{"id":"https://openalex.org/W4316465563","doi":"https://doi.org/10.3390/a16010056","title":"Development and Implementation of an ANN Based Flow Law for Numerical Simulations of Thermo-Mechanical Processes at High Temperatures in FEM Software","display_name":"Development and Implementation of an ANN Based Flow Law for Numerical Simulations of Thermo-Mechanical Processes at High Temperatures in FEM Software","publication_year":2023,"publication_date":"2023-01-13","ids":{"openalex":"https://openalex.org/W4316465563","doi":"https://doi.org/10.3390/a16010056"},"language":"en","primary_location":{"id":"doi:10.3390/a16010056","is_oa":true,"landing_page_url":"https://doi.org/10.3390/a16010056","pdf_url":"https://www.mdpi.com/1999-4893/16/1/56/pdf?version=1674179843","source":{"id":"https://openalex.org/S190629608","display_name":"Algorithms","issn_l":"1999-4893","issn":["1999-4893"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Algorithms","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/1999-4893/16/1/56/pdf?version=1674179843","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5011136435","display_name":"Olivier Pantal\u00e9","orcid":"https://orcid.org/0000-0001-7367-5453"},"institutions":[{"id":"https://openalex.org/I17866349","display_name":"Universit\u00e9 F\u00e9d\u00e9rale de Toulouse Midi-Pyr\u00e9n\u00e9es","ror":"https://ror.org/004raaa70","country_code":"FR","type":"education","lineage":["https://openalex.org/I17866349"]},{"id":"https://openalex.org/I4210130517","display_name":"Laboratoire G\u00e9nie de Production","ror":"https://ror.org/039aqbp11","country_code":"FR","type":"facility","lineage":["https://openalex.org/I119865316","https://openalex.org/I4210130517","https://openalex.org/I4405258862"]},{"id":"https://openalex.org/I119865316","display_name":"\u00c9cole Nationale d'Ing\u00e9nieurs de Tarbes","ror":"https://ror.org/01fdvj254","country_code":"FR","type":"education","lineage":["https://openalex.org/I119865316","https://openalex.org/I4405258862"]}],"countries":["FR"],"is_corresponding":true,"raw_author_name":"Olivier Pantal\u00e9","raw_affiliation_strings":["Laboratoire G\u00e9nie de Production, Institut National Polytechnique/Ecole Nationale d\u2019Ing\u00e9nieurs de Tarbes, Universit\u00e9 de Toulouse, 47 Av d\u2019Azereix, F-65016 Tarbes, France"],"affiliations":[{"raw_affiliation_string":"Laboratoire G\u00e9nie de Production, Institut National Polytechnique/Ecole Nationale d\u2019Ing\u00e9nieurs de Tarbes, Universit\u00e9 de Toulouse, 47 Av d\u2019Azereix, F-65016 Tarbes, France","institution_ids":["https://openalex.org/I119865316","https://openalex.org/I4210130517","https://openalex.org/I17866349"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5011136435"],"corresponding_institution_ids":["https://openalex.org/I119865316","https://openalex.org/I17866349","https://openalex.org/I4210130517"],"apc_list":{"value":1400,"currency":"CHF","value_usd":1515},"apc_paid":{"value":1400,"currency":"CHF","value_usd":1515},"fwci":2.4056,"has_fulltext":true,"cited_by_count":14,"citation_normalized_percentile":{"value":0.87112579,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":"16","issue":"1","first_page":"56","last_page":"56"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11201","display_name":"Metallurgy and Material Forming","score":0.9997000098228455,"subfield":{"id":"https://openalex.org/subfields/2211","display_name":"Mechanics of Materials"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11201","display_name":"Metallurgy and Material Forming","score":0.9997000098228455,"subfield":{"id":"https://openalex.org/subfields/2211","display_name":"Mechanics of Materials"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10386","display_name":"Microstructure and Mechanical Properties of Steels","score":0.9969000220298767,"subfield":{"id":"https://openalex.org/subfields/2210","display_name":"Mechanical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10700","display_name":"Metal Forming Simulation Techniques","score":0.9968000054359436,"subfield":{"id":"https://openalex.org/subfields/2210","display_name":"Mechanical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/finite-element-method","display_name":"Finite element method","score":0.6801663637161255},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.6667718887329102},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6099410057067871},{"id":"https://openalex.org/keywords/flow","display_name":"Flow (mathematics)","score":0.5564244985580444},{"id":"https://openalex.org/keywords/constitutive-equation","display_name":"Constitutive equation","score":0.48235172033309937},{"id":"https://openalex.org/keywords/law","display_name":"Law","score":0.4524853825569153},{"id":"https://openalex.org/keywords/quality","display_name":"Quality (philosophy)","score":0.4445624351501465},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.42184627056121826},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3505188822746277},{"id":"https://openalex.org/keywords/mechanical-engineering","display_name":"Mechanical engineering","score":0.335407018661499},{"id":"https://openalex.org/keywords/mechanics","display_name":"Mechanics","score":0.18458542227745056},{"id":"https://openalex.org/keywords/structural-engineering","display_name":"Structural engineering","score":0.14842036366462708},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.14713066816329956},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.09782987833023071}],"concepts":[{"id":"https://openalex.org/C135628077","wikidata":"https://www.wikidata.org/wiki/Q220184","display_name":"Finite element method","level":2,"score":0.6801663637161255},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.6667718887329102},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6099410057067871},{"id":"https://openalex.org/C38349280","wikidata":"https://www.wikidata.org/wiki/Q1434290","display_name":"Flow (mathematics)","level":2,"score":0.5564244985580444},{"id":"https://openalex.org/C202973686","wikidata":"https://www.wikidata.org/wiki/Q1937401","display_name":"Constitutive equation","level":3,"score":0.48235172033309937},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.4524853825569153},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.4445624351501465},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.42184627056121826},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3505188822746277},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.335407018661499},{"id":"https://openalex.org/C57879066","wikidata":"https://www.wikidata.org/wiki/Q41217","display_name":"Mechanics","level":1,"score":0.18458542227745056},{"id":"https://openalex.org/C66938386","wikidata":"https://www.wikidata.org/wiki/Q633538","display_name":"Structural engineering","level":1,"score":0.14842036366462708},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.14713066816329956},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.09782987833023071},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.3390/a16010056","is_oa":true,"landing_page_url":"https://doi.org/10.3390/a16010056","pdf_url":"https://www.mdpi.com/1999-4893/16/1/56/pdf?version=1674179843","source":{"id":"https://openalex.org/S190629608","display_name":"Algorithms","issn_l":"1999-4893","issn":["1999-4893"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Algorithms","raw_type":"journal-article"},{"id":"pmh:oai:HAL:hal-03954432v1","is_oa":true,"landing_page_url":"https://ut3-toulouseinp.hal.science/hal-03954432","pdf_url":"https://ut3-toulouseinp.hal.science/hal-03954432v1/document","source":{"id":"https://openalex.org/S4306402512","display_name":"HAL (Le Centre pour la Communication Scientifique Directe)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1294671590","host_organization_name":"Centre National de la Recherche Scientifique","host_organization_lineage":["https://openalex.org/I1294671590"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Algorithms, 2023, 16 (1), pp.56. ⟨10.3390/a16010056⟩","raw_type":"Journal articles"},{"id":"pmh:oai:doaj.org/article:1ce71250cf2045b0932741e1991e6b22","is_oa":true,"landing_page_url":"https://doaj.org/article/1ce71250cf2045b0932741e1991e6b22","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Algorithms, Vol 16, Iss 1, p 56 (2023)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/1999-4893/16/1/56/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/a16010056","pdf_url":null,"source":{"id":"https://openalex.org/S4306400947","display_name":"MDPI (MDPI AG)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210097602","host_organization_name":"Multidisciplinary Digital Publishing Institute (Switzerland)","host_organization_lineage":["https://openalex.org/I4210097602"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Algorithms; Volume 16; Issue 1; Pages: 56","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/a16010056","is_oa":true,"landing_page_url":"https://doi.org/10.3390/a16010056","pdf_url":"https://www.mdpi.com/1999-4893/16/1/56/pdf?version=1674179843","source":{"id":"https://openalex.org/S190629608","display_name":"Algorithms","issn_l":"1999-4893","issn":["1999-4893"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Algorithms","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Peace, Justice and strong institutions","score":0.5299999713897705,"id":"https://metadata.un.org/sdg/16"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4316465563.pdf"},"referenced_works_count":43,"referenced_works":["https://openalex.org/W125938325","https://openalex.org/W1971675410","https://openalex.org/W1976245556","https://openalex.org/W1979247939","https://openalex.org/W1988223497","https://openalex.org/W2004320657","https://openalex.org/W2009627947","https://openalex.org/W2011619990","https://openalex.org/W2012544830","https://openalex.org/W2020814388","https://openalex.org/W2021581581","https://openalex.org/W2024725337","https://openalex.org/W2025006784","https://openalex.org/W2033793034","https://openalex.org/W2041036095","https://openalex.org/W2042615760","https://openalex.org/W2047891650","https://openalex.org/W2051835934","https://openalex.org/W2058418186","https://openalex.org/W2059611528","https://openalex.org/W2059671797","https://openalex.org/W2075407694","https://openalex.org/W2080123636","https://openalex.org/W2080296771","https://openalex.org/W2086351393","https://openalex.org/W2086355943","https://openalex.org/W2137983211","https://openalex.org/W2163196112","https://openalex.org/W2346746270","https://openalex.org/W2602293573","https://openalex.org/W2727620870","https://openalex.org/W2787845601","https://openalex.org/W2891462664","https://openalex.org/W2917421740","https://openalex.org/W2982560941","https://openalex.org/W3027561281","https://openalex.org/W3084351420","https://openalex.org/W3165442269","https://openalex.org/W3167835040","https://openalex.org/W3207363415","https://openalex.org/W4210885031","https://openalex.org/W4294713908","https://openalex.org/W6713134421"],"related_works":["https://openalex.org/W2055836843","https://openalex.org/W2755775996","https://openalex.org/W3131818128","https://openalex.org/W2095941963","https://openalex.org/W2366062865","https://openalex.org/W2069701013","https://openalex.org/W2358822271","https://openalex.org/W2169158840","https://openalex.org/W1997375727","https://openalex.org/W2033367007"],"abstract_inverted_index":{"Numerical":[0],"methods":[1,26],"based":[2,62,108,140],"on":[3,63,141,155],"finite":[4,168],"element":[5,169],"(FE)":[6],"have":[7,152],"proven":[8],"their":[9],"efficiency":[10],"for":[11,111],"many":[12],"years":[13],"in":[14,76,130,166,174],"the":[15,22,31,50,55,77,84,97,149,156,160,182],"thermomechanical":[16,118],"simulation":[17],"of":[18,24,35,49,54,57,79,102,132,158,162,176,181],"forming":[19],"processes.":[20],"Nevertheless,":[21],"application":[23],"these":[25,58,80],"to":[27,87,137],"new":[28],"materials":[29],"requires":[30],"identification":[32],"and":[33,37,66,73,82,100,179],"implementation":[34,99,161],"constitutive":[36],"flow":[38,109,121,164],"laws":[39],"within":[40],"FE":[41,85],"codes,":[42],"which":[43],"sometimes":[44],"pose":[45],"problems,":[46],"particularly":[47],"because":[48],"strongly":[51],"non-linear":[52],"character":[53],"behavior":[56],"materials.":[59],"Computational":[60],"techniques":[61],"machine":[64],"learning":[65],"artificial":[67,104],"neural":[68,105],"networks":[69],"are":[70],"becoming":[71],"more":[72,74,89],"important":[75],"development":[78],"models":[81],"help":[83],"codes":[86],"integrate":[88],"complex":[90],"behavior.":[91,184],"In":[92],"this":[93,163],"paper,":[94],"we":[95],"present":[96],"development,":[98],"use":[101],"an":[103],"network":[106],"(ANN)":[107],"law":[110,122,165],"a":[112,127,167],"GrC15":[113],"alloy":[114],"under":[115],"high":[116],"temperature":[117],"solicitations.":[119],"The":[120],"modeling":[123],"by":[124],"ANN":[125,150],"shows":[126,171],"significant":[128],"superiority":[129],"terms":[131,175],"model":[133],"prediction":[134],"quality":[135,178],"compared":[136],"classical":[138],"approaches":[139],"widely":[142],"used":[143],"Johnson\u2013Cook":[144],"or":[145],"Arrhenius":[146],"models.":[147],"Once":[148],"parameters":[151],"been":[153],"identified":[154],"base":[157],"experiments,":[159],"code":[170],"promising":[172],"results":[173],"solution":[177],"respect":[180],"material":[183]},"counts_by_year":[{"year":2025,"cited_by_count":7},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":4}],"updated_date":"2026-03-10T16:38:18.471706","created_date":"2025-10-10T00:00:00"}