 20 35 homogeneous homogeneous ADJ fis-2434 20 36 deformation deformation NOUN fis-2434 20 37 in in ADP fis-2434 20 38 the the DET fis-2434 20 39 sample sample NOUN fis-2434 20 40 from from ADP fis-2434 20 41 an an DET fis-2434 20 42 improvement improvement NOUN fis-2434 20 43 of of ADP fis-2434 20 44 the the DET fis-2434 20 45 lubrication lubrication NOUN fis-2434 20 46 conditions condition NOUN fis-2434 20 47 to to ADP fis-2434 20 48 the the DET fis-2434 20 49 sample sample NOUN fis-2434 20 50 - - PUNCT fis-2434 20 51 heap heap NOUN fis-2434 20 52 interface interface NOUN fis-2434 20 53 of of ADP fis-2434 20 54 the the DET fis-2434 20 55 machine machine NOUN fis-2434 20 56 . . PUNCT fis-2434 21 1 the the DET fis-2434 21 2 compression compression NOUN fis-2434 21 3 test test NOUN fis-2434 21 4 also also ADV fis-2434 21 5 makes make VERB fis-2434 21 6 it it PRON fis-2434 21 7 possible possible ADJ fis-2434 21 8 to to PART fis-2434 21 9 achieve achieve VERB fis-2434 21 10 deformations deformation NOUN fis-2434 21 11 of of ADP fis-2434 21 12 the the DET fis-2434 21 13 order order NOUN fis-2434 21 14 of of ADP fis-2434 21 15 unity unity NOUN fis-2434 21 16 . . PUNCT fis-2434 22 1 the the DET fis-2434 22 2 hot hot ADJ fis-2434 22 3 compression compression NOUN fis-2434 22 4 device device NOUN fis-2434 22 5 is be AUX fis-2434 22 6 shown show VERB fis-2434 22 7 in in ADP fis-2434 22 8 fig.1 fig.1 PROPN fis-2434 22 9 . . PUNCT fis-2434 23 1 it it PRON fis-2434 23 2 also also ADV fis-2434 23 3 allows allow VERB fis-2434 23 4 the the DET fis-2434 23 5 quenching quenching NOUN fis-2434 23 6 of of ADP fis-2434 23 7 the the DET fis-2434 23 8 sample sample NOUN fis-2434 23 9 at at ADP fis-2434 23 10 the the DET fis-2434 23 11 end end NOUN fis-2434 23 12 of of ADP fis-2434 23 13 the the DET fis-2434 23 14 test test NOUN fis-2434 23 15 . . PUNCT fis-2434 24 1 the the DET fis-2434 24 2 heating heating NOUN fis-2434 24 3 is be AUX fis-2434 24 4 done do VERB fis-2434 24 5 by by ADP fis-2434 24 6 radiation radiation NOUN fis-2434 24 7 in in ADP fis-2434 24 8 a a DET fis-2434 24 9 quartz quartz NOUN fis-2434 24 10 tube tube NOUN fis-2434 24 11 , , PUNCT fis-2434 24 12 which which PRON fis-2434 24 13 ensures ensure VERB fis-2434 24 14 the the DET fis-2434 24 15 best good ADJ fis-2434 24 16 compromise compromise NOUN fis-2434 24 17 between between ADP fis-2434 24 18 the the DET fis-2434 24 19 flexibility flexibility NOUN fis-2434 24 20 of of ADP fis-2434 24 21 use use NOUN fis-2434 24 22 and and CCONJ fis-2434 24 23 the the DET fis-2434 24 24 rate rate NOUN fis-2434 24 25 of of ADP fis-2434 24 26 rise rise NOUN fis-2434 24 27 in in ADP fis-2434 24 28 temperature temperature NOUN fis-2434 24 29 using use VERB fis-2434 24 30 six six NUM fis-2434 24 31 infrared infrared ADJ fis-2434 24 32 lamps lamp NOUN fis-2434 24 33 placed place VERB fis-2434 24 34 at at ADP fis-2434 24 35 the the DET fis-2434 24 36 focus focus NOUN fis-2434 24 37 of of ADP fis-2434 24 38 a a DET fis-2434 24 39 dish dish NOUN fis-2434 24 40 . . PUNCT fis-2434 25 1 the the DET fis-2434 25 2 heating heating NOUN fis-2434 25 3 zone zone NOUN fis-2434 25 4 is be AUX fis-2434 25 5 larger large ADJ fis-2434 25 6 with with ADP fis-2434 25 7 a a DET fis-2434 25 8 homogeneous homogeneous ADJ fis-2434 25 9 temperature temperature NOUN fis-2434 25 10 . . PUNCT fis-2434 26 1 figure figure NOUN fis-2434 26 2 1 1 NUM fis-2434 26 3 : : PUNCT fis-2434 26 4 experimental experimental ADJ fis-2434 26 5 equipment equipment NOUN fis-2434 26 6 of of ADP fis-2434 26 7 the the DET fis-2434 26 8 compression compression NOUN fis-2434 26 9 tests test VERB fis-2434 26 10 the the DET fis-2434 26 11 compression compression NOUN fis-2434 26 12 test test NOUN fis-2434 26 13 also also ADV fis-2434 26 14 makes make VERB fis-2434 26 15 it it PRON fis-2434 26 16 possible possible ADJ fis-2434 26 17 to to PART fis-2434 26 18 achieve achieve VERB fis-2434 26 19 deformations deformation NOUN fis-2434 26 20 of of ADP fis-2434 26 21 the the DET fis-2434 26 22 order order NOUN fis-2434 26 23 of of ADP fis-2434 26 24 unity unity NOUN fis-2434 26 25 . . PUNCT fis-2434 27 1 the the DET fis-2434 27 2 hot hot ADJ fis-2434 27 3 compression compression NOUN fis-2434 27 4 device device NOUN fis-2434 27 5 is be AUX fis-2434 27 6 shown show VERB fis-2434 27 7 in in ADP fis-2434 27 8 fig.1 fig.1 PROPN fis-2434 27 9 . . PUNCT fis-2434 28 1 it it PRON fis-2434 28 2 also also ADV fis-2434 28 3 allows allow VERB fis-2434 28 4 the the DET fis-2434 28 5 quenching quenching NOUN fis-2434 28 6 of of ADP fis-2434 28 7 the the DET fis-2434 28 8 sample sample NOUN fis-2434 28 9 at at ADP fis-2434 28 10 the the DET fis-2434 28 11 end end NOUN fis-2434 28 12 of of ADP fis-2434 28 13 the the DET fis-2434 28 14 test test NOUN fis-2434 28 15 . . PUNCT fis-2434 29 1 the the DET fis-2434 29 2 heating heating NOUN fis-2434 29 3 is be AUX fis-2434 29 4 done do VERB fis-2434 29 5 by by ADP fis-2434 29 6 radiation radiation NOUN fis-2434 29 7 in in ADP fis-2434 29 8 a a DET fis-2434 29 9 quartz quartz NOUN fis-2434 29 10 tube tube NOUN fis-2434 29 11 , , PUNCT fis-2434 29 12 which which PRON fis-2434 29 13 ensures ensure VERB fis-2434 29 14 the the DET fis-2434 29 15 best good ADJ fis-2434 29 16 compromise compromise NOUN fis-2434 29 17 between between ADP fis-2434 29 18 the the DET fis-2434 29 19 flexibility flexibility NOUN fis-2434 29 20 of of ADP fis-2434 29 21 use use NOUN fis-2434 29 22 and and CCONJ fis-2434 29 23 the the DET fis-2434 29 24 rate rate NOUN fis-2434 29 25 of of ADP fis-2434 29 26 rise rise NOUN fis-2434 29 27 in in ADP fis-2434 29 28 temperature temperature NOUN fis-2434 29 29 using use VERB fis-2434 29 30 six six NUM fis-2434 29 31 infrared infrared ADJ fis-2434 29 32 lamps lamp NOUN fis-2434 29 33 placed place VERB fis-2434 29 34 at at ADP fis-2434 29 35 the the DET fis-2434 29 36 focus focus NOUN fis-2434 29 37 of of ADP fis-2434 29 38 a a DET fis-2434 29 39 dish dish NOUN fis-2434 29 40 . . PUNCT fis-2434 30 1 the the DET fis-2434 30 2 heating heating NOUN fis-2434 30 3 zone zone NOUN fis-2434 30 4 is be AUX fis-2434 30 5 larger large ADJ fis-2434 30 6 with with ADP fis-2434 30 7 a a DET fis-2434 30 8 homogeneous homogeneous ADJ fis-2434 30 9 temperature temperature NOUN fis-2434 30 10 . . PUNCT fis-2434 31 1 the the DET fis-2434 31 2 compression compression NOUN fis-2434 31 3 test test NOUN fis-2434 31 4 is be AUX fis-2434 31 5 controlled control VERB fis-2434 31 6 by by ADP fis-2434 31 7 a a DET fis-2434 31 8 computer computer NOUN fis-2434 31 9 and and CCONJ fis-2434 31 10 provides provide VERB fis-2434 31 11 the the DET fis-2434 31 12 position position NOUN fis-2434 31 13 regulation regulation NOUN fis-2434 31 14 of of ADP fis-2434 31 15 the the DET fis-2434 31 16 cross cross NOUN fis-2434 31 17 during during ADP fis-2434 31 18 the the DET fis-2434 31 19 rise rise NOUN fis-2434 31 20 in in ADP fis-2434 31 21 temperature temperature NOUN fis-2434 31 22 , , PUNCT fis-2434 31 23 so so SCONJ fis-2434 31 24 that that SCONJ fis-2434 31 25 the the DET fis-2434 31 26 upper upper ADJ fis-2434 31 27 pile pile NOUN fis-2434 31 28 always always ADV fis-2434 31 29 remains remain VERB fis-2434 31 30 in in ADP fis-2434 31 31 contact contact NOUN fis-2434 31 32 with with ADP fis-2434 31 33 the the DET fis-2434 31 34 sample sample NOUN fis-2434 31 35 . . PUNCT fis-2434 32 1 a a DET fis-2434 32 2 programmer programmer NOUN fis-2434 32 3 managed manage VERB fis-2434 32 4 by by ADP fis-2434 32 5 microprocessor microprocessor NOUN fis-2434 32 6 allows allow VERB fis-2434 32 7 performing perform VERB fis-2434 32 8 complex complex ADJ fis-2434 32 9 thermomechanical thermomechanical ADJ fis-2434 32 10 cycles cycle NOUN fis-2434 32 11 . . PUNCT fis-2434 33 1 the the DET fis-2434 33 2 maximum maximum ADJ fis-2434 33 3 permissible permissible ADJ fis-2434 33 4 temperatures temperature NOUN fis-2434 33 5 in in ADP fis-2434 33 6 this this DET fis-2434 33 7 model model NOUN fis-2434 33 8 are be AUX fis-2434 33 9 of of ADP fis-2434 33 10 the the DET fis-2434 33 11 order order NOUN fis-2434 33 12 of of ADP fis-2434 33 13 1300 1300 NUM fis-2434 33 14 ° ° NOUN fis-2434 33 15 c c NOUN fis-2434 33 16 . . PUNCT fis-2434 34 1 the the DET fis-2434 34 2 force force NOUN fis-2434 34 3 is be AUX fis-2434 34 4 measured measure VERB fis-2434 34 5 continuously continuously ADV fis-2434 34 6 . . PUNCT fis-2434 35 1 when when SCONJ fis-2434 35 2 this this PRON fis-2434 35 3 exceeds exceed VERB fis-2434 35 4 a a DET fis-2434 35 5 certain certain ADJ fis-2434 35 6 threshold threshold NOUN fis-2434 35 7 , , PUNCT fis-2434 35 8 the the DET fis-2434 35 9 cross cross NOUN fis-2434 35 10 is be AUX fis-2434 35 11 automatically automatically ADV fis-2434 35 12 raised raise VERB fis-2434 35 13 to to PART fis-2434 35 14 cancel cancel VERB fis-2434 35 15 the the DET fis-2434 35 16 force force NOUN fis-2434 35 17 . . PUNCT fis-2434 36 1 in in ADP fis-2434 36 2 this this DET fis-2434 36 3 way way NOUN fis-2434 36 4 , , PUNCT fis-2434 36 5 the the DET fis-2434 36 6 effect effect NOUN fis-2434 36 7 of of ADP fis-2434 36 8 dilation dilation NOUN fis-2434 36 9 is be AUX fis-2434 36 10 compensated compensate VERB fis-2434 36 11 . . PUNCT fis-2434 37 1 the the DET fis-2434 37 2 samples sample NOUN fis-2434 37 3 used use VERB fis-2434 37 4 are be AUX fis-2434 37 5 cylindrical cylindrical ADJ fis-2434 37 6 with with ADP fis-2434 37 7 a a DET fis-2434 37 8 diameter diameter NOUN fis-2434 37 9 of of ADP fis-2434 37 10 7.8 7.8 NUM fis-2434 37 11 mm mm NOUN fis-2434 37 12 and and CCONJ fis-2434 37 13 a a DET fis-2434 37 14 height height NOUN fis-2434 37 15 of of ADP fis-2434 37 16 11.3 11.3 NUM fis-2434 37 17 mm mm NOUN fis-2434 37 18 . . PUNCT fis-2434 38 1 before before ADP fis-2434 38 2 deformation deformation NOUN fis-2434 38 3 , , PUNCT fis-2434 38 4 our our PRON fis-2434 38 5 samples sample NOUN fis-2434 38 6 are be AUX fis-2434 38 7 heated heat VERB fis-2434 38 8 inside inside ADP fis-2434 38 9 the the DET fis-2434 38 10 compression compression NOUN fis-2434 38 11 device device NOUN fis-2434 38 12 up up ADP fis-2434 38 13 to to ADP fis-2434 38 14 the the DET fis-2434 38 15 test test NOUN fis-2434 38 16 temperature temperature NOUN fis-2434 38 17 at at ADP fis-2434 38 18 a a DET fis-2434 38 19 rate rate NOUN fis-2434 38 20 of of ADP fis-2434 38 21 100 100 NUM fis-2434 38 22 ° ° NOUN fis-2434 38 23 c c NOUN fis-2434 38 24 per per ADP fis-2434 38 25 minute minute NOUN fis-2434 38 26 . . PUNCT fis-2434 39 1 the the DET fis-2434 39 2 temperature temperature NOUN fis-2434 39 3 is be AUX fis-2434 39 4 controlled control VERB fis-2434 39 5 by by ADP fis-2434 39 6 two two NUM fis-2434 39 7 thermocouples thermocouple NOUN fis-2434 39 8 placed place VERB fis-2434 39 9 one one NUM fis-2434 39 10 above above ADP fis-2434 39 11 and and CCONJ fis-2434 39 12 one one NUM fis-2434 39 13 below below ADP fis-2434 39 14 the the DET fis-2434 39 15 sample sample NOUN fis-2434 39 16 . . PUNCT fis-2434 40 1 as as ADV fis-2434 40 2 soon soon ADV fis-2434 40 3 as as SCONJ fis-2434 40 4 the the DET fis-2434 40 5 test test NOUN fis-2434 40 6 is be AUX fis-2434 40 7 finished finish VERB fis-2434 40 8 , , PUNCT fis-2434 40 9 the the DET fis-2434 40 10 upper upper ADJ fis-2434 40 11 pile pile NOUN fis-2434 40 12 of of ADP fis-2434 40 13 the the DET fis-2434 40 14 machine machine NOUN fis-2434 40 15 rises rise VERB fis-2434 40 16 automatically automatically ADV fis-2434 40 17 to to PART fis-2434 40 18 allow allow VERB fis-2434 40 19 us we PRON fis-2434 40 20 to to PART fis-2434 40 21 soak soak VERB fis-2434 40 22 our our PRON fis-2434 40 23 samples sample NOUN fis-2434 40 24 very very ADV fis-2434 40 25 quickly quickly ADV fis-2434 40 26 using use VERB fis-2434 40 27 a a DET fis-2434 40 28 finger finger NOUN fis-2434 40 29 that that PRON fis-2434 40 30 is be AUX fis-2434 40 31 actuated actuate VERB fis-2434 40 32 from from ADP fis-2434 40 33 the the DET fis-2434 40 34 outside outside NOUN fis-2434 40 35 . . PUNCT fis-2434 41 1 the the DET fis-2434 41 2 compression compression NOUN fis-2434 41 3 tests test NOUN fis-2434 41 4 were be AUX fis-2434 41 5 carried carry VERB fis-2434 41 6 out out ADP fis-2434 41 7 at at ADP fis-2434 41 8 temperatures temperature NOUN fis-2434 41 9 between between ADP fis-2434 41 10 700 700 NUM fis-2434 41 11 ° ° NOUN fis-2434 41 12 c c NOUN fis-2434 41 13 and and CCONJ fis-2434 41 14 1050 1050 NUM fis-2434 41 15 ° ° NOUN fis-2434 41 16 c c NOUN fis-2434 41 17 , , PUNCT fis-2434 41 18 for for ADP fis-2434 41 19 deformation deformation NOUN fis-2434 41 20 rates rate NOUN fis-2434 41 21 going go VERB fis-2434 41 22 from from ADP fis-2434 41 23 ( ( PUNCT fis-2434 41 24 0.000734 0.000734 NUM fis-2434 41 25 , , PUNCT fis-2434 41 26 0.0029 0.0029 NUM fis-2434 41 27 , , PUNCT fis-2434 41 28 and and CCONJ fis-2434 41 29 0.0146 0.0146 NUM fis-2434 41 30 s-1 s-1 NOUN fis-2434 41 31 ) ) PUNCT fis-2434 41 32 , , PUNCT fis-2434 41 33 depending depend VERB fis-2434 41 34 on on ADP fis-2434 41 35 the the DET fis-2434 41 36 cycle cycle NOUN fis-2434 41 37 shown show VERB fis-2434 41 38 in in ADP fis-2434 41 39 fig fig NOUN fis-2434 41 40 . . PUNCT fis-2434 42 1 2 2 X fis-2434 42 2 . . X fis-2434 42 3 this this DET fis-2434 42 4 cycle cycle NOUN fis-2434 42 5 aims aim VERB fis-2434 42 6 is be AUX fis-2434 42 7 a a DET fis-2434 42 8 gradual gradual ADJ fis-2434 42 9 precipitation precipitation NOUN fis-2434 42 10 of of ADP fis-2434 42 11 the the DET fis-2434 42 12 additive additive ADJ fis-2434 42 13 elements element NOUN fis-2434 42 14 . . PUNCT fis-2434 43 1 after after ADP fis-2434 43 2 homogenization homogenization NOUN fis-2434 43 3 of of ADP fis-2434 43 4 the the DET fis-2434 43 5 structure structure NOUN fis-2434 43 6 by by ADP fis-2434 43 7 heating heat VERB fis-2434 43 8 at at ADP fis-2434 43 9 1300 1300 NUM fis-2434 43 10 ° ° ADP fis-2434 43 11 c c NOUN fis-2434 43 12 followed follow VERB fis-2434 43 13 by by ADP fis-2434 43 14 quenching quench VERB fis-2434 43 15 with with ADP fis-2434 43 16 water water NOUN fis-2434 43 17 , , PUNCT fis-2434 43 18 the the DET fis-2434 43 19 specimens specimen NOUN fis-2434 43 20 are be AUX fis-2434 43 21 fixed fix VERB fis-2434 43 22 in in ADP fis-2434 43 23 the the DET fis-2434 43 24 compression compression NOUN fis-2434 43 25 device device NOUN fis-2434 43 26 where where SCONJ fis-2434 43 27 they they PRON fis-2434 43 28 undergo undergo VERB fis-2434 43 29 a a DET fis-2434 43 30 solution solution NOUN fis-2434 43 31 treatment treatment NOUN fis-2434 43 32 at at ADP fis-2434 43 33 t t PROPN fis-2434 43 34 a. a. NOUN fis-2434 43 35 abdelhalim abdelhalim PROPN fis-2434 43 36 et et PROPN fis-2434 43 37 alii alii PROPN fis-2434 43 38 , , PUNCT fis-2434 43 39 frattura frattura PROPN fis-2434 43 40 ed ed PROPN fis-2434 43 41 integrità integrità PROPN fis-2434 43 42 strutturale strutturale PROPN fis-2434 43 43 , , PUNCT fis-2434 43 44 49 49 NUM fis-2434 43 45 ( ( PUNCT fis-2434 43 46 2019 2019 NUM fis-2434 43 47 ) ) PUNCT fis-2434 43 48 350 350 NUM fis-2434 43 49 - - SYM fis-2434 43 50 359 359 NUM fis-2434 43 51 ; ; PUNCT fis-2434 43 52 doi doi NOUN fis-2434 43 53 : : PUNCT fis-2434 43 54 10.3221 10.3221 NUM fis-2434 43 55 / / SYM fis-2434 43 56 igf igf PROPN fis-2434 43 57 - - NOUN fis-2434 43 58 esis.49.35 esis.49.35 ADJ fis-2434 43 59 352 352 NUM fis-2434 43 60 1050 1050 NUM fis-2434 43 61 ° ° NOUN fis-2434 43 62 c c NOUN fis-2434 43 63 . . PUNCT fis-2434 44 1 then then ADV fis-2434 44 2 they they PRON fis-2434 44 3 are be AUX fis-2434 44 4 cooled cool VERB fis-2434 44 5 to to ADP fis-2434 44 6 the the DET fis-2434 44 7 deformation deformation NOUN fis-2434 44 8 temperature temperature NOUN fis-2434 44 9 , , PUNCT fis-2434 44 10 which which PRON fis-2434 44 11 is be AUX fis-2434 44 12 between between ADP fis-2434 44 13 700 700 NUM fis-2434 44 14 ° ° NOUN fis-2434 44 15 c c NOUN fis-2434 44 16 and and CCONJ fis-2434 44 17 1050 1050 NUM fis-2434 44 18 ° ° NOUN fis-2434 45 1 c c X fis-2434 45 2 . . PUNCT fis-2434 45 3 tab tab NOUN fis-2434 45 4 . . PUNCT fis-2434 45 5 1 1 NUM fis-2434 45 6 show show VERB fis-2434 45 7 detailed detailed ADJ fis-2434 45 8 chemical chemical NOUN fis-2434 45 9 compositions composition NOUN fis-2434 45 10 and and CCONJ fis-2434 45 11 figs fig NOUN fis-2434 45 12 . . PUNCT fis-2434 46 1 ( ( PUNCT fis-2434 46 2 3–4 3–4 NUM fis-2434 46 3 ) ) PUNCT fis-2434 46 4 present present ADJ fis-2434 46 5 starting start VERB fis-2434 46 6 microstructure microstructure NOUN fis-2434 46 7 . . PUNCT fis-2434 47 1 the the DET fis-2434 47 2 average average ADJ fis-2434 47 3 grain grain NOUN fis-2434 47 4 size size NOUN fis-2434 47 5 is be AUX fis-2434 47 6 about about ADV fis-2434 47 7 40 40 NUM fis-2434 47 8 µm µm NUM fis-2434 47 9 . . PUNCT fis-2434 48 1 % % INTJ fis-2434 48 2 c c NOUN fis-2434 48 3 % % NOUN fis-2434 48 4 s s VERB fis-2434 49 1 % % NOUN fis-2434 50 1 p p NOUN fis-2434 51 1 % % NOUN fis-2434 52 1 al al PROPN fis-2434 52 2 % % NOUN fis-2434 53 1 si si INTJ fis-2434 53 2 % % INTJ fis-2434 53 3 mn mn PROPN fis-2434 54 1 % % NOUN fis-2434 54 2 v v ADP fis-2434 54 3 % % INTJ fis-2434 55 1 nb nb INTJ fis-2434 55 2 % % NOUN fis-2434 55 3 ti ti PROPN fis-2434 55 4 0.044 0.044 NUM fis-2434 55 5 0.012 0.012 NUM fis-2434 55 6 0.012 0.012 NUM fis-2434 55 7 0.017 0.017 NUM fis-2434 55 8 0.22 0.22 NUM fis-2434 55 9 1.45 1.45 NUM fis-2434 55 10 0.053 0.053 NUM fis-2434 55 11 0.080 0.080 NUM fis-2434 55 12 0.041 0.041 NUM fis-2434 55 13 table table NOUN fis-2434 55 14 1 1 NUM fis-2434 55 15 : : PUNCT fis-2434 55 16 the the DET fis-2434 55 17 detailed detailed ADJ fis-2434 55 18 chemical chemical NOUN fis-2434 55 19 compositions composition NOUN fis-2434 55 20 figure figure VERB fis-2434 55 21 2 2 NUM fis-2434 55 22 : : PUNCT fis-2434 55 23 experimental experimental ADJ fis-2434 55 24 procedures procedure NOUN fis-2434 55 25 for for ADP fis-2434 55 26 the the DET fis-2434 55 27 compression compression NOUN fis-2434 55 28 tests test NOUN fis-2434 55 29 of of ADP fis-2434 55 30 cmn cmn NOUN fis-2434 55 31 ( ( PUNCT fis-2434 55 32 nb nb NOUN fis-2434 55 33 - - PUNCT fis-2434 55 34 ti ti NOUN fis-2434 55 35 - - PUNCT fis-2434 55 36 v v NOUN fis-2434 55 37 ) ) PUNCT fis-2434 55 38 micro micro ADJ fis-2434 55 39 alloyed alloy VERB fis-2434 55 40 steel steel NOUN fis-2434 55 41 . . PUNCT fis-2434 56 1 figure figure VERB fis-2434 56 2 3 3 NUM fis-2434 56 3 : : PUNCT fis-2434 56 4 microstructure microstructure NOUN fis-2434 56 5 of of ADP fis-2434 56 6 the the DET fis-2434 56 7 raw raw ADJ fis-2434 56 8 steel steel NOUN fis-2434 56 9 casting cast VERB fis-2434 56 10 figure figure NOUN fis-2434 56 11 4 4 NUM fis-2434 56 12 : : PUNCT fis-2434 56 13 raw raw ADJ fis-2434 56 14 casting casting NOUN fis-2434 56 15 sample sample NOUN fis-2434 56 16 quenched quench VERB fis-2434 56 17 after after ADP fis-2434 56 18 austenization austenization NOUN fis-2434 56 19 at at ADP fis-2434 56 20 1300 1300 NUM fis-2434 56 21 ° ° SYM fis-2434 56 22 c c NOUN fis-2434 56 23 . . PUNCT fis-2434 57 1 experimental experimental ADJ fis-2434 57 2 results result NOUN fis-2434 57 3 figs fig NOUN fis-2434 57 4 . . PUNCT fis-2434 58 1 ( ( PUNCT fis-2434 58 2 5–7 5–7 NOUN fis-2434 58 3 ) ) PUNCT fis-2434 58 4 show show VERB fis-2434 58 5 real real ADJ fis-2434 58 6 stress stress NOUN fis-2434 58 7 - - PUNCT fis-2434 58 8 strain strain NOUN fis-2434 58 9 curves curve NOUN fis-2434 58 10 resulted result VERB fis-2434 58 11 from from ADP fis-2434 58 12 hot hot ADJ fis-2434 58 13 compression compression NOUN fis-2434 58 14 at at ADP fis-2434 58 15 different different ADJ fis-2434 58 16 temperatures temperature NOUN fis-2434 58 17 ( ( PUNCT fis-2434 58 18 from from ADP fis-2434 58 19 700 700 NUM fis-2434 58 20 ° ° NOUN fis-2434 58 21 c c NOUN fis-2434 58 22 to to ADP fis-2434 58 23 1050 1050 NUM fis-2434 59 1 ° ° NOUN fis-2434 59 2 c c NOUN fis-2434 59 3 ) ) PUNCT fis-2434 60 1 and and CCONJ fis-2434 60 2 strain strain VERB fis-2434 60 3 rates rate NOUN fis-2434 60 4 values value NOUN fis-2434 60 5 of of ADP fis-2434 60 6 0.0146 0.0146 NUM fis-2434 60 7 s-1 s-1 NOUN fis-2434 60 8 , , PUNCT fis-2434 60 9 0.0029 0.0029 NUM fis-2434 60 10 s-1 s-1 NOUN fis-2434 60 11 and and CCONJ fis-2434 60 12 0.000734 0.000734 NUM fis-2434 60 13 s-1 s-1 NOUN fis-2434 60 14 . . PUNCT fis-2434 61 1 their their PRON fis-2434 61 2 paces pace NOUN fis-2434 61 3 suggest suggest VERB fis-2434 61 4 classifying classify VERB fis-2434 61 5 them they PRON fis-2434 61 6 in in ADP fis-2434 61 7 three three NUM fis-2434 61 8 types type NOUN fis-2434 61 9 a a DET fis-2434 61 10 , , PUNCT fis-2434 61 11 b b NOUN fis-2434 61 12 and and CCONJ fis-2434 61 13 c c NOUN fis-2434 61 14 , , PUNCT fis-2434 61 15 according accord VERB fis-2434 61 16 to to ADP fis-2434 61 17 the the DET fis-2434 61 18 different different ADJ fis-2434 61 19 ranges range NOUN fis-2434 61 20 of of ADP fis-2434 61 21 temperature temperature NOUN fis-2434 61 22 : : PUNCT fis-2434 61 23 o o NOUN fis-2434 61 24 the the DET fis-2434 61 25 stress stress NOUN fis-2434 61 26 increases increase VERB fis-2434 61 27 rapidly rapidly ADV fis-2434 61 28 and and CCONJ fis-2434 61 29 decreases decrease VERB fis-2434 61 30 with with ADP fis-2434 61 31 a a DET fis-2434 61 32 significant significant ADJ fis-2434 61 33 slope slope NOUN fis-2434 61 34 ( ( PUNCT fis-2434 61 35 700 700 NUM fis-2434 61 36 ° ° NOUN fis-2434 61 37 c c NOUN fis-2434 61 38 and and CCONJ fis-2434 61 39 750 750 NUM fis-2434 61 40 ° ° NOUN fis-2434 61 41 c c NOUN fis-2434 61 42 ) ) PUNCT fis-2434 61 43 ( ( PUNCT fis-2434 61 44 type type VERB fis-2434 61 45 a a PRON fis-2434 61 46 ) ) PUNCT fis-2434 61 47 ; ; PUNCT fis-2434 61 48 o o X fis-2434 61 49 the the DET fis-2434 61 50 stress stress NOUN fis-2434 61 51 increases increase VERB fis-2434 61 52 rapidly rapidly ADV fis-2434 61 53 until until ADP fis-2434 61 54 reaching reach VERB fis-2434 61 55 a a DET fis-2434 61 56 plateau plateau NOUN fis-2434 61 57 ( ( PUNCT fis-2434 61 58 800 800 NUM fis-2434 61 59 ° ° NOUN fis-2434 61 60 c c NOUN fis-2434 61 61 and and CCONJ fis-2434 61 62 850 850 NUM fis-2434 61 63 ° ° NOUN fis-2434 61 64 c c X fis-2434 61 65 ) ) PUNCT fis-2434 61 66 ( ( PUNCT fis-2434 61 67 type type NOUN fis-2434 61 68 b b NOUN fis-2434 61 69 ) ) PUNCT fis-2434 61 70 ; ; PUNCT fis-2434 61 71 a. a. NOUN fis-2434 61 72 abdelhalim abdelhalim PROPN fis-2434 61 73 et et PROPN fis-2434 61 74 alii alii PROPN fis-2434 61 75 , , PUNCT fis-2434 61 76 frattura frattura PROPN fis-2434 61 77 ed ed PROPN fis-2434 61 78 integrità integrità PROPN fis-2434 61 79 strutturale strutturale PROPN fis-2434 61 80 , , PUNCT fis-2434 61 81 49 49 NUM fis-2434 61 82 ( ( PUNCT fis-2434 61 83 2019 2019 NUM fis-2434 61 84 ) ) PUNCT fis-2434 61 85 350 350 NUM fis-2434 61 86 - - SYM fis-2434 61 87 359 359 NUM fis-2434 61 88 ; ; PUNCT fis-2434 61 89 doi doi NOUN fis-2434 61 90 : : PUNCT fis-2434 61 91 10.3221 10.3221 NUM fis-2434 61 92 / / SYM fis-2434 61 93 igf igf PROPN fis-2434 61 94 - - NOUN fis-2434 61 95 esis.49.35 esis.49.35 ADJ fis-2434 61 96 353 353 NUM fis-2434 61 97 o o NOUN fis-2434 61 98 the the DET fis-2434 61 99 stress stress NOUN fis-2434 61 100 raises raise VERB fis-2434 61 101 up up ADP fis-2434 61 102 to to ADP fis-2434 61 103 a a DET fis-2434 61 104 maximum maximum NOUN fis-2434 61 105 after after ADP fis-2434 61 106 which which PRON fis-2434 61 107 it it PRON fis-2434 61 108 decreases decrease VERB fis-2434 61 109 more more ADV fis-2434 61 110 or or CCONJ fis-2434 61 111 less less ADV fis-2434 61 112 rapidly rapidly ADV fis-2434 61 113 to to PART fis-2434 61 114 reach reach VERB fis-2434 61 115 a a DET fis-2434 61 116 stationary stationary ADJ fis-2434 61 117 state state NOUN fis-2434 61 118 ( ( PUNCT fis-2434 61 119 austenitic austenitic ADJ fis-2434 61 120 domain domain NOUN fis-2434 61 121 ) ) PUNCT fis-2434 61 122 ( ( PUNCT fis-2434 61 123 type type NOUN fis-2434 61 124 c c NOUN fis-2434 61 125 ) ) PUNCT fis-2434 61 126 . . PUNCT fis-2434 62 1 figure figure VERB fis-2434 62 2 5 5 NUM fis-2434 62 3 : : PUNCT fis-2434 62 4 stress stress NOUN fis-2434 62 5 - - PUNCT fis-2434 62 6 strain strain NOUN fis-2434 62 7 curves curve NOUN fis-2434 62 8 under under ADP fis-2434 62 9 different different ADJ fis-2434 62 10 temperatures temperature NOUN fis-2434 62 11 with with ADP fis-2434 62 12 a a DET fis-2434 62 13 value value NOUN fis-2434 62 14 of of ADP fis-2434 62 15 0.0029 0.0029 NUM fis-2434 62 16 s-1 s-1 PROPN fis-2434 62 17 strain strain NOUN fis-2434 62 18 rate rate NOUN fis-2434 62 19 . . PUNCT fis-2434 63 1 figure figure VERB fis-2434 63 2 6 6 NUM fis-2434 63 3 : : PUNCT fis-2434 63 4 stress stress NOUN fis-2434 63 5 - - PUNCT fis-2434 63 6 strain strain NOUN fis-2434 63 7 curves curve NOUN fis-2434 63 8 under under ADP fis-2434 63 9 different different ADJ fis-2434 63 10 temperatures temperature NOUN fis-2434 63 11 with with ADP fis-2434 63 12 a a DET fis-2434 63 13 value value NOUN fis-2434 63 14 of of ADP fis-2434 63 15 0.0146 0.0146 NUM fis-2434 63 16 s-1 s-1 NOUN fis-2434 63 17 strain strain NOUN fis-2434 63 18 rate rate NOUN fis-2434 63 19 figure figure NOUN fis-2434 63 20 7 7 NUM fis-2434 63 21 : : PUNCT fis-2434 63 22 stress stress NOUN fis-2434 63 23 - - PUNCT fis-2434 63 24 strain strain NOUN fis-2434 63 25 curves curve NOUN fis-2434 63 26 under under ADP fis-2434 63 27 different different ADJ fis-2434 63 28 temperatures temperature NOUN fis-2434 63 29 with with ADP fis-2434 63 30 a a DET fis-2434 63 31 value value NOUN fis-2434 63 32 of of ADP fis-2434 63 33 0.000734 0.000734 NUM fis-2434 63 34 s-1 s-1 NOUN fis-2434 63 35 strain strain NOUN fis-2434 63 36 rate rate NOUN fis-2434 63 37 a. a. PROPN fis-2434 63 38 abdelhalim abdelhalim PROPN fis-2434 63 39 et et PROPN fis-2434 63 40 alii alii PROPN fis-2434 63 41 , , PUNCT fis-2434 63 42 frattura frattura PROPN fis-2434 63 43 ed ed PROPN fis-2434 63 44 integrità integrità PROPN fis-2434 63 45 strutturale strutturale PROPN fis-2434 63 46 , , PUNCT fis-2434 63 47 49 49 NUM fis-2434 63 48 ( ( PUNCT fis-2434 63 49 2019 2019 NUM fis-2434 63 50 ) ) PUNCT fis-2434 63 51 350 350 NUM fis-2434 63 52 - - SYM fis-2434 63 53 359 359 NUM fis-2434 63 54 ; ; PUNCT fis-2434 63 55 doi doi NOUN fis-2434 63 56 : : PUNCT fis-2434 63 57 10.3221 10.3221 NUM fis-2434 63 58 / / SYM fis-2434 63 59 igf igf PROPN fis-2434 63 60 - - NOUN fis-2434 63 61 esis.49.35 esis.49.35 ADJ fis-2434 63 62 354 354 NUM fis-2434 63 63 ann ann PROPN fis-2434 63 64 model model NOUN fis-2434 63 65 development development PROPN fis-2434 63 66 of of ADP fis-2434 63 67 ann ann PROPN fis-2434 63 68 model model NOUN fis-2434 63 69 n n CCONJ fis-2434 63 70 this this DET fis-2434 63 71 work work NOUN fis-2434 63 72 , , PUNCT fis-2434 63 73 an an DET fis-2434 63 74 ann ann PROPN fis-2434 63 75 model model NOUN fis-2434 63 76 for for ADP fis-2434 63 77 the the DET fis-2434 63 78 compression compression NOUN fis-2434 63 79 flow flow NOUN fis-2434 63 80 behaviors behavior NOUN fis-2434 63 81 of of ADP fis-2434 63 82 cmn cmn NOUN fis-2434 63 83 ( ( PUNCT fis-2434 63 84 nb nb NOUN fis-2434 63 85 - - PUNCT fis-2434 63 86 ti ti NOUN fis-2434 63 87 - - PUNCT fis-2434 63 88 v v NOUN fis-2434 63 89 ) ) PUNCT fis-2434 63 90 micro micro ADJ fis-2434 63 91 - - ADJ fis-2434 63 92 alloyed alloy VERB fis-2434 63 93 steel steel NOUN fis-2434 63 94 was be AUX fis-2434 63 95 developed develop VERB fis-2434 63 96 . . PUNCT fis-2434 64 1 the the DET fis-2434 64 2 input input NOUN fis-2434 64 3 variables variable NOUN fis-2434 64 4 are be AUX fis-2434 64 5 temperature temperature NOUN fis-2434 64 6 ( ( PUNCT fis-2434 64 7 t t NOUN fis-2434 64 8 ) ) PUNCT fis-2434 64 9 , , PUNCT fis-2434 64 10 strain strain NOUN fis-2434 64 11 rate rate NOUN fis-2434 64 12 ( ( PUNCT fis-2434 64 13 έ έ NOUN fis-2434 64 14 ) ) PUNCT fis-2434 64 15 and and CCONJ fis-2434 64 16 strain strain NOUN fis-2434 64 17 ( ( PUNCT fis-2434 64 18 ε ε PROPN fis-2434 64 19 ) ) PUNCT fis-2434 64 20 , , PUNCT fis-2434 64 21 and and CCONJ fis-2434 64 22 the the DET fis-2434 64 23 output output NOUN fis-2434 64 24 variable variable NOUN fis-2434 64 25 is be AUX fis-2434 64 26 the the DET fis-2434 64 27 flow flow NOUN fis-2434 64 28 stress stress NOUN fis-2434 64 29 ( ( PUNCT fis-2434 64 30 σf σf NOUN fis-2434 64 31 ) ) PUNCT fis-2434 64 32 . . PUNCT fis-2434 65 1 the the DET fis-2434 65 2 material material NOUN fis-2434 65 3 flow flow NOUN fis-2434 65 4 stress stress NOUN fis-2434 65 5 ( ( PUNCT fis-2434 65 6 σf σf NOUN fis-2434 65 7 ) ) PUNCT fis-2434 65 8 depends depend VERB fis-2434 65 9 on on ADP fis-2434 65 10 the the DET fis-2434 65 11 independent independent ADJ fis-2434 65 12 variables variable NOUN fis-2434 65 13 ( ( PUNCT fis-2434 65 14 ε ε PROPN fis-2434 65 15 , , PUNCT fis-2434 65 16 έ έ PROPN fis-2434 65 17 , , PUNCT fis-2434 65 18 t t PROPN fis-2434 65 19 ) ) PUNCT fis-2434 65 20 during during ADP fis-2434 65 21 hot hot ADJ fis-2434 65 22 working working NOUN fis-2434 65 23 process process NOUN fis-2434 65 24 . . PUNCT fis-2434 66 1 therefore therefore ADV fis-2434 66 2 , , PUNCT fis-2434 66 3 the the DET fis-2434 66 4 input input NOUN fis-2434 66 5 layer layer NOUN fis-2434 66 6 is be AUX fis-2434 66 7 composed compose VERB fis-2434 66 8 of of ADP fis-2434 66 9 three three NUM fis-2434 66 10 neurons neuron NOUN fis-2434 66 11 representing represent VERB fis-2434 66 12 these these DET fis-2434 66 13 variables variable NOUN fis-2434 66 14 . . PUNCT fis-2434 67 1 the the DET fis-2434 67 2 flow flow NOUN fis-2434 67 3 stress stress NOUN fis-2434 67 4 is be AUX fis-2434 67 5 represented represent VERB fis-2434 67 6 by by ADP fis-2434 67 7 the the DET fis-2434 67 8 neuron neuron NOUN fis-2434 67 9 in in ADP fis-2434 67 10 the the DET fis-2434 67 11 output output NOUN fis-2434 67 12 layer layer NOUN fis-2434 67 13 . . PUNCT fis-2434 68 1 matlab matlab PROPN fis-2434 68 2 was be AUX fis-2434 68 3 used use VERB fis-2434 68 4 to to PART fis-2434 68 5 train train VERB fis-2434 68 6 the the DET fis-2434 68 7 neural neural ADJ fis-2434 68 8 network network NOUN fis-2434 68 9 . . PUNCT fis-2434 69 1 it it PRON fis-2434 69 2 used use VERB fis-2434 69 3 the the DET fis-2434 69 4 levenberg levenberg PROPN fis-2434 69 5 — — PUNCT fis-2434 69 6 marquardt marquardt PROPN fis-2434 69 7 algorithm algorithm PROPN fis-2434 69 8 , , PUNCT fis-2434 69 9 which which PRON fis-2434 69 10 is be AUX fis-2434 69 11 known know VERB fis-2434 69 12 to to PART fis-2434 69 13 be be AUX fis-2434 69 14 highly highly ADV fis-2434 69 15 efficient efficient ADJ fis-2434 69 16 in in ADP fis-2434 69 17 solving solve VERB fis-2434 69 18 problems problem NOUN fis-2434 69 19 of of ADP fis-2434 69 20 non non ADJ fis-2434 69 21 - - ADJ fis-2434 69 22 linear linear ADJ fis-2434 69 23 optimization optimization NOUN fis-2434 69 24 . . PUNCT fis-2434 70 1 the the DET fis-2434 70 2 total total ADJ fis-2434 70 3 data datum NOUN fis-2434 70 4 of of ADP fis-2434 70 5 the the DET fis-2434 70 6 ann ann PROPN fis-2434 70 7 model model NOUN fis-2434 70 8 , , PUNCT fis-2434 70 9 which which PRON fis-2434 70 10 consists consist VERB fis-2434 70 11 of of ADP fis-2434 70 12 1168 1168 NUM fis-2434 70 13 input input NOUN fis-2434 70 14 — — PUNCT fis-2434 70 15 output output NOUN fis-2434 70 16 data data NOUN fis-2434 70 17 sets set NOUN fis-2434 70 18 , , PUNCT fis-2434 70 19 are be AUX fis-2434 70 20 derived derive VERB fis-2434 70 21 from from ADP fis-2434 70 22 the the DET fis-2434 70 23 24 24 NUM fis-2434 70 24 stress stress NOUN fis-2434 70 25 - - PUNCT fis-2434 70 26 strain strain NOUN fis-2434 70 27 curves curve NOUN fis-2434 70 28 . . PUNCT fis-2434 71 1 these these DET fis-2434 71 2 data datum NOUN fis-2434 71 3 were be AUX fis-2434 71 4 subdivided subdivide VERB fis-2434 71 5 into into ADP fis-2434 71 6 three three NUM fis-2434 71 7 groups group NOUN fis-2434 71 8 . . PUNCT fis-2434 72 1 the the DET fis-2434 72 2 first first ADJ fis-2434 72 3 group group NOUN fis-2434 72 4 consists consist VERB fis-2434 72 5 of of ADP fis-2434 72 6 590 590 NUM fis-2434 72 7 data datum NOUN fis-2434 72 8 sets set NOUN fis-2434 72 9 and and CCONJ fis-2434 72 10 is be AUX fis-2434 72 11 used use VERB fis-2434 72 12 to to PART fis-2434 72 13 train train VERB fis-2434 72 14 the the DET fis-2434 72 15 network network NOUN fis-2434 72 16 . . PUNCT fis-2434 73 1 the the DET fis-2434 73 2 second second ADJ fis-2434 73 3 group group NOUN fis-2434 73 4 is be AUX fis-2434 73 5 composed compose VERB fis-2434 73 6 of of ADP fis-2434 73 7 287 287 NUM fis-2434 73 8 and and CCONJ fis-2434 73 9 is be AUX fis-2434 73 10 used use VERB fis-2434 73 11 to to PART fis-2434 73 12 evaluate evaluate VERB fis-2434 73 13 the the DET fis-2434 73 14 generalisation generalisation NOUN fis-2434 73 15 . . PUNCT fis-2434 74 1 finally finally ADV fis-2434 74 2 the the DET fis-2434 74 3 last last ADJ fis-2434 74 4 group group NOUN fis-2434 74 5 , , PUNCT fis-2434 74 6 which which PRON fis-2434 74 7 consists consist VERB fis-2434 74 8 of of ADP fis-2434 74 9 291 291 NUM fis-2434 74 10 data datum NOUN fis-2434 74 11 sets set NOUN fis-2434 74 12 , , PUNCT fis-2434 74 13 is be AUX fis-2434 74 14 used use VERB fis-2434 74 15 to to PART fis-2434 74 16 validate validate VERB fis-2434 74 17 the the DET fis-2434 74 18 ann ann PROPN fis-2434 74 19 model model NOUN fis-2434 74 20 . . PUNCT fis-2434 75 1 in in ADP fis-2434 75 2 looking look VERB fis-2434 75 3 for for ADP fis-2434 75 4 the the DET fis-2434 75 5 best good ADJ fis-2434 75 6 ann ann PROPN fis-2434 75 7 model model NOUN fis-2434 75 8 , , PUNCT fis-2434 75 9 one one PRON fis-2434 75 10 has have VERB fis-2434 75 11 to to PART fis-2434 75 12 determine determine VERB fis-2434 75 13 the the DET fis-2434 75 14 appropriate appropriate ADJ fis-2434 75 15 number number NOUN fis-2434 75 16 of of ADP fis-2434 75 17 hidden hide VERB fis-2434 75 18 layers layer NOUN fis-2434 75 19 and and CCONJ fis-2434 75 20 the the DET fis-2434 75 21 number number NOUN fis-2434 75 22 of of ADP fis-2434 75 23 neurons neuron NOUN fis-2434 75 24 in in ADP fis-2434 75 25 each each DET fis-2434 75 26 one one NUM fis-2434 75 27 . . PUNCT fis-2434 76 1 this this PRON fis-2434 76 2 is be AUX fis-2434 76 3 done do VERB fis-2434 76 4 though though SCONJ fis-2434 76 5 training training NOUN fis-2434 76 6 and and CCONJ fis-2434 76 7 testing testing NOUN fis-2434 76 8 of of ADP fis-2434 76 9 different different ADJ fis-2434 76 10 network network NOUN fis-2434 76 11 structures structure NOUN fis-2434 76 12 and and CCONJ fis-2434 76 13 the the DET fis-2434 76 14 appropriate appropriate ADJ fis-2434 76 15 one one NOUN fis-2434 76 16 should should AUX fis-2434 76 17 ultimately ultimately ADV fis-2434 76 18 be be AUX fis-2434 76 19 determined determine VERB fis-2434 76 20 by by ADP fis-2434 76 21 evaluating evaluate VERB fis-2434 76 22 tolerance tolerance NOUN fis-2434 76 23 between between ADP fis-2434 76 24 predicted predict VERB fis-2434 76 25 and and CCONJ fis-2434 76 26 experimental experimental ADJ fis-2434 76 27 data datum NOUN fis-2434 76 28 . . PUNCT fis-2434 77 1 mean mean VERB fis-2434 77 2 square square ADJ fis-2434 77 3 error error NOUN fis-2434 77 4 , , PUNCT fis-2434 77 5 mse mse PROPN fis-2434 77 6 , , PUNCT fis-2434 77 7 indicator indicator NOUN fis-2434 77 8 as as SCONJ fis-2434 77 9 shown show VERB fis-2434 77 10 in in ADP fis-2434 77 11 eqn eqn NOUN fis-2434 77 12 . . PUNCT fis-2434 78 1 ( ( PUNCT fis-2434 78 2 1 1 X fis-2434 78 3 ) ) PUNCT fis-2434 78 4 was be AUX fis-2434 78 5 introduced introduce VERB fis-2434 78 6 to to PART fis-2434 78 7 evaluate evaluate VERB fis-2434 78 8 the the DET fis-2434 78 9 training training NOUN fis-2434 78 10 and and CCONJ fis-2434 78 11 generalization generalization NOUN fis-2434 78 12 performances performance NOUN fis-2434 78 13 of of ADP fis-2434 78 14 ann ann PROPN fis-2434 79 1 [ [ X fis-2434 79 2 7 7 NUM fis-2434 79 3 ] ] PUNCT fis-2434 79 4 . . PUNCT fis-2434 80 1   NOUN fis-2434 80 2   PUNCT fis-2434 81 1   NUM fis-2434 81 2   NUM fis-2434 82 1   ADJ fis-2434 82 2 2 2 NUM fis-2434 82 3 1 1 NUM fis-2434 82 4 1 1 NUM fis-2434 82 5                           SPACE fis-2434 82 6 n n PRON fis-2434 82 7 i i PRON fis-2434 82 8 mse mse NOUN fis-2434 82 9 ei ei PROPN fis-2434 82 10 pi pi PROPN fis-2434 82 11 n n PROPN fis-2434 82 12 ( ( PUNCT fis-2434 82 13 1 1 NUM fis-2434 82 14 ) ) PUNCT fis-2434 82 15 where where SCONJ fis-2434 82 16 e e NOUN fis-2434 82 17 and and CCONJ fis-2434 82 18 p p NOUN fis-2434 82 19 are be AUX fis-2434 82 20 experimental experimental ADJ fis-2434 82 21 and and CCONJ fis-2434 82 22 predicted predict VERB fis-2434 82 23 flow flow NOUN fis-2434 82 24 stress stress NOUN fis-2434 82 25 values value NOUN fis-2434 82 26 respectively respectively ADV fis-2434 82 27 and and CCONJ fis-2434 82 28 n n CCONJ fis-2434 82 29 the the DET fis-2434 82 30 number number NOUN fis-2434 82 31 of of ADP fis-2434 82 32 data datum NOUN fis-2434 82 33 sets set NOUN fis-2434 82 34 . . PUNCT fis-2434 83 1 the the DET fis-2434 83 2 training training NOUN fis-2434 83 3 and and CCONJ fis-2434 83 4 testing testing NOUN fis-2434 83 5 exercise exercise NOUN fis-2434 83 6 as as SCONJ fis-2434 83 7 indicated indicate VERB fis-2434 83 8 in in ADP fis-2434 83 9 the the DET fis-2434 83 10 previous previous ADJ fis-2434 83 11 paragraph paragraph NOUN fis-2434 83 12 resulted result VERB fis-2434 83 13 in in ADP fis-2434 83 14 a a DET fis-2434 83 15 network network NOUN fis-2434 83 16 of of ADP fis-2434 83 17 two two NUM fis-2434 83 18 hidden hidden ADJ fis-2434 83 19 layers layer NOUN fis-2434 83 20 with with ADP fis-2434 83 21 ten ten NUM fis-2434 83 22 neurons neuron NOUN fis-2434 83 23 in in ADP fis-2434 83 24 each each DET fis-2434 83 25 one one NUM fis-2434 83 26 . . PUNCT fis-2434 84 1 this this DET fis-2434 84 2 network network NOUN fis-2434 84 3 produced produce VERB fis-2434 84 4 an an DET fis-2434 84 5 mse mse NOUN fis-2434 84 6 value value NOUN fis-2434 84 7 of of ADP fis-2434 84 8 0.15 0.15 NUM fis-2434 84 9 as as SCONJ fis-2434 84 10 shown show VERB fis-2434 84 11 in in ADP fis-2434 84 12 fig fig NOUN fis-2434 84 13 . . PUNCT fis-2434 85 1 8 8 X fis-2434 85 2 . . PUNCT fis-2434 86 1 the the DET fis-2434 86 2 resulted resulted ADJ fis-2434 86 3 network network NOUN fis-2434 86 4 is be AUX fis-2434 86 5 shown show VERB fis-2434 86 6 in in ADP fis-2434 86 7 fig fig NOUN fis-2434 86 8 . . PUNCT fis-2434 87 1 9 9 X fis-2434 87 2 . . X fis-2434 87 3 figure figure NOUN fis-2434 87 4 8 8 NUM fis-2434 87 5 : : PUNCT fis-2434 87 6 the the DET fis-2434 87 7 square square ADJ fis-2434 87 8 error error NOUN fis-2434 87 9 ( ( PUNCT fis-2434 87 10 se se X fis-2434 87 11 ) ) PUNCT fis-2434 87 12 of of ADP fis-2434 87 13 all all DET fis-2434 87 14 data datum NOUN fis-2434 87 15 and and CCONJ fis-2434 87 16 the the DET fis-2434 87 17 mean mean ADJ fis-2434 87 18 square square ADJ fis-2434 87 19 error error NOUN fis-2434 87 20 ( ( PUNCT fis-2434 87 21 mse mse NOUN fis-2434 87 22 ) ) PUNCT fis-2434 87 23 figure figure NOUN fis-2434 87 24 9 9 NUM fis-2434 87 25 : : PUNCT fis-2434 87 26 the the DET fis-2434 87 27 architecture architecture NOUN fis-2434 87 28 of of ADP fis-2434 87 29 the the DET fis-2434 87 30 optimal optimal ADJ fis-2434 87 31 artificial artificial ADJ fis-2434 87 32 neural neural ADJ fis-2434 87 33 network network NOUN fis-2434 87 34 ( ( PUNCT fis-2434 87 35 ann ann PROPN fis-2434 87 36 ) ) PUNCT fis-2434 87 37 model model NOUN fis-2434 87 38 i i NOUN fis-2434 87 39 a. a. PROPN fis-2434 87 40 abdelhalim abdelhalim PROPN fis-2434 87 41 et et PROPN fis-2434 87 42 alii alii PROPN fis-2434 87 43 , , PUNCT fis-2434 87 44 frattura frattura PROPN fis-2434 87 45 ed ed PROPN fis-2434 87 46 integrità integrità PROPN fis-2434 87 47 strutturale strutturale PROPN fis-2434 87 48 , , PUNCT fis-2434 87 49 49 49 NUM fis-2434 87 50 ( ( PUNCT fis-2434 87 51 2019 2019 NUM fis-2434 87 52 ) ) PUNCT fis-2434 87 53 350 350 NUM fis-2434 87 54 - - SYM fis-2434 87 55 359 359 NUM fis-2434 87 56 ; ; PUNCT fis-2434 87 57 doi doi NOUN fis-2434 87 58 : : PUNCT fis-2434 87 59 10.3221 10.3221 NUM fis-2434 87 60 / / SYM fis-2434 87 61 igf igf PROPN fis-2434 87 62 - - ADJ fis-2434 87 63 esis.49.35 esis.49.35 ADJ fis-2434 87 64 355 355 NUM fis-2434 87 65 results result NOUN fis-2434 87 66 of of ADP fis-2434 87 67 the the DET fis-2434 87 68 developed develop VERB fis-2434 87 69 neural neural ADJ fis-2434 87 70 network network NOUN fis-2434 87 71 the the DET fis-2434 87 72 predictability predictability NOUN fis-2434 87 73 of of ADP fis-2434 87 74 ann ann PROPN fis-2434 87 75 model model NOUN fis-2434 87 76 is be AUX fis-2434 87 77 verified verify VERB fis-2434 87 78 in in ADP fis-2434 87 79 this this DET fis-2434 87 80 study study NOUN fis-2434 87 81 using use VERB fis-2434 87 82 two two NUM fis-2434 87 83 statistical statistical ADJ fis-2434 87 84 indicators indicator NOUN fis-2434 87 85 : : PUNCT fis-2434 87 86 the the DET fis-2434 87 87 absolute absolute ADJ fis-2434 87 88 relative relative ADJ fis-2434 87 89 error error NOUN fis-2434 87 90 ( ( PUNCT fis-2434 87 91 aare aare ADJ fis-2434 87 92 ) ) PUNCT fis-2434 87 93 and and CCONJ fis-2434 87 94 the the DET fis-2434 87 95 correlation correlation NOUN fis-2434 87 96 coefficient coefficient NOUN fis-2434 87 97 ( ( PUNCT fis-2434 87 98 r r NOUN fis-2434 87 99 ) ) PUNCT fis-2434 88 1 [ [ X fis-2434 88 2 8 8 NUM fis-2434 88 3 ] ] PUNCT fis-2434 88 4 . . PUNCT fis-2434 89 1 these these DET fis-2434 89 2 indicators indicator NOUN fis-2434 89 3 are be AUX fis-2434 89 4 given give VERB fis-2434 89 5 in in ADP fis-2434 89 6 eqns eqns PROPN fis-2434 89 7 . . PUNCT fis-2434 90 1 ( ( PUNCT fis-2434 90 2 2 2 NUM fis-2434 90 3 ) ) PUNCT fis-2434 90 4 and and CCONJ fis-2434 90 5 ( ( PUNCT fis-2434 90 6 3 3 NUM fis-2434 90 7 ) ) PUNCT fis-2434 90 8 . . PUNCT fis-2434 91 1 the the DET fis-2434 91 2 higher high ADJ fis-2434 91 3 value value NOUN fis-2434 91 4 of of ADP fis-2434 91 5 r r NOUN fis-2434 91 6 close close ADV fis-2434 91 7 to to ADP fis-2434 91 8 one one NUM fis-2434 91 9 illustrates illustrate VERB fis-2434 91 10 that that SCONJ fis-2434 91 11 the the DET fis-2434 91 12 predicted predict VERB fis-2434 91 13 values value NOUN fis-2434 91 14 conform conform VERB fis-2434 91 15 to to ADP fis-2434 91 16 the the DET fis-2434 91 17 experimental experimental ADJ fis-2434 91 18 ones one NOUN fis-2434 91 19 well well ADV fis-2434 91 20 ; ; PUNCT fis-2434 91 21 meanwhile meanwhile ADV fis-2434 91 22 , , PUNCT fis-2434 91 23 a a DET fis-2434 91 24 low low ADJ fis-2434 91 25 aare aare ADJ fis-2434 91 26 - - PUNCT fis-2434 91 27 value value NOUN fis-2434 91 28 close close ADJ fis-2434 91 29 to to ADP fis-2434 91 30 zero zero NUM fis-2434 91 31 indicates indicate VERB fis-2434 91 32 that that SCONJ fis-2434 91 33 the the DET fis-2434 91 34 sum sum NOUN fis-2434 91 35 of of ADP fis-2434 91 36 the the DET fis-2434 91 37 errors error NOUN fis-2434 91 38 between between ADP fis-2434 91 39 the the DET fis-2434 91 40 predicted predict VERB fis-2434 91 41 and and CCONJ fis-2434 91 42 experimental experimental ADJ fis-2434 91 43 values value NOUN fis-2434 91 44 tend tend VERB fis-2434 91 45 to to PART fis-2434 91 46 be be AUX fis-2434 91 47 zero zero NUM fis-2434 91 48 . . PUNCT fis-2434 92 1 thereby thereby ADV fis-2434 92 2 , , PUNCT fis-2434 92 3 such such ADJ fis-2434 92 4 r r NOUN fis-2434 92 5 and and CCONJ fis-2434 92 6 aare aare VERB fis-2434 92 7 are be AUX fis-2434 92 8 expected expect VERB fis-2434 92 9 . . PUNCT fis-2434 93 1   NOUN fis-2434 93 2   NOUN fis-2434 94 1   PUNCT fis-2434 94 2   NOUN fis-2434 94 3   SYM fis-2434 94 4   NOUN fis-2434 94 5   PUNCT fis-2434 95 1   PRON fis-2434 96 1   NUM fis-2434 96 2   PROPN fis-2434 96 3   PROPN fis-2434 96 4   PROPN fis-2434 96 5   PROPN fis-2434 96 6   PROPN fis-2434 96 7   PROPN fis-2434 96 8   X fis-2434 96 9   X fis-2434 96 10   X fis-2434 96 11 1 1 NUM fis-2434 96 12 2 2 NUM fis-2434 96 13 2 2 NUM fis-2434 96 14 1 1 NUM fis-2434 96 15 1 1 NUM fis-2434 96 16     SPACE fis-2434 96 17 n n CCONJ fis-2434 97 1 i i PRON fis-2434 97 2 ii ii VERB fis-2434 97 3 n n CCONJ fis-2434 97 4 n n PROPN fis-2434 97 5 i i PRON fis-2434 97 6 ii ii NOUN fis-2434 98 1 i i NOUN fis-2434 98 2 e e NOUN fis-2434 98 3 e e NOUN fis-2434 98 4 p p X fis-2434 98 5 p p NOUN fis-2434 98 6 r r NOUN fis-2434 98 7 e e NOUN fis-2434 98 8 e e NOUN fis-2434 98 9 p p X fis-2434 98 10 p p X fis-2434 98 11 ( ( PUNCT fis-2434 98 12 2 2 NUM fis-2434 98 13 ) ) PUNCT fis-2434 98 14   NOUN fis-2434 98 15   PUNCT fis-2434 98 16   PROPN fis-2434 98 17   PROPN fis-2434 98 18   NOUN fis-2434 98 19   NUM fis-2434 98 20 1 1 NUM fis-2434 98 21 100 100 NUM fis-2434 98 22         SPACE fis-2434 98 23 % % NOUN fis-2434 98 24       SPACE fis-2434 98 25 n n CCONJ fis-2434 99 1 i i PRON fis-2434 99 2 i i PRON fis-2434 100 1 i i PRON fis-2434 101 1 i i PRON fis-2434 101 2 p p X fis-2434 101 3 e e X fis-2434 101 4 aare aare VERB fis-2434 101 5 n n PRON fis-2434 101 6 e e X fis-2434 101 7 ( ( PUNCT fis-2434 101 8 3 3 NUM fis-2434 101 9 ) ) PUNCT fis-2434 101 10 in in ADP fis-2434 101 11 which which PRON fis-2434 101 12 e e NOUN fis-2434 101 13 and and CCONJ fis-2434 101 14 p p NOUN fis-2434 101 15 are be AUX fis-2434 101 16 respectively respectively ADV fis-2434 101 17 the the DET fis-2434 101 18 experimental experimental ADJ fis-2434 101 19 value value NOUN fis-2434 101 20 and and CCONJ fis-2434 101 21 predicted predict VERB fis-2434 101 22 value value NOUN fis-2434 101 23 of of ADP fis-2434 101 24 true true ADJ fis-2434 101 25 stress stress NOUN fis-2434 101 26 ; ; PUNCT fis-2434 102 1 e e NOUN fis-2434 102 2 and and CCONJ fis-2434 102 3 p p NOUN fis-2434 102 4 are be AUX fis-2434 102 5 the the DET fis-2434 102 6 mean mean ADJ fis-2434 102 7 values value NOUN fis-2434 102 8 of of ADP fis-2434 102 9 e e NOUN fis-2434 102 10 and and CCONJ fis-2434 102 11 p p NOUN fis-2434 102 12 respectively respectively ADV fis-2434 102 13 ; ; PUNCT fis-2434 102 14 n n CCONJ fis-2434 102 15 the the DET fis-2434 102 16 number number NOUN fis-2434 102 17 of of ADP fis-2434 102 18 data datum NOUN fis-2434 102 19 sets set NOUN fis-2434 102 20 . . PUNCT fis-2434 103 1 figure figure VERB fis-2434 103 2 10 10 NUM fis-2434 103 3 - - PUNCT fis-2434 103 4 a a PRON fis-2434 103 5 : : PUNCT fis-2434 103 6 experimental experimental ADJ fis-2434 103 7 versus versus ADP fis-2434 103 8 predicted predict VERB fis-2434 103 9 flow flow NOUN fis-2434 103 10 stress stress NOUN fis-2434 103 11 for for ADP fis-2434 103 12 the the DET fis-2434 103 13 training training NOUN fis-2434 103 14 set set NOUN fis-2434 103 15 figure figure NOUN fis-2434 103 16 10 10 NUM fis-2434 103 17 - - PUNCT fis-2434 103 18 b b NOUN fis-2434 103 19 : : PUNCT fis-2434 103 20 experimental experimental ADJ fis-2434 103 21 versus versus ADP fis-2434 103 22 predicted predict VERB fis-2434 103 23 test test NOUN fis-2434 103 24 flow flow NOUN fis-2434 103 25 stress stress NOUN fis-2434 103 26 data datum NOUN fis-2434 103 27 set set VERB fis-2434 103 28 a. a. PROPN fis-2434 103 29 abdelhalim abdelhalim PROPN fis-2434 103 30 et et PROPN fis-2434 103 31 alii alii PROPN fis-2434 103 32 , , PUNCT fis-2434 103 33 frattura frattura PROPN fis-2434 103 34 ed ed PROPN fis-2434 103 35 integrità integrità PROPN fis-2434 103 36 strutturale strutturale PROPN fis-2434 103 37 , , PUNCT fis-2434 103 38 49 49 NUM fis-2434 103 39 ( ( PUNCT fis-2434 103 40 2019 2019 NUM fis-2434 103 41 ) ) PUNCT fis-2434 103 42 350 350 NUM fis-2434 103 43 - - SYM fis-2434 103 44 359 359 NUM fis-2434 103 45 ; ; PUNCT fis-2434 103 46 doi doi NOUN fis-2434 103 47 : : PUNCT fis-2434 103 48 10.3221 10.3221 NUM fis-2434 103 49 / / SYM fis-2434 103 50 igf igf PROPN fis-2434 103 51 - - NOUN fis-2434 103 52 esis.49.35 esis.49.35 ADJ fis-2434 103 53 356 356 NUM fis-2434 103 54 figure figure NOUN fis-2434 103 55 10 10 NUM fis-2434 103 56 - - SYM fis-2434 103 57 c c NOUN fis-2434 103 58 : : PUNCT fis-2434 103 59 experimental experimental ADJ fis-2434 103 60 versus versus ADP fis-2434 103 61 predicted predict VERB fis-2434 103 62 validation validation NOUN fis-2434 103 63 flow flow NOUN fis-2434 103 64 stress stress NOUN fis-2434 103 65 data datum NOUN fis-2434 103 66 set set VERB fis-2434 103 67 . . PUNCT fis-2434 104 1 figure figure VERB fis-2434 104 2 10 10 NUM fis-2434 104 3 - - SYM fis-2434 104 4 d d NOUN fis-2434 104 5 : : PUNCT fis-2434 104 6 experimental experimental ADJ fis-2434 104 7 versus versus ADP fis-2434 104 8 predicted predict VERB fis-2434 104 9 all all DET fis-2434 104 10 flow flow NOUN fis-2434 104 11 stress stress NOUN fis-2434 104 12 data datum NOUN fis-2434 104 13 set set VERB fis-2434 104 14 . . PUNCT fis-2434 105 1 the the DET fis-2434 105 2 ann ann PROPN fis-2434 105 3 model model NOUN fis-2434 105 4 resulted result VERB fis-2434 105 5 from from ADP fis-2434 105 6 the the DET fis-2434 105 7 previous previous ADJ fis-2434 105 8 sections section NOUN fis-2434 105 9 is be AUX fis-2434 105 10 used use VERB fis-2434 105 11 hereafter hereafter ADV fis-2434 105 12 to to PART fis-2434 105 13 predict predict VERB fis-2434 105 14 the the DET fis-2434 105 15 deformation deformation NOUN fis-2434 105 16 conditions condition NOUN fis-2434 105 17 , , PUNCT fis-2434 105 18 which which PRON fis-2434 105 19 corresponds correspond VERB fis-2434 105 20 to to ADP fis-2434 105 21 test test NOUN fis-2434 105 22 points point NOUN fis-2434 105 23 and and CCONJ fis-2434 105 24 previous previous ADJ fis-2434 105 25 training training NOUN fis-2434 105 26 points point NOUN fis-2434 105 27 . . PUNCT fis-2434 106 1 figs fig NOUN fis-2434 106 2 . . PUNCT fis-2434 107 1 ( ( PUNCT fis-2434 107 2 10 10 NUM fis-2434 107 3 - - PUNCT fis-2434 107 4 a a NOUN fis-2434 107 5 , , PUNCT fis-2434 107 6 b b NOUN fis-2434 107 7 , , PUNCT fis-2434 107 8 c c NOUN fis-2434 107 9 , , PUNCT fis-2434 107 10 and and CCONJ fis-2434 107 11 d d X fis-2434 107 12 ) ) PUNCT fis-2434 107 13 show show NOUN fis-2434 107 14 predicted predict VERB fis-2434 107 15 and and CCONJ fis-2434 107 16 experimental experimental ADJ fis-2434 107 17 flow flow NOUN fis-2434 107 18 stress stress NOUN fis-2434 107 19 values value NOUN fis-2434 107 20 along along ADP fis-2434 107 21 with with ADP fis-2434 107 22 their their PRON fis-2434 107 23 correlation correlation NOUN fis-2434 107 24 relationships relationship NOUN fis-2434 107 25 . . PUNCT fis-2434 108 1 the the DET fis-2434 108 2 best well ADV fis-2434 108 3 - - PUNCT fis-2434 108 4 fit fit ADJ fis-2434 108 5 line line NOUN fis-2434 108 6 corresponds correspond VERB fis-2434 108 7 to to ADP fis-2434 108 8 the the DET fis-2434 108 9 45 45 NUM fis-2434 108 10 degrees degree NOUN fis-2434 108 11 line line NOUN fis-2434 108 12 . . PUNCT fis-2434 109 1 the the DET fis-2434 109 2 figures figure NOUN fis-2434 109 3 show show VERB fis-2434 109 4 that that SCONJ fis-2434 109 5 all all DET fis-2434 109 6 errors error NOUN fis-2434 109 7 between between ADP fis-2434 109 8 predicted predict VERB fis-2434 109 9 and and CCONJ fis-2434 109 10 observed observed ADJ fis-2434 109 11 flow flow NOUN fis-2434 109 12 stress stress NOUN fis-2434 109 13 values value NOUN fis-2434 109 14 are be AUX fis-2434 109 15 lower low ADJ fis-2434 109 16 the the DET fis-2434 109 17 5 5 NUM fis-2434 109 18 % % NOUN fis-2434 109 19 . . PUNCT fis-2434 110 1 likewise likewise ADV fis-2434 110 2 , , PUNCT fis-2434 110 3 the the DET fis-2434 110 4 resulting result VERB fis-2434 110 5 correlation correlation NOUN fis-2434 110 6 coefficients coefficient NOUN fis-2434 110 7 between between ADP fis-2434 110 8 observed observe VERB fis-2434 110 9 and and CCONJ fis-2434 110 10 predicted predict VERB fis-2434 110 11 values value NOUN fis-2434 110 12 are be AUX fis-2434 110 13 0.9999 0.9999 NUM fis-2434 110 14 and and CCONJ fis-2434 110 15 0.9998 0.9998 NUM fis-2434 110 16 for for ADP fis-2434 110 17 the the DET fis-2434 110 18 training training NOUN fis-2434 110 19 and and CCONJ fis-2434 110 20 testing testing NOUN fis-2434 110 21 data datum NOUN fis-2434 110 22 sets set NOUN fis-2434 110 23 , , PUNCT fis-2434 110 24 respectively respectively ADV fis-2434 110 25 . . PUNCT fis-2434 111 1 as as SCONJ fis-2434 111 2 indicated indicate VERB fis-2434 111 3 in in ADP fis-2434 111 4 the the DET fis-2434 111 5 above above ADJ fis-2434 111 6 , , PUNCT fis-2434 111 7 high high ADJ fis-2434 111 8 correlation correlation NOUN fis-2434 111 9 coefficient coefficient NOUN fis-2434 111 10 would would AUX fis-2434 111 11 indicate indicate VERB fis-2434 111 12 a a DET fis-2434 111 13 good good ADJ fis-2434 111 14 prediction prediction NOUN fis-2434 111 15 capacity capacity NOUN fis-2434 111 16 of of ADP fis-2434 111 17 the the DET fis-2434 111 18 model model NOUN fis-2434 111 19 . . PUNCT fis-2434 112 1 similarly similarly ADV fis-2434 112 2 , , PUNCT fis-2434 112 3 aar aar PROPN fis-2434 112 4 is be AUX fis-2434 112 5 used use VERB fis-2434 112 6 as as ADP fis-2434 112 7 an an DET fis-2434 112 8 alternative alternative ADJ fis-2434 112 9 goodness goodness NOUN fis-2434 112 10 fit fit NOUN fis-2434 112 11 test test NOUN fis-2434 112 12 as as SCONJ fis-2434 112 13 shown show VERB fis-2434 112 14 in in ADP fis-2434 112 15 fig.11 fig.11 NOUN fis-2434 112 16 . . PUNCT fis-2434 113 1 the the DET fis-2434 113 2 aar aar NOUN fis-2434 113 3 value value NOUN fis-2434 113 4 was be AUX fis-2434 113 5 found find VERB fis-2434 113 6 to to PART fis-2434 113 7 be be AUX fis-2434 113 8 equal equal ADJ fis-2434 113 9 to to ADP fis-2434 113 10 0.31 0.31 NUM fis-2434 113 11 % % NOUN fis-2434 113 12 for for ADP fis-2434 113 13 all all DET fis-2434 113 14 data datum NOUN fis-2434 113 15 sets set NOUN fis-2434 113 16 . . PUNCT fis-2434 114 1 this this DET fis-2434 114 2 low low ADJ fis-2434 114 3 error error NOUN fis-2434 114 4 would would AUX fis-2434 114 5 indicate indicate VERB fis-2434 114 6 the the DET fis-2434 114 7 high high ADJ fis-2434 114 8 accuracy accuracy NOUN fis-2434 114 9 of of ADP fis-2434 114 10 the the DET fis-2434 114 11 ann ann PROPN fis-2434 114 12 model model NOUN fis-2434 114 13 for for ADP fis-2434 114 14 both both DET fis-2434 114 15 testing testing NOUN fis-2434 114 16 and and CCONJ fis-2434 114 17 training training NOUN fis-2434 114 18 data datum NOUN fis-2434 114 19 sets set NOUN fis-2434 114 20 . . PUNCT fis-2434 115 1 figs.12 figs.12 VERB fis-2434 115 2 and13 and13 PROPN fis-2434 115 3 show show VERB fis-2434 115 4 the the DET fis-2434 115 5 results result NOUN fis-2434 115 6 of of ADP fis-2434 115 7 training training NOUN fis-2434 115 8 , , PUNCT fis-2434 115 9 test test NOUN fis-2434 115 10 and and CCONJ fis-2434 115 11 validation validation NOUN fis-2434 115 12 for for ADP fis-2434 115 13 stress stress NOUN fis-2434 115 14 strain strain NOUN fis-2434 115 15 curves curve NOUN fis-2434 115 16 with with ADP fis-2434 115 17 a a DET fis-2434 115 18 maximum maximum ADJ fis-2434 115 19 relative relative ADJ fis-2434 115 20 error error NOUN fis-2434 115 21 of of ADP fis-2434 115 22 3.1 3.1 NUM fis-2434 115 23 % % NOUN fis-2434 115 24 for for ADP fis-2434 115 25 the the DET fis-2434 115 26 experimental experimental ADJ fis-2434 115 27 conditions condition NOUN fis-2434 115 28 shown show VERB fis-2434 115 29 in in ADP fis-2434 115 30 the the DET fis-2434 115 31 corresponding corresponding ADJ fis-2434 115 32 figures figure NOUN fis-2434 115 33 . . PUNCT fis-2434 116 1 these these DET fis-2434 116 2 results result NOUN fis-2434 116 3 would would AUX fis-2434 116 4 confirm confirm VERB fis-2434 116 5 , , PUNCT fis-2434 116 6 and and CCONJ fis-2434 116 7 therefore therefore ADV fis-2434 116 8 , , PUNCT fis-2434 116 9 validate validate VERB fis-2434 116 10 the the DET fis-2434 116 11 learning learning NOUN fis-2434 116 12 and and CCONJ fis-2434 116 13 generalisation generalisation NOUN fis-2434 116 14 capacity capacity NOUN fis-2434 116 15 of of ADP fis-2434 116 16 the the DET fis-2434 116 17 ann ann PROPN fis-2434 116 18 model model NOUN fis-2434 116 19 . . PUNCT fis-2434 117 1 a a DET fis-2434 117 2 comparison comparison NOUN fis-2434 117 3 between between ADP fis-2434 117 4 initial initial ADJ fis-2434 117 5 experimental experimental ADJ fis-2434 117 6 curves curve NOUN fis-2434 117 7 and and CCONJ fis-2434 117 8 ann ann PROPN fis-2434 117 9 predicted predict VERB fis-2434 117 10 stress stress NOUN fis-2434 117 11 - - PUNCT fis-2434 117 12 strain strain NOUN fis-2434 117 13 values value NOUN fis-2434 117 14 are be AUX fis-2434 117 15 presented present VERB fis-2434 117 16 in in ADP fis-2434 117 17 figs fig NOUN fis-2434 117 18 . . PUNCT fis-2434 118 1 ( ( PUNCT fis-2434 118 2 14 14 NUM fis-2434 118 3 , , PUNCT fis-2434 118 4 15 15 NUM fis-2434 118 5 , , PUNCT fis-2434 118 6 and and CCONJ fis-2434 118 7 16 16 NUM fis-2434 118 8 ) ) PUNCT fis-2434 118 9 . . PUNCT fis-2434 119 1 the the DET fis-2434 119 2 predicted predict VERB fis-2434 119 3 data datum NOUN fis-2434 119 4 show show VERB fis-2434 119 5 that that SCONJ fis-2434 119 6 the the DET fis-2434 119 7 ann ann PROPN fis-2434 119 8 model model NOUN fis-2434 119 9 is be AUX fis-2434 119 10 able able ADJ fis-2434 119 11 to to PART fis-2434 119 12 precisely precisely ADV fis-2434 119 13 reproduce reproduce VERB fis-2434 119 14 the the DET fis-2434 119 15 evolution evolution NOUN fis-2434 119 16 rules rule NOUN fis-2434 119 17 that that PRON fis-2434 119 18 govern govern VERB fis-2434 119 19 the the DET fis-2434 119 20 stress stress NOUN fis-2434 119 21 - - PUNCT fis-2434 119 22 strain strain NOUN fis-2434 119 23 relationships relationship NOUN fis-2434 119 24 . . PUNCT fis-2434 120 1 hence hence ADV fis-2434 120 2 , , PUNCT fis-2434 120 3 when when SCONJ fis-2434 120 4 the the DET fis-2434 120 5 temperature temperature NOUN fis-2434 120 6 increases increase VERB fis-2434 120 7 , , PUNCT fis-2434 120 8 the the DET fis-2434 120 9 stress stress NOUN fis-2434 120 10 and and CCONJ fis-2434 120 11 its its PRON fis-2434 120 12 rate rate NOUN fis-2434 120 13 decrease decrease NOUN fis-2434 120 14 . . PUNCT fis-2434 121 1 therefore therefore ADV fis-2434 121 2 , , PUNCT fis-2434 121 3 the the DET fis-2434 121 4 obtained obtain VERB fis-2434 121 5 a. a. PROPN fis-2434 121 6 abdelhalim abdelhalim PROPN fis-2434 121 7 et et PROPN fis-2434 121 8 alii alii PROPN fis-2434 121 9 , , PUNCT fis-2434 121 10 frattura frattura PROPN fis-2434 121 11 ed ed PROPN fis-2434 121 12 integrità integrità PROPN fis-2434 121 13 strutturale strutturale PROPN fis-2434 121 14 , , PUNCT fis-2434 121 15 49 49 NUM fis-2434 121 16 ( ( PUNCT fis-2434 121 17 2019 2019 NUM fis-2434 121 18 ) ) PUNCT fis-2434 121 19 350 350 NUM fis-2434 121 20 - - SYM fis-2434 121 21 359 359 NUM fis-2434 121 22 ; ; PUNCT fis-2434 121 23 doi doi NOUN fis-2434 121 24 : : PUNCT fis-2434 121 25 10.3221 10.3221 NUM fis-2434 121 26 / / SYM fis-2434 121 27 igf igf PROPN fis-2434 121 28 - - NOUN fis-2434 121 29 esis.49.35 esis.49.35 ADJ fis-2434 121 30 357 357 NUM fis-2434 121 31 ann ann PROPN fis-2434 121 32 model model NOUN fis-2434 121 33 was be AUX fis-2434 121 34 capable capable ADJ fis-2434 121 35 to to PART fis-2434 121 36 follow follow VERB fis-2434 121 37 the the DET fis-2434 121 38 dynamic dynamic ADJ fis-2434 121 39 softening soften VERB fis-2434 121 40 regions region NOUN fis-2434 121 41 and and CCONJ fis-2434 121 42 hardening harden VERB fis-2434 121 43 work work NOUN fis-2434 121 44 of of ADP fis-2434 121 45 cmn cmn NOUN fis-2434 121 46 ( ( PUNCT fis-2434 121 47 nb nb NOUN fis-2434 121 48 - - PUNCT fis-2434 121 49 ti ti NOUN fis-2434 121 50 - - PUNCT fis-2434 121 51 v v NOUN fis-2434 121 52 ) ) PUNCT fis-2434 121 53 micro micro ADJ fis-2434 121 54 - - ADJ fis-2434 121 55 alloyed alloy VERB fis-2434 121 56 steel steel NOUN fis-2434 121 57 . . PUNCT fis-2434 122 1 figure figure NOUN fis-2434 122 2 11 11 NUM fis-2434 122 3 : : PUNCT fis-2434 122 4 the the DET fis-2434 122 5 absolute absolute ADJ fis-2434 122 6 relative relative ADJ fis-2434 122 7 error error NOUN fis-2434 122 8 ( ( PUNCT fis-2434 122 9 are be AUX fis-2434 122 10 ) ) PUNCT fis-2434 122 11 of of ADP fis-2434 122 12 all all DET fis-2434 122 13 data datum NOUN fis-2434 122 14 and and CCONJ fis-2434 122 15 the the DET fis-2434 122 16 average average ADJ fis-2434 122 17 absolute absolute ADJ fis-2434 122 18 relative relative ADJ fis-2434 122 19 error error NOUN fis-2434 122 20 ( ( PUNCT fis-2434 122 21 aare aare ADJ fis-2434 122 22 ) ) PUNCT fis-2434 122 23 figure figure NOUN fis-2434 122 24 12 12 NUM fis-2434 122 25 : : PUNCT fis-2434 122 26 experimental experimental ADJ fis-2434 122 27 versus versus ADP fis-2434 122 28 predicted predict VERB fis-2434 122 29 flow flow NOUN fis-2434 122 30 stress stress NOUN fis-2434 122 31 values value NOUN fis-2434 122 32 for for ADP fis-2434 122 33 strain strain NOUN fis-2434 122 34 rate rate NOUN fis-2434 122 35 = = SYM fis-2434 122 36 0.0029 0.0029 NUM fis-2434 122 37 s-1 s-1 NOUN fis-2434 122 38 and and CCONJ fis-2434 122 39 at at ADP fis-2434 122 40 t=700 t=700 NOUN fis-2434 122 41 ° ° NOUN fis-2434 122 42 c c NOUN fis-2434 122 43 figure figure NOUN fis-2434 122 44 13 13 NUM fis-2434 122 45 : : PUNCT fis-2434 122 46 experimental experimental ADJ fis-2434 122 47 versus versus ADP fis-2434 122 48 predicted predict VERB fis-2434 122 49 flow flow NOUN fis-2434 122 50 stress stress NOUN fis-2434 122 51 values value NOUN fis-2434 122 52 for for ADP fis-2434 122 53 different different ADJ fis-2434 122 54 strain strain NOUN fis-2434 122 55 rates rate NOUN fis-2434 122 56 values value NOUN fis-2434 122 57 at at ADP fis-2434 122 58 t=750 t=750 NUM fis-2434 122 59 ° ° ADP fis-2434 122 60 c c NOUN fis-2434 122 61 a. a. NOUN fis-2434 122 62 abdelhalim abdelhalim PROPN fis-2434 122 63 et et PROPN fis-2434 122 64 alii alii PROPN fis-2434 122 65 , , PUNCT fis-2434 122 66 frattura frattura PROPN fis-2434 122 67 ed ed PROPN fis-2434 122 68 integrità integrità PROPN fis-2434 122 69 strutturale strutturale PROPN fis-2434 122 70 , , PUNCT fis-2434 122 71 49 49 NUM fis-2434 122 72 ( ( PUNCT fis-2434 122 73 2019 2019 NUM fis-2434 122 74 ) ) PUNCT fis-2434 122 75 350 350 NUM fis-2434 122 76 - - SYM fis-2434 122 77 359 359 NUM fis-2434 122 78 ; ; PUNCT fis-2434 122 79 doi doi NOUN fis-2434 122 80 : : PUNCT fis-2434 122 81 10.3221 10.3221 NUM fis-2434 122 82 / / SYM fis-2434 122 83 igf igf PROPN fis-2434 122 84 - - NOUN fis-2434 122 85 esis.49.35 esis.49.35 ADJ fis-2434 122 86 358 358 NUM fis-2434 122 87 figure figure NOUN fis-2434 122 88 14 14 NUM fis-2434 122 89 : : PUNCT fis-2434 122 90 experimental experimental ADJ fis-2434 122 91 versus versus ADP fis-2434 122 92 predicted predict VERB fis-2434 122 93 flow flow NOUN fis-2434 122 94 stress stress NOUN fis-2434 122 95 values value NOUN fis-2434 122 96 for for ADP fis-2434 122 97 different different ADJ fis-2434 122 98 strain strain NOUN fis-2434 122 99 rates rate NOUN fis-2434 122 100 at at ADP fis-2434 122 101 t=900 t=900 NUM fis-2434 122 102 ° ° NOUN fis-2434 122 103 c c NOUN fis-2434 122 104 figure figure NOUN fis-2434 122 105 15 15 NUM fis-2434 122 106 : : PUNCT fis-2434 122 107 experimental experimental ADJ fis-2434 122 108 versus versus ADP fis-2434 122 109 predicted predict VERB fis-2434 122 110 flow flow NOUN fis-2434 122 111 stress stress NOUN fis-2434 122 112 values value NOUN fis-2434 122 113 for for ADP fis-2434 122 114 different different ADJ fis-2434 122 115 strain strain NOUN fis-2434 122 116 rates rate NOUN fis-2434 122 117 at at ADP fis-2434 122 118 t=950 t=950 PROPN fis-2434 122 119 ° ° PROPN fis-2434 122 120 c c NOUN fis-2434 122 121 figure figure NOUN fis-2434 122 122 16 16 NUM fis-2434 122 123 : : PUNCT fis-2434 122 124 experimental experimental ADJ fis-2434 122 125 versus versus ADP fis-2434 122 126 predicted predict VERB fis-2434 122 127 flow flow NOUN fis-2434 122 128 stress stress NOUN fis-2434 122 129 values value NOUN fis-2434 122 130 for for ADP fis-2434 122 131 different different ADJ fis-2434 122 132 strain strain NOUN fis-2434 122 133 rates rate NOUN fis-2434 122 134 at at ADP fis-2434 122 135 t=1050 t=1050 PROPN fis-2434 122 136 ° ° PROPN fis-2434 122 137 c c PROPN fis-2434 122 138 fig.17 fig.17 PROPN fis-2434 122 139 shows show VERB fis-2434 122 140 the the DET fis-2434 122 141 evolution evolution NOUN fis-2434 122 142 of of ADP fis-2434 122 143 the the DET fis-2434 122 144 maximum maximum ADJ fis-2434 122 145 stress stress NOUN fis-2434 122 146 as as ADP fis-2434 122 147 a a DET fis-2434 122 148 function function NOUN fis-2434 122 149 of of ADP fis-2434 122 150 the the DET fis-2434 122 151 strain strain NOUN fis-2434 122 152 rate rate NOUN fis-2434 122 153 and and CCONJ fis-2434 122 154 the the DET fis-2434 122 155 temperature temperature NOUN fis-2434 122 156 . . PUNCT fis-2434 123 1 these these DET fis-2434 123 2 curves curve NOUN fis-2434 123 3 are be AUX fis-2434 123 4 characterized characterize VERB fis-2434 123 5 by by ADP fis-2434 123 6 a a DET fis-2434 123 7 decrease decrease NOUN fis-2434 123 8 in in ADP fis-2434 123 9 the the DET fis-2434 123 10 stress stress NOUN fis-2434 123 11 between between ADP fis-2434 123 12 700 700 NUM fis-2434 123 13 ° ° NOUN fis-2434 123 14 c c NOUN fis-2434 123 15 and and CCONJ fis-2434 123 16 750 750 NUM fis-2434 123 17 ° ° NOUN fis-2434 123 18 c c NOUN fis-2434 123 19 , , PUNCT fis-2434 123 20 followed follow VERB fis-2434 123 21 by by ADP fis-2434 123 22 an an DET fis-2434 123 23 increase increase NOUN fis-2434 123 24 between between ADP fis-2434 123 25 750 750 NUM fis-2434 123 26 ° ° NOUN fis-2434 123 27 c c NOUN fis-2434 123 28 and and CCONJ fis-2434 123 29 850 850 NUM fis-2434 123 30 ° ° NOUN fis-2434 123 31 c c NOUN fis-2434 123 32 . . PUNCT fis-2434 124 1 finally finally ADV fis-2434 124 2 , , PUNCT fis-2434 124 3 beyond beyond ADP fis-2434 124 4 850 850 NUM fis-2434 124 5 ° ° NOUN fis-2434 124 6 c c X fis-2434 124 7 , , PUNCT fis-2434 124 8 the the DET fis-2434 124 9 maximum maximum ADJ fis-2434 124 10 stress stress NOUN fis-2434 124 11 decreases decrease VERB fis-2434 124 12 rapidly rapidly ADV fis-2434 124 13 . . PUNCT fis-2434 125 1 indeed indeed ADV fis-2434 125 2 , , PUNCT fis-2434 125 3 the the DET fis-2434 125 4 maximum maximum ADJ fis-2434 125 5 stress stress NOUN fis-2434 125 6 decreases decrease VERB fis-2434 125 7 at at ADP fis-2434 125 8 the the DET fis-2434 125 9 beginning beginning NOUN fis-2434 125 10 of of ADP fis-2434 125 11 the the DET fis-2434 125 12 two two NUM fis-2434 125 13 - - PUNCT fis-2434 125 14 phase phase NOUN fis-2434 125 15 domain domain NOUN fis-2434 125 16 , , PUNCT fis-2434 125 17 then then ADV fis-2434 125 18 increases increase VERB fis-2434 125 19 with with ADP fis-2434 125 20 the the DET fis-2434 125 21 increase increase NOUN fis-2434 125 22 of of ADP fis-2434 125 23 the the DET fis-2434 125 24 volume volume NOUN fis-2434 125 25 fraction fraction NOUN fis-2434 125 26 of of ADP fis-2434 125 27 the the DET fis-2434 125 28 austenitic austenitic ADJ fis-2434 125 29 phase phase NOUN fis-2434 125 30 to to PART fis-2434 125 31 reach reach VERB fis-2434 125 32 a a DET fis-2434 125 33 maximum maximum ADJ fis-2434 125 34 a. a. NOUN fis-2434 125 35 abdelhalim abdelhalim PROPN fis-2434 125 36 et et PROPN fis-2434 125 37 alii alii PROPN fis-2434 125 38 , , PUNCT fis-2434 125 39 frattura frattura PROPN fis-2434 125 40 ed ed PROPN fis-2434 125 41 integrità integrità PROPN fis-2434 125 42 strutturale strutturale PROPN fis-2434 125 43 , , PUNCT fis-2434 125 44 49 49 NUM fis-2434 125 45 ( ( PUNCT fis-2434 125 46 2019 2019 NUM fis-2434 125 47 ) ) PUNCT fis-2434 125 48 350 350 NUM fis-2434 125 49 - - SYM fis-2434 125 50 359 359 NUM fis-2434 125 51 ; ; PUNCT fis-2434 125 52 doi doi NOUN fis-2434 125 53 : : PUNCT fis-2434 125 54 10.3221 10.3221 NUM fis-2434 125 55 / / SYM fis-2434 125 56 igf igf PROPN fis-2434 125 57 - - NOUN fis-2434 125 58 esis.49.35 esis.49.35 NOUN fis-2434 125 59 359 359 NUM fis-2434 125 60 at at ADP fis-2434 125 61 the the DET fis-2434 125 62 ac3 ac3 PROPN fis-2434 125 63 point point NOUN fis-2434 125 64 . . PUNCT fis-2434 126 1 dilatometry dilatometry NOUN fis-2434 126 2 measurements measurement NOUN fis-2434 126 3 were be AUX fis-2434 126 4 made make VERB fis-2434 126 5 on on ADP fis-2434 126 6 our our PRON fis-2434 126 7 material material NOUN fis-2434 126 8 to to PART fis-2434 126 9 determine determine VERB fis-2434 126 10 allotropic allotropic ADJ fis-2434 126 11 transformation transformation NOUN fis-2434 126 12 points point NOUN fis-2434 126 13 ac1= ac1= ADV fis-2434 126 14 710 710 NUM fis-2434 126 15 ° ° NOUN fis-2434 126 16 c c NOUN fis-2434 126 17 and and CCONJ fis-2434 126 18 ac3=850 ac3=850 NOUN fis-2434 126 19 ° ° NOUN fis-2434 126 20 c c NOUN fis-2434 126 21 . . PUNCT fis-2434 127 1 figure figure NOUN fis-2434 127 2 17 17 NUM fis-2434 127 3 : : PUNCT fis-2434 127 4 experimental experimental ADJ fis-2434 127 5 versus versus ADP fis-2434 127 6 predicted predict VERB fis-2434 127 7 peak peak NOUN fis-2434 127 8 stresses stress VERB fis-2434 127 9 values value NOUN fis-2434 127 10 for for ADP fis-2434 127 11 different different ADJ fis-2434 127 12 temperatures temperature NOUN fis-2434 127 13 and and CCONJ fis-2434 127 14 strain strain NOUN fis-2434 127 15 rates rate NOUN fis-2434 127 16 values value VERB fis-2434 127 17 conclusions conclusion NOUN fis-2434 127 18 model model NOUN fis-2434 127 19 based base VERB fis-2434 127 20 on on ADP fis-2434 127 21 artificial artificial ADJ fis-2434 127 22 neural neural ADJ fis-2434 127 23 networks network NOUN fis-2434 127 24 has have AUX fis-2434 127 25 been be AUX fis-2434 127 26 developed develop VERB fis-2434 127 27 in in ADP fis-2434 127 28 order order NOUN fis-2434 127 29 to to PART fis-2434 127 30 predict predict VERB fis-2434 127 31 the the DET fis-2434 127 32 response response NOUN fis-2434 127 33 of of ADP fis-2434 127 34 the the DET fis-2434 127 35 deformation deformation NOUN fis-2434 127 36 of of ADP fis-2434 127 37 micro micro ADJ fis-2434 127 38 alloyed alloyed ADJ fis-2434 127 39 steel steel NOUN fis-2434 127 40 subjected subject VERB fis-2434 127 41 to to ADP fis-2434 127 42 hot hot ADJ fis-2434 127 43 compression compression NOUN fis-2434 127 44 . . PUNCT fis-2434 128 1 the the DET fis-2434 128 2 experimental experimental ADJ fis-2434 128 3 data datum NOUN fis-2434 128 4 ranges range VERB fis-2434 128 5 from from ADP fis-2434 128 6 700 700 NUM fis-2434 128 7 ° ° NOUN fis-2434 128 8 c c NOUN fis-2434 128 9 to to ADP fis-2434 128 10 1050 1050 NUM fis-2434 128 11 ° ° SYM fis-2434 128 12 c c NOUN fis-2434 128 13 in in ADP fis-2434 128 14 temperature temperature NOUN fis-2434 128 15 for for ADP fis-2434 128 16 strain strain NOUN fis-2434 128 17 rate rate NOUN fis-2434 128 18 values value NOUN fis-2434 128 19 of of ADP fis-2434 128 20 0.000734 0.000734 NUM fis-2434 128 21 s-1 s-1 NOUN fis-2434 128 22 , , PUNCT fis-2434 128 23 0.0029 0.0029 NUM fis-2434 128 24 s-1 s-1 NOUN fis-2434 128 25 and and CCONJ fis-2434 128 26 0.0146 0.0146 NUM fis-2434 128 27 s-1 s-1 NOUN fis-2434 128 28 . . PUNCT fis-2434 129 1 the the DET fis-2434 129 2 output output NOUN fis-2434 129 3 variable variable NOUN fis-2434 129 4 of of ADP fis-2434 129 5 the the DET fis-2434 129 6 ann ann PROPN fis-2434 129 7 model model NOUN fis-2434 129 8 is be AUX fis-2434 129 9 the the DET fis-2434 129 10 compressional compressional ADJ fis-2434 129 11 flow flow NOUN fis-2434 129 12 stress stress NOUN fis-2434 129 13 and and CCONJ fis-2434 129 14 the the DET fis-2434 129 15 input input NOUN fis-2434 129 16 variables variable NOUN fis-2434 129 17 are be AUX fis-2434 129 18 temperature temperature NOUN fis-2434 129 19 , , PUNCT fis-2434 129 20 strain strain NOUN fis-2434 129 21 rate rate NOUN fis-2434 129 22 and and CCONJ fis-2434 129 23 strain strain NOUN fis-2434 129 24 . . PUNCT fis-2434 130 1 the the DET fis-2434 130 2 levenbergmarquardt levenbergmarquardt ADJ fis-2434 130 3 algorithm algorithm NOUN fis-2434 130 4 was be AUX fis-2434 130 5 used use VERB fis-2434 130 6 to to PART fis-2434 130 7 train train VERB fis-2434 130 8 the the DET fis-2434 130 9 model model NOUN fis-2434 130 10 . . PUNCT fis-2434 131 1 the the DET fis-2434 131 2 resulting result VERB fis-2434 131 3 network network NOUN fis-2434 131 4 architecture architecture NOUN fis-2434 131 5 is be AUX fis-2434 131 6 composed compose VERB fis-2434 131 7 of of ADP fis-2434 131 8 three three NUM fis-2434 131 9 neurons neuron NOUN fis-2434 131 10 in in ADP fis-2434 131 11 input input NOUN fis-2434 131 12 layer layer NOUN fis-2434 131 13 followed follow VERB fis-2434 131 14 by by ADP fis-2434 131 15 two two NUM fis-2434 131 16 hidden hide VERB fis-2434 131 17 layers layer NOUN fis-2434 131 18 composed compose VERB fis-2434 131 19 of of ADP fis-2434 131 20 ten ten NUM fis-2434 131 21 neurons neuron NOUN fis-2434 131 22 each each PRON fis-2434 131 23 and and CCONJ fis-2434 131 24 ends end VERB fis-2434 131 25 with with ADP fis-2434 131 26 a a DET fis-2434 131 27 one one NUM fis-2434 131 28 - - PUNCT fis-2434 131 29 neuron neuron NOUN fis-2434 131 30 output output NOUN fis-2434 131 31 layer layer NOUN fis-2434 131 32 . . PUNCT fis-2434 132 1 the the DET fis-2434 132 2 ann ann PROPN fis-2434 132 3 model model NOUN fis-2434 132 4 predicts predict VERB fis-2434 132 5 well well ADV fis-2434 132 6 the the DET fis-2434 132 7 flow flow NOUN fis-2434 132 8 stress stress NOUN fis-2434 132 9 behaviour behaviour NOUN fis-2434 132 10 and and CCONJ fis-2434 132 11 precisely precisely ADV fis-2434 132 12 follow follow VERB fis-2434 132 13 dynamic dynamic ADJ fis-2434 132 14 softening softening NOUN fis-2434 132 15 , , PUNCT fis-2434 132 16 flow flow NOUN fis-2434 132 17 localization localization NOUN fis-2434 132 18 regions region NOUN fis-2434 132 19 and and CCONJ fis-2434 132 20 work work NOUN fis-2434 132 21 hardening hardening NOUN fis-2434 132 22 of of ADP fis-2434 132 23 the the DET fis-2434 132 24 deforming deform VERB fis-2434 132 25 material material NOUN fis-2434 132 26 . . PUNCT fis-2434 133 1 we we PRON fis-2434 133 2 can can AUX fis-2434 133 3 conclude conclude VERB fis-2434 133 4 with with ADP fis-2434 133 5 confidence confidence NOUN fis-2434 133 6 that that SCONJ fis-2434 133 7 the the DET fis-2434 133 8 proposed propose VERB fis-2434 133 9 model model NOUN fis-2434 133 10 can can AUX fis-2434 133 11 reliably reliably ADV fis-2434 133 12 predict predict VERB fis-2434 133 13 the the DET fis-2434 133 14 deformation deformation NOUN fis-2434 133 15 response response NOUN fis-2434 133 16 of of ADP fis-2434 133 17 cmn cmn NOUN fis-2434 133 18 ( ( PUNCT fis-2434 133 19 nb nb NOUN fis-2434 133 20 - - PUNCT fis-2434 133 21 ti ti NOUN fis-2434 133 22 - - PUNCT fis-2434 133 23 v v NOUN fis-2434 133 24 ) ) PUNCT fis-2434 133 25 micro micro ADJ fis-2434 133 26 alloyed alloy VERB fis-2434 133 27 steel steel NOUN fis-2434 133 28 under under ADP fis-2434 133 29 hot hot ADJ fis-2434 133 30 compression compression NOUN fis-2434 133 31 . . PUNCT fis-2434 134 1 references reference NOUN fis-2434 134 2 mirzadeh mirzadeh PROPN fis-2434 134 3 , , PUNCT fis-2434 134 4 h. h. PROPN fis-2434 134 5 and and CCONJ fis-2434 134 6 najafizadeh najafizadeh PROPN fis-2434 134 7 , , PUNCT fis-2434 134 8 a. a. NOUN fis-2434 134 9 ( ( PUNCT fis-2434 134 10 2010 2010 NUM fis-2434 134 11 ) ) PUNCT fis-2434 134 12 . . PUNCT fis-2434 135 1 flow flow VERB fis-2434 135 2 stress stress NOUN fis-2434 135 3 prediction prediction NOUN fis-2434 135 4 at at ADP fis-2434 135 5 hot hot ADJ fis-2434 135 6 working working NOUN fis-2434 135 7 conditions condition NOUN fis-2434 135 8 . . PUNCT fis-2434 136 1 mater mater NOUN fis-2434 136 2 . . PUNCT fis-2434 137 1 sci sci PROPN fis-2434 137 2 . . PUNCT fis-2434 138 1 eng eng PROPN fis-2434 138 2 . . PUNCT fis-2434 139 1 a a DET fis-2434 139 2 , , PUNCT fis-2434 139 3 527 527 NUM fis-2434 139 4 , , PUNCT fis-2434 139 5 pp pp ADJ fis-2434 139 6 . . PUNCT fis-2434 139 7 1160–1164 1160–1164 NOUN fis-2434 139 8 . . PUNCT fis-2434 140 1 lin lin PROPN fis-2434 140 2 , , PUNCT fis-2434 140 3 y.c y.c PROPN fis-2434 140 4 . . PROPN fis-2434 140 5 and and CCONJ fis-2434 140 6 chen chen PROPN fis-2434 140 7 , , PUNCT fis-2434 140 8 x.m x.m PROPN fis-2434 140 9 . . PROPN fis-2434 140 10 ( ( PUNCT fis-2434 140 11 2011 2011 NUM fis-2434 140 12 ) ) PUNCT fis-2434 140 13 . . PUNCT fis-2434 141 1 a a DET fis-2434 141 2 critical critical ADJ fis-2434 141 3 review review NOUN fis-2434 141 4 of of ADP fis-2434 141 5 experimental experimental ADJ fis-2434 141 6 results result NOUN fis-2434 141 7 and and CCONJ fis-2434 141 8 constitutive constitutive ADJ fis-2434 141 9 descriptions description NOUN fis-2434 141 10 for for ADP fis-2434 141 11 metals metal NOUN fis-2434 141 12 and and CCONJ fis-2434 141 13 alloys alloy NOUN fis-2434 141 14 in in ADP fis-2434 141 15 hot hot ADJ fis-2434 141 16 working working NOUN fis-2434 141 17 , , PUNCT fis-2434 141 18 mater mater NOUN fis-2434 141 19 . . PUNCT fis-2434 142 1 des des PROPN fis-2434 142 2 . . PROPN fis-2434 142 3 32 32 NUM fis-2434 142 4 , , PUNCT fis-2434 142 5 pp pp ADJ fis-2434 142 6 . . PUNCT fis-2434 143 1 1733–1759 1733–1759 NUM fis-2434 143 2 . . PUNCT fis-2434 144 1 mirzadeh mirzadeh PROPN fis-2434 144 2 , , PUNCT fis-2434 144 3 h. h. PROPN fis-2434 144 4 , , PUNCT fis-2434 144 5 cabrera cabrera PROPN fis-2434 144 6 , , PUNCT fis-2434 144 7 j.m j.m PROPN fis-2434 144 8 . . PROPN fis-2434 144 9 , , PUNCT fis-2434 144 10 prado prado PROPN fis-2434 144 11 , , PUNCT fis-2434 144 12 j.m j.m PROPN fis-2434 144 13 . . PROPN fis-2434 144 14 and and CCONJ fis-2434 144 15 najafizadeh najafizadeh ADV fis-2434 144 16 , , PUNCT fis-2434 144 17 a. a. NOUN fis-2434 144 18 ( ( PUNCT fis-2434 144 19 2012 2012 NUM fis-2434 144 20 ) ) PUNCT fis-2434 144 21 . . PUNCT fis-2434 145 1 modeling modeling NOUN fis-2434 145 2 and and CCONJ fis-2434 145 3 prediction prediction NOUN fis-2434 145 4 of of ADP fis-2434 145 5 hot hot ADJ fis-2434 145 6 deformation deformation NOUN fis-2434 145 7 flow flow NOUN fis-2434 145 8 curves curve NOUN fis-2434 145 9 , , PUNCT fis-2434 145 10 metall metall PROPN fis-2434 145 11 . . PUNCT fis-2434 146 1 mater mater PROPN fis-2434 146 2 . . PUNCT fis-2434 147 1 trans trans PROPN fis-2434 147 2 . . PUNCT fis-2434 148 1 a a DET fis-2434 148 2 , , PUNCT fis-2434 148 3 43 43 NUM fis-2434 148 4 , , PUNCT fis-2434 148 5 pp pp ADJ fis-2434 148 6 . . PUNCT fis-2434 149 1 108–123 108–123 NUM fis-2434 149 2 . . PUNCT fis-2434 150 1 rakhshkhorshid rakhshkhorshid PROPN fis-2434 150 2 , , PUNCT fis-2434 150 3 m. m. NOUN fis-2434 150 4 and and CCONJ fis-2434 150 5 hashemi hashemi NOUN fis-2434 150 6 , , PUNCT fis-2434 150 7 s.h s.h PROPN fis-2434 150 8 . . PROPN fis-2434 150 9 ( ( PUNCT fis-2434 150 10 2013 2013 NUM fis-2434 150 11 ) ) PUNCT fis-2434 150 12 . . PUNCT fis-2434 151 1 experimental experimental ADJ fis-2434 151 2 study study NOUN fis-2434 151 3 of of ADP fis-2434 151 4 hot hot ADJ fis-2434 151 5 deformation deformation NOUN fis-2434 151 6 behavior behavior NOUN fis-2434 151 7 in in ADP fis-2434 151 8 api api PROPN fis-2434 151 9 x65 x65 PROPN fis-2434 151 10 steel steel PROPN fis-2434 151 11 , , PUNCT fis-2434 151 12 mater mater NOUN fis-2434 151 13 . . PUNCT fis-2434 152 1 sci sci PROPN fis-2434 152 2 . . PUNCT fis-2434 153 1 eng eng PROPN fis-2434 153 2 . . PUNCT fis-2434 154 1 a a PRON fis-2434 154 2 , , PUNCT fis-2434 154 3 573 573 NUM fis-2434 154 4 , , PUNCT fis-2434 154 5 pp pp ADJ fis-2434 154 6 . . PUNCT fis-2434 155 1 37–44 37–44 NUM fis-2434 155 2 . . PUNCT fis-2434 156 1 rakhshkhorshid rakhshkhorshid PROPN fis-2434 156 2 , , PUNCT fis-2434 156 3 m. m. NOUN fis-2434 156 4 ( ( PUNCT fis-2434 156 5 2015 2015 NUM fis-2434 156 6 ) ) PUNCT fis-2434 156 7 . . PUNCT fis-2434 157 1 modeling model VERB fis-2434 157 2 the the DET fis-2434 157 3 hot hot ADJ fis-2434 157 4 deformation deformation NOUN fis-2434 157 5 flow flow NOUN fis-2434 157 6 curves curve NOUN fis-2434 157 7 of of ADP fis-2434 157 8 api api NOUN fis-2434 157 9 x65 x65 PROPN fis-2434 157 10 pipeline pipeline PROPN fis-2434 157 11 steel steel PROPN fis-2434 157 12 , , PUNCT fis-2434 157 13 int int PROPN fis-2434 157 14 . . PUNCT fis-2434 158 1 j. j. PROPN fis-2434 158 2 adv adv PROPN fis-2434 158 3 . . PUNCT fis-2434 159 1 manuf manuf PROPN fis-2434 159 2 . . PUNCT fis-2434 160 1 tech tech PROPN fis-2434 160 2 . . PUNCT fis-2434 160 3 , , PUNCT fis-2434 160 4 77 77 NUM fis-2434 160 5 , , PUNCT fis-2434 160 6 pp pp ADJ fis-2434 160 7 . . PUNCT fis-2434 161 1 203–210 203–210 NUM fis-2434 161 2 zhu zhu PROPN fis-2434 161 3 , , PUNCT fis-2434 161 4 y. y. PROPN fis-2434 161 5 , , PUNCT fis-2434 161 6 zeng zeng PROPN fis-2434 161 7 , , PUNCT fis-2434 161 8 w. w. PROPN fis-2434 161 9 , , PUNCT fis-2434 161 10 sun sun PROPN fis-2434 161 11 , , PUNCT fis-2434 161 12 y. y. PROPN fis-2434 161 13 , , PUNCT fis-2434 161 14 feng feng PROPN fis-2434 161 15 , , PUNCT fis-2434 161 16 f. f. PROPN fis-2434 161 17 and and CCONJ fis-2434 161 18 zhou zhou PROPN fis-2434 161 19 , , PUNCT fis-2434 161 20 y. y. PROPN fis-2434 161 21 ( ( PUNCT fis-2434 161 22 2011 2011 NUM fis-2434 161 23 ) ) PUNCT fis-2434 161 24 . . PUNCT fis-2434 162 1 artificial artificial ADJ fis-2434 162 2 neural neural ADJ fis-2434 162 3 network network NOUN fis-2434 162 4 approach approach NOUN fis-2434 162 5 to to PART fis-2434 162 6 predict predict VERB fis-2434 162 7 the the DET fis-2434 162 8 flow flow NOUN fis-2434 162 9 stress stress NOUN fis-2434 162 10 in in ADP fis-2434 162 11 the the DET fis-2434 162 12 isothermal isothermal ADJ fis-2434 162 13 compression compression NOUN fis-2434 162 14 of of ADP fis-2434 162 15 as as ADP fis-2434 162 16 - - PUNCT fis-2434 162 17 cast cast VERB fis-2434 162 18 tc21 tc21 PROPN fis-2434 162 19 titanium titanium NOUN fis-2434 162 20 alloy alloy NOUN fis-2434 162 21 . . PUNCT fis-2434 163 1 comp comp NOUN fis-2434 163 2 . . PUNCT fis-2434 164 1 mater mater PROPN fis-2434 164 2 . . PUNCT fis-2434 165 1 sci sci PROPN fis-2434 165 2 . . PROPN fis-2434 165 3 , , PUNCT fis-2434 165 4 50 50 NUM fis-2434 165 5 , , PUNCT fis-2434 165 6 pp pp ADJ fis-2434 165 7 . . PUNCT fis-2434 165 8 1785 1785 NUM fis-2434 165 9 – – PUNCT fis-2434 165 10 1790 1790 NUM fis-2434 165 11 . . PUNCT fis-2434 166 1 rakhshkhorshid rakhshkhorshid PROPN fis-2434 166 2 , , PUNCT fis-2434 166 3 m. m. NOUN fis-2434 166 4 ( ( PUNCT fis-2434 166 5 2017 2017 NUM fis-2434 166 6 ) ) PUNCT fis-2434 166 7 . . PUNCT fis-2434 167 1 a a DET fis-2434 167 2 robust robust ADJ fis-2434 167 3 rbf rbf PROPN fis-2434 167 4 - - PUNCT fis-2434 167 5 ann ann PROPN fis-2434 167 6 model model NOUN fis-2434 167 7 to to PART fis-2434 167 8 predict predict VERB fis-2434 167 9 the the DET fis-2434 167 10 hot hot ADJ fis-2434 167 11 deformation deformation NOUN fis-2434 167 12 flow flow NOUN fis-2434 167 13 curves curve NOUN fis-2434 167 14 of of ADP fis-2434 167 15 api api NOUN fis-2434 167 16 x65 x65 PROPN fis-2434 167 17 pipeline pipeline PROPN fis-2434 167 18 steel steel NOUN fis-2434 167 19 , , PUNCT fis-2434 167 20 ijmf ijmf ADJ fis-2434 167 21 , , PUNCT fis-2434 167 22 iranian iranian ADJ fis-2434 167 23 journal journal NOUN fis-2434 167 24 of of ADP fis-2434 167 25 materials material NOUN fis-2434 167 26 forming form VERB fis-2434 167 27 , , PUNCT fis-2434 167 28 4(1 4(1 NOUN fis-2434 167 29 ) ) PUNCT fis-2434 167 30 , , PUNCT fis-2434 167 31 pp pp ADP fis-2434 167 32 . . PUNCT fis-2434 168 1 12–20 12–20 NUM fis-2434 168 2 . . PUNCT fis-2434 169 1 rath rath PROPN fis-2434 169 2 , , PUNCT fis-2434 169 3 s. s. PROPN fis-2434 169 4 , , PUNCT fis-2434 169 5 talukdar talukdar NOUN fis-2434 169 6 , , PUNCT fis-2434 169 7 p. p. NOUN fis-2434 169 8 , , PUNCT fis-2434 169 9 singh singh PROPN fis-2434 169 10 , , PUNCT fis-2434 169 11 a. a. NOUN fis-2434 169 12 p. p. NOUN fis-2434 169 13 ( ( PUNCT fis-2434 169 14 2017 2017 NUM fis-2434 169 15 ) ) PUNCT fis-2434 169 16 . . PUNCT fis-2434 170 1 application application NOUN fis-2434 170 2 of of ADP fis-2434 170 3 artificial artificial ADJ fis-2434 170 4 neural neural ADJ fis-2434 170 5 network network NOUN fis-2434 170 6 for for ADP fis-2434 170 7 flow flow NOUN fis-2434 170 8 stress stress NOUN fis-2434 170 9 modelling modelling NOUN fis-2434 170 10 of of ADP fis-2434 170 11 steel steel NOUN fis-2434 170 12 . . PUNCT fis-2434 171 1 american american PROPN fis-2434 171 2 journal journal PROPN fis-2434 171 3 of of ADP fis-2434 171 4 neural neural ADJ fis-2434 171 5 networks network NOUN fis-2434 171 6 and and CCONJ fis-2434 171 7 applications application NOUN fis-2434 171 8 . . PUNCT fis-2434 172 1 3(3 3(3 NUM fis-2434 172 2 ) ) PUNCT fis-2434 172 3 , , PUNCT fis-2434 172 4 pp pp ADJ fis-2434 172 5 . . PUNCT fis-2434 173 1 36–39 36–39 NUM fis-2434 173 2 . . PUNCT fis-2434 174 1 a a PRON