{"id":"https://openalex.org/W4312379902","doi":"https://doi.org/10.2139/ssrn.4245029","title":"Robust Constitutive-Relation Learning with Artificial Neural Networks","display_name":"Robust Constitutive-Relation Learning with Artificial Neural Networks","publication_year":2022,"publication_date":"2022-01-01","ids":{"openalex":"https://openalex.org/W4312379902","doi":"https://doi.org/10.2139/ssrn.4245029"},"language":"en","primary_location":{"id":"doi:10.2139/ssrn.4245029","doi":"https://doi.org/10.2139/ssrn.4245029","is_oa":true,"landing_page_url":"https://doi.org/10.2139/ssrn.4245029","pdf_url":null,"source":{"id":"https://openalex.org/S4210172589","display_name":"SSRN Electronic Journal","issn_l":"1556-5068","issn":["1556-5068"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I1318003438","host_organization_name":"RELX Group (Netherlands)","host_organization_lineage":["https://openalex.org/I1318003438"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"SSRN Electronic Journal","raw_type":"journal-article"},"volume":null,"type":"preprint","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.2139/ssrn.4245029","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100609041","display_name":"Ju Li","orcid":"https://orcid.org/0000-0002-7841-8058","observed_orcids":["https://orcid.org/0000-0002-7841-8058","https://orcid.org/0000-0002-1203-4684"]},"institutions":[{"id":"https://openalex.org/I63966007","display_name":"Massachusetts Institute of Technology","ror":"https://ror.org/042nb2s44","country_code":"US","type":"education","lineage":["https://openalex.org/I63966007"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Qing-Jie Li","raw_affiliation_strings":["Massachusetts Institute of Technology (MIT) - Department of Nuclear Science and Engineering"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Massachusetts Institute of Technology (MIT) - Department of Nuclear Science and Engineering","institution_ids":["https://openalex.org/I63966007"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016617198","display_name":"Mahmut Nedim Cinbiz","orcid":"https://orcid.org/0000-0003-4626-8515","observed_orcids":["https://orcid.org/0000-0003-4626-8515"]},"institutions":[{"id":"https://openalex.org/I1289243028","display_name":"Oak Ridge National Laboratory","ror":"https://ror.org/01qz5mb56","country_code":"US","type":"facility","lineage":["https://openalex.org/I1289243028","https://openalex.org/I1330989302","https://openalex.org/I39565521","https://openalex.org/I4210159294"]},{"id":"https://openalex.org/I2800102766","display_name":"Idaho National Laboratory","ror":"https://ror.org/00ty2a548","country_code":"US","type":"facility","lineage":["https://openalex.org/I1325736334","https://openalex.org/I1330989302","https://openalex.org/I2800102766","https://openalex.org/I2801818860"]},{"id":"https://openalex.org/I2800421839","display_name":"Government of the United States of America","ror":"https://ror.org/02rcrvv70","country_code":"US","type":"government","lineage":["https://openalex.org/I2800421839"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Mahmut Nedim Cinbiz","raw_affiliation_strings":["Government of the United States of America - Idaho National Laboratory, Box 1625, Idaho Falls, ID 83415, United States","Government of the United States of America - Oak Ridge National Laboratory","Idaho National Laboratory"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Government of the United States of America - Idaho National Laboratory, Box 1625, Idaho Falls, ID 83415, United States","institution_ids":["https://openalex.org/I2800102766"]},{"raw_affiliation_string":"Government of the United States of America - Oak Ridge National Laboratory","institution_ids":["https://openalex.org/I1289243028","https://openalex.org/I2800421839"]},{"raw_affiliation_string":"Idaho National Laboratory","institution_ids":["https://openalex.org/I2800102766"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100343730","display_name":"Yin Zhang","orcid":"https://orcid.org/0000-0002-9194-2233","observed_orcids":["https://orcid.org/0000-0002-9194-2233","https://orcid.org/0000-0001-5334-0605"]},"institutions":[{"id":"https://openalex.org/I63966007","display_name":"Massachusetts Institute of Technology","ror":"https://ror.org/042nb2s44","country_code":"US","type":"education","lineage":["https://openalex.org/I63966007"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Yin Zhang","raw_affiliation_strings":["Massachusetts Institute of Technology (MIT) - Department of Nuclear Science and Engineering"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Massachusetts Institute of Technology (MIT) - Department of Nuclear Science and Engineering","institution_ids":["https://openalex.org/I63966007"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5047915389","display_name":"Qi He","orcid":"https://orcid.org/0000-0001-5769-6713","observed_orcids":["https://orcid.org/0000-0001-5769-6713"]},"institutions":[{"id":"https://openalex.org/I63966007","display_name":"Massachusetts Institute of Technology","ror":"https://ror.org/042nb2s44","country_code":"US","type":"education","lineage":["https://openalex.org/I63966007"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Qi He","raw_affiliation_strings":["Massachusetts Institute of Technology (MIT) - Department of Nuclear Science and Engineering"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Massachusetts Institute of Technology (MIT) - Department of Nuclear Science and Engineering","institution_ids":["https://openalex.org/I63966007"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5054334630","display_name":"Geoffrey Beausoleil","orcid":"https://orcid.org/0000-0002-3837-7685","observed_orcids":["https://orcid.org/0000-0002-3837-7685"]},"institutions":[{"id":"https://openalex.org/I2800102766","display_name":"Idaho National Laboratory","ror":"https://ror.org/00ty2a548","country_code":"US","type":"facility","lineage":["https://openalex.org/I1325736334","https://openalex.org/I1330989302","https://openalex.org/I2800102766","https://openalex.org/I2801818860"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Geoffrey Beausoleil","raw_affiliation_strings":["Government of the United States of America - Idaho National Laboratory, Box 1625, Idaho Falls, ID 83415, United States","Idaho National Laboratory"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Government of the United States of America - Idaho National Laboratory, Box 1625, Idaho Falls, ID 83415, United States","institution_ids":["https://openalex.org/I2800102766"]},{"raw_affiliation_string":"Idaho National Laboratory","institution_ids":["https://openalex.org/I2800102766"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100609041","display_name":"Ju Li","orcid":"https://orcid.org/0000-0002-7841-8058","observed_orcids":["https://orcid.org/0000-0002-7841-8058","https://orcid.org/0000-0002-1203-4684"]},"institutions":[{"id":"https://openalex.org/I63966007","display_name":"Massachusetts Institute of Technology","ror":"https://ror.org/042nb2s44","country_code":"US","type":"education","lineage":["https://openalex.org/I63966007"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Ju Li","raw_affiliation_strings":["Massachusetts Institute of Technology (MIT) - Department of Materials Science and Engineering, 77 Massachusetts Avenue, 50 Memorial Drive, Cambridge, MA 02139-4307, United States","Massachusetts Institute of Technology (MIT) - Department of Nuclear Science and Engineering, United States","Massachusetts Institute of Technology (MIT) - Department of Materials Science and Engineering","Massachusetts Institute of Technology (MIT) - Department of Nuclear Science and Engineering"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Massachusetts Institute of Technology (MIT) - Department of Materials Science and Engineering, 77 Massachusetts Avenue, 50 Memorial Drive, Cambridge, MA 02139-4307, United States","institution_ids":["https://openalex.org/I63966007"]},{"raw_affiliation_string":"Massachusetts Institute of Technology (MIT) - Department of Nuclear Science and Engineering, United States","institution_ids":["https://openalex.org/I63966007"]},{"raw_affiliation_string":"Massachusetts Institute of Technology (MIT) - Department of Materials Science and Engineering","institution_ids":["https://openalex.org/I63966007"]},{"raw_affiliation_string":"Massachusetts Institute of Technology (MIT) - Department of Nuclear Science and Engineering","institution_ids":["https://openalex.org/I63966007"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5100609041"],"corresponding_institution_ids":["https://openalex.org/I63966007"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11948","display_name":"Machine Learning in Materials Science","score":0.9301999807357788,"subfield":{"id":"https://openalex.org/subfields/2505","display_name":"Materials Chemistry"},"field":{"id":"https://openalex.org/fields/25","display_name":"Materials Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11948","display_name":"Machine Learning in Materials Science","score":0.9301999807357788,"subfield":{"id":"https://openalex.org/subfields/2505","display_name":"Materials Chemistry"},"field":{"id":"https://openalex.org/fields/25","display_name":"Materials Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10320","display_name":"Neural Networks and Applications","score":0.03269999846816063,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11206","display_name":"Model Reduction and Neural Networks","score":0.00860000029206276,"subfield":{"id":"https://openalex.org/subfields/3109","display_name":"Statistical and Nonlinear Physics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/stress-strain-model","display_name":"stress-strain model","score":0.8019999861717224},{"id":"https://openalex.org/keywords/temporal-convolutional-network","display_name":"temporal convolutional network","score":0.8539999723434448},{"id":"https://openalex.org/keywords/fully-connected-neural-network","display_name":"fully connected neural network","score":0.828000009059906},{"id":"https://openalex.org/keywords/causal-convolution","display_name":"causal convolution","score":0.8240000009536743},{"id":"https://openalex.org/keywords/loading-history","display_name":"loading history","score":0.6439999938011169},{"id":"https://openalex.org/keywords/gated-recurrent-unit","display_name":"gated recurrent unit","score":0.7870000004768372},{"id":"https://openalex.org/keywords/generalization","display_name":"generalization","score":0.39899998903274536},{"id":"https://openalex.org/keywords/materials-optimization","display_name":"material optimization","score":0.546999990940094}],"concepts":[{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.6509658098220825},{"id":"https://openalex.org/C25343380","wikidata":"https://www.wikidata.org/wiki/Q277521","display_name":"Relation (database)","level":2,"score":0.5704346299171448},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5220280289649963},{"id":"https://openalex.org/C202973686","wikidata":"https://www.wikidata.org/wiki/Q1937401","display_name":"Constitutive equation","level":3,"score":0.502957284450531},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.41272222995758057},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.18120279908180237},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.14508765935897827},{"id":"https://openalex.org/C66938386","wikidata":"https://www.wikidata.org/wiki/Q633538","display_name":"Structural engineering","level":1,"score":0.07544377446174622},{"id":"https://openalex.org/C135628077","wikidata":"https://www.wikidata.org/wiki/Q220184","display_name":"Finite element method","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.2139/ssrn.4245029","doi":"https://doi.org/10.2139/ssrn.4245029","is_oa":true,"landing_page_url":"https://doi.org/10.2139/ssrn.4245029","pdf_url":null,"source":{"id":"https://openalex.org/S4210172589","display_name":"SSRN Electronic Journal","issn_l":"1556-5068","issn":["1556-5068"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I1318003438","host_organization_name":"RELX Group (Netherlands)","host_organization_lineage":["https://openalex.org/I1318003438"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"SSRN Electronic Journal","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.2139/ssrn.4245029","doi":"https://doi.org/10.2139/ssrn.4245029","is_oa":true,"landing_page_url":"https://doi.org/10.2139/ssrn.4245029","pdf_url":null,"source":{"id":"https://openalex.org/S4210172589","display_name":"SSRN Electronic Journal","issn_l":"1556-5068","issn":["1556-5068"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I1318003438","host_organization_name":"RELX Group (Netherlands)","host_organization_lineage":["https://openalex.org/I1318003438"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"SSRN Electronic Journal","raw_type":"journal-article"},"sustainable_development_goals":[],"sustainable_development_goals_aurora":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W3205903219","https://openalex.org/W4280546477","https://openalex.org/W4385877852","https://openalex.org/W4200314880","https://openalex.org/W4293824234","https://openalex.org/W4389879686","https://openalex.org/W4206101248","https://openalex.org/W3012191646","https://openalex.org/W7214172348","https://openalex.org/W7067492508"],"abstract_inverted_index":null,"counts_by_year":[],"updated_date":"2026-10-16T09:59:22.235173","created_date":"2023-01-04T00:00:00"}