{"id":"https://openalex.org/W4381799593","doi":"https://doi.org/10.1109/access.2023.3284837","title":"Epistemic Uncertainty-Aware Barlow Twins Reduced Order Modeling for Nonlinear Contact Problems","display_name":"Epistemic Uncertainty-Aware Barlow Twins Reduced Order Modeling for Nonlinear Contact Problems","publication_year":2023,"publication_date":"2023-01-01","ids":{"openalex":"https://openalex.org/W4381799593","doi":"https://doi.org/10.1109/access.2023.3284837"},"language":"en","primary_location":{"id":"doi:10.1109/access.2023.3284837","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2023.3284837","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/10005208/10159524.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://ieeexplore.ieee.org/ielx7/6287639/10005208/10159524.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5074522311","display_name":"Teeratorn Kadeethum","orcid":"https://orcid.org/0000-0002-6815-9179"},"institutions":[{"id":"https://openalex.org/I4210104735","display_name":"Sandia National Laboratories","ror":"https://ror.org/01apwpt12","country_code":"US","type":"facility","lineage":["https://openalex.org/I1330989302","https://openalex.org/I198811213","https://openalex.org/I4210104735"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Teeratorn Kadeethum","raw_affiliation_strings":["Sandia National Laboratories, Albuquerque, NM, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Sandia National Laboratories, Albuquerque, NM, USA","institution_ids":["https://openalex.org/I4210104735"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084145417","display_name":"John Jakeman","orcid":"https://orcid.org/0000-0002-3517-337X"},"institutions":[{"id":"https://openalex.org/I4210104735","display_name":"Sandia National Laboratories","ror":"https://ror.org/01apwpt12","country_code":"US","type":"facility","lineage":["https://openalex.org/I1330989302","https://openalex.org/I198811213","https://openalex.org/I4210104735"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"John D. Jakeman","raw_affiliation_strings":["Sandia National Laboratories, Albuquerque, NM, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Sandia National Laboratories, Albuquerque, NM, USA","institution_ids":["https://openalex.org/I4210104735"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5001379546","display_name":"Youngsoo Choi","orcid":"https://orcid.org/0000-0001-8797-7970"},"institutions":[{"id":"https://openalex.org/I1282311441","display_name":"Lawrence Livermore National Laboratory","ror":"https://ror.org/041nk4h53","country_code":"US","type":"facility","lineage":["https://openalex.org/I1282311441","https://openalex.org/I1330989302","https://openalex.org/I198811213","https://openalex.org/I4210138311"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Youngsoo Choi","raw_affiliation_strings":["Lawrence Livermore National Laboratory, Livermore, CA, USA"],"raw_orcid":"https://orcid.org/0000-0001-8797-7970","affiliations":[{"raw_affiliation_string":"Lawrence Livermore National Laboratory, Livermore, CA, USA","institution_ids":["https://openalex.org/I1282311441"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5063820996","display_name":"Nikolaos Bouklas","orcid":"https://orcid.org/0000-0002-3349-5914"},"institutions":[{"id":"https://openalex.org/I205783295","display_name":"Cornell University","ror":"https://ror.org/05bnh6r87","country_code":"US","type":"education","lineage":["https://openalex.org/I205783295"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Nikolaos Bouklas","raw_affiliation_strings":["Sibley School of Mechanical and Aerospace Engineering, Cornell University, Ithaca, NY, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Sibley School of Mechanical and Aerospace Engineering, Cornell University, Ithaca, NY, USA","institution_ids":["https://openalex.org/I205783295"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5089401974","display_name":"Hongkyu Yoon","orcid":"https://orcid.org/0000-0001-6719-280X"},"institutions":[{"id":"https://openalex.org/I4210104735","display_name":"Sandia National Laboratories","ror":"https://ror.org/01apwpt12","country_code":"US","type":"facility","lineage":["https://openalex.org/I1330989302","https://openalex.org/I198811213","https://openalex.org/I4210104735"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Hongkyu Yoon","raw_affiliation_strings":["Sandia National Laboratories, Albuquerque, NM, USA"],"raw_orcid":"https://orcid.org/0000-0001-6719-280X","affiliations":[{"raw_affiliation_string":"Sandia National Laboratories, Albuquerque, NM, USA","institution_ids":["https://openalex.org/I4210104735"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":0.6185,"has_fulltext":true,"cited_by_count":4,"citation_normalized_percentile":{"value":0.64220988,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":97},"biblio":{"volume":"11","issue":null,"first_page":"62970","last_page":"62985"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11206","display_name":"Model Reduction and Neural Networks","score":0.9998999834060669,"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"}},"topics":[{"id":"https://openalex.org/T11206","display_name":"Model Reduction and Neural Networks","score":0.9998999834060669,"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"}},{"id":"https://openalex.org/T10928","display_name":"Probabilistic and Robust Engineering Design","score":0.9973000288009644,"subfield":{"id":"https://openalex.org/subfields/1804","display_name":"Statistics, Probability and Uncertainty"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10534","display_name":"Structural Health Monitoring Techniques","score":0.9883000254631042,"subfield":{"id":"https://openalex.org/subfields/2205","display_name":"Civil and Structural 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/uncertainty-quantification","display_name":"Uncertainty quantification","score":0.8247799873352051},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6908667087554932},{"id":"https://openalex.org/keywords/nonlinear-system","display_name":"Nonlinear system","score":0.5582517385482788},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.5485005974769592},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.4776659905910492},{"id":"https://openalex.org/keywords/computational-complexity-theory","display_name":"Computational complexity theory","score":0.46613189578056335},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4055565595626831},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3613216280937195},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.34407252073287964},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.21242567896842957}],"concepts":[{"id":"https://openalex.org/C32230216","wikidata":"https://www.wikidata.org/wiki/Q7882499","display_name":"Uncertainty quantification","level":2,"score":0.8247799873352051},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6908667087554932},{"id":"https://openalex.org/C158622935","wikidata":"https://www.wikidata.org/wiki/Q660848","display_name":"Nonlinear system","level":2,"score":0.5582517385482788},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.5485005974769592},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.4776659905910492},{"id":"https://openalex.org/C179799912","wikidata":"https://www.wikidata.org/wiki/Q205084","display_name":"Computational complexity theory","level":2,"score":0.46613189578056335},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4055565595626831},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3613216280937195},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.34407252073287964},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.21242567896842957},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"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/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0}],"mesh":[],"locations_count":5,"locations":[{"id":"doi:10.1109/access.2023.3284837","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2023.3284837","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/10005208/10159524.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:a3df640aa203443cb4ea2559d74c2c6b","is_oa":true,"landing_page_url":"https://doaj.org/article/a3df640aa203443cb4ea2559d74c2c6b","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 11, Pp 62970-62985 (2023)","raw_type":"article"},{"id":"pmh:oai:osti.gov:1986413","is_oa":true,"landing_page_url":"https://www.osti.gov/biblio/1986413","pdf_url":null,"source":{"id":"https://openalex.org/S4306402487","display_name":"OSTI OAI (U.S. Department of Energy Office of Scientific and Technical Information)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I139351228","host_organization_name":"Office of Scientific and Technical Information","host_organization_lineage":["https://openalex.org/I139351228"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":null},{"id":"pmh:oai:osti.gov:1986587","is_oa":true,"landing_page_url":"https://www.osti.gov/biblio/1986587","pdf_url":null,"source":{"id":"https://openalex.org/S4306402487","display_name":"OSTI OAI (U.S. Department of Energy Office of Scientific and Technical Information)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I139351228","host_organization_name":"Office of Scientific and Technical Information","host_organization_lineage":["https://openalex.org/I139351228"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":null},{"id":"pmh:oai:osti.gov:2311408","is_oa":true,"landing_page_url":"https://www.osti.gov/biblio/2311408","pdf_url":null,"source":{"id":"https://openalex.org/S4306402487","display_name":"OSTI OAI (U.S. Department of Energy Office of Scientific and Technical Information)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I139351228","host_organization_name":"Office of Scientific and Technical Information","host_organization_lineage":["https://openalex.org/I139351228"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":null}],"best_oa_location":{"id":"doi:10.1109/access.2023.3284837","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2023.3284837","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/10005208/10159524.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1244155851","display_name":null,"funder_award_id":"# 218328","funder_id":"https://openalex.org/F4320337547","funder_display_name":"Laboratory Directed Research and Development"},{"id":"https://openalex.org/G129051826","display_name":null,"funder_award_id":"DE-AC52-07NA27344","funder_id":"https://openalex.org/F4320332353","funder_display_name":"Office of Fossil Energy"},{"id":"https://openalex.org/G1523888516","display_name":null,"funder_award_id":"FA9550-","funder_id":"https://openalex.org/F4320338279","funder_display_name":"Air Force Office of Scientific Research"},{"id":"https://openalex.org/G1859920734","display_name":null,"funder_award_id":"NA0003525","funder_id":"https://openalex.org/F4320337547","funder_display_name":"Laboratory Directed Research and Development"},{"id":"https://openalex.org/G1974706823","display_name":null,"funder_award_id":"Contract DE-AC52-07NA27344","funder_id":"https://openalex.org/F4320332369","funder_display_name":"National Nuclear Security Administration"},{"id":"https://openalex.org/G2187077474","display_name":null,"funder_award_id":"DE-AC52-07NA27344","funder_id":"https://openalex.org/F4320334545","funder_display_name":"Office of Fossil Energy and Carbon Management"},{"id":"https://openalex.org/G2209453243","display_name":null,"funder_award_id":"DE-NA0003525","funder_id":"https://openalex.org/F4320306084","funder_display_name":"U.S. Department of Energy"},{"id":"https://openalex.org/G2214935549","display_name":null,"funder_award_id":"NA0003525","funder_id":"https://openalex.org/F4320338291","funder_display_name":"Sandia National Laboratories"},{"id":"https://openalex.org/G2574212986","display_name":null,"funder_award_id":"21-FS-042","funder_id":"https://openalex.org/F4320338286","funder_display_name":"Lawrence Livermore National Laboratory"},{"id":"https://openalex.org/G3324601061","display_name":null,"funder_award_id":"DE-NA0003525","funder_id":"https://openalex.org/F4320332353","funder_display_name":"Office of Fossil Energy"},{"id":"https://openalex.org/G3624711596","display_name":null,"funder_award_id":"DE-NA0003525","funder_id":"https://openalex.org/F4320338286","funder_display_name":"Lawrence Livermore National Laboratory"},{"id":"https://openalex.org/G4343739756","display_name":null,"funder_award_id":"Contract DE-AC52-07NA27344","funder_id":"https://openalex.org/F4320338286","funder_display_name":"Lawrence Livermore National Laboratory"},{"id":"https://openalex.org/G4429611162","display_name":null,"funder_award_id":"21-FS-042","funder_id":"https://openalex.org/F4320337547","funder_display_name":"Laboratory Directed Research and Development"},{"id":"https://openalex.org/G4844777956","display_name":null,"funder_award_id":"DE-AC52-07NA27344","funder_id":"https://openalex.org/F4320337547","funder_display_name":"Laboratory Directed Research and Development"},{"id":"https://openalex.org/G4903105778","display_name":null,"funder_award_id":"NA0003525","funder_id":"https://openalex.org/F4320306084","funder_display_name":"U.S. Department of Energy"},{"id":"https://openalex.org/G4947178736","display_name":null,"funder_award_id":"-NA0003525","funder_id":"https://openalex.org/F4320306084","funder_display_name":"U.S. Department of Energy"},{"id":"https://openalex.org/G5211897158","display_name":null,"funder_award_id":"DE-NA0003525","funder_id":"https://openalex.org/F4320332369","funder_display_name":"National Nuclear Security Administration"},{"id":"https://openalex.org/G5339743583","display_name":null,"funder_award_id":"NA0003525","funder_id":"https://openalex.org/F4320332369","funder_display_name":"National Nuclear Security Administration"},{"id":"https://openalex.org/G5522089832","display_name":null,"funder_award_id":"DE-AC52-07NA27344","funder_id":"https://openalex.org/F4320338286","funder_display_name":"Lawrence Livermore National Laboratory"},{"id":"https://openalex.org/G5556147165","display_name":null,"funder_award_id":"DE-NA0003525","funder_id":"https://openalex.org/F4320338279","funder_display_name":"Air Force Office of Scientific Research"},{"id":"https://openalex.org/G5809100787","display_name":null,"funder_award_id":"FA9550","funder_id":"https://openalex.org/F4320338279","funder_display_name":"Air Force Office of Scientific Research"},{"id":"https://openalex.org/G6000433449","display_name":null,"funder_award_id":"LLNL-CONF-835144","funder_id":"https://openalex.org/F4320338286","funder_display_name":"Lawrence Livermore National Laboratory"},{"id":"https://openalex.org/G6268788391","display_name":null,"funder_award_id":"DE-NA0003525","funder_id":"https://openalex.org/F4320334545","funder_display_name":"Office of Fossil Energy and Carbon Management"},{"id":"https://openalex.org/G6438076168","display_name":null,"funder_award_id":"DE-AC52-07NA27344","funder_id":"https://openalex.org/F4320338279","funder_display_name":"Air Force Office of Scientific Research"},{"id":"https://openalex.org/G6919326544","display_name":null,"funder_award_id":"218328","funder_id":"https://openalex.org/F4320338291","funder_display_name":"Sandia National Laboratories"},{"id":"https://openalex.org/G69709960","display_name":null,"funder_award_id":"Contract DE-AC52-07NA27344","funder_id":"https://openalex.org/F4320306084","funder_display_name":"U.S. Department of Energy"},{"id":"https://openalex.org/G70797072","display_name":null,"funder_award_id":"DE-NA0003525","funder_id":"https://openalex.org/F4320337547","funder_display_name":"Laboratory Directed Research and Development"},{"id":"https://openalex.org/G7761962938","display_name":null,"funder_award_id":"FA9550-22-1-0075","funder_id":"https://openalex.org/F4320338279","funder_display_name":"Air Force Office of Scientific Research"},{"id":"https://openalex.org/G8178004050","display_name":null,"funder_award_id":"contract DE-NA0003525","funder_id":"https://openalex.org/F4320332369","funder_display_name":"National Nuclear Security Administration"},{"id":"https://openalex.org/G8180170174","display_name":null,"funder_award_id":"DE-AC52-07NA27344","funder_id":"https://openalex.org/F4320332369","funder_display_name":"National Nuclear Security Administration"},{"id":"https://openalex.org/G8279418378","display_name":null,"funder_award_id":"DE-NA0003525","funder_id":"https://openalex.org/F4320338291","funder_display_name":"Sandia National Laboratories"},{"id":"https://openalex.org/G8374966015","display_name":null,"funder_award_id":"AC52-07NA27344","funder_id":"https://openalex.org/F4320306084","funder_display_name":"U.S. Department of Energy"},{"id":"https://openalex.org/G8609233033","display_name":null,"funder_award_id":"218328","funder_id":"https://openalex.org/F4320337547","funder_display_name":"Laboratory Directed Research and Development"},{"id":"https://openalex.org/G991281326","display_name":null,"funder_award_id":"AC52-07NA27344","funder_id":"https://openalex.org/F4320338286","funder_display_name":"Lawrence Livermore National Laboratory"}],"funders":[{"id":"https://openalex.org/F4320306084","display_name":"U.S. Department of Energy","ror":"https://ror.org/01bj3aw27"},{"id":"https://openalex.org/F4320332353","display_name":"Office of Fossil Energy","ror":"https://ror.org/03ery9d53"},{"id":"https://openalex.org/F4320332369","display_name":"National Nuclear Security Administration","ror":"https://ror.org/03sk1we31"},{"id":"https://openalex.org/F4320334545","display_name":"Office of Fossil Energy and Carbon Management","ror":null},{"id":"https://openalex.org/F4320337547","display_name":"Laboratory Directed Research and Development","ror":"https://ror.org/01e41cf67"},{"id":"https://openalex.org/F4320338279","display_name":"Air Force Office of Scientific Research","ror":"https://ror.org/011e9bt93"},{"id":"https://openalex.org/F4320338286","display_name":"Lawrence Livermore National Laboratory","ror":"https://ror.org/041nk4h53"},{"id":"https://openalex.org/F4320338291","display_name":"Sandia National Laboratories","ror":"https://ror.org/01apwpt12"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4381799593.pdf","grobid_xml":"https://content.openalex.org/works/W4381799593.grobid-xml"},"referenced_works_count":60,"referenced_works":["https://openalex.org/W1522301498","https://openalex.org/W1525542318","https://openalex.org/W1844174069","https://openalex.org/W1965441306","https://openalex.org/W2016043834","https://openalex.org/W2019069578","https://openalex.org/W2090060170","https://openalex.org/W2102162541","https://openalex.org/W2133041109","https://openalex.org/W2147414751","https://openalex.org/W2154096272","https://openalex.org/W2205786881","https://openalex.org/W2332297685","https://openalex.org/W2766298346","https://openalex.org/W2772709428","https://openalex.org/W2795152937","https://openalex.org/W2899283552","https://openalex.org/W2963263347","https://openalex.org/W2964247355","https://openalex.org/W2998104826","https://openalex.org/W3021801979","https://openalex.org/W3032875641","https://openalex.org/W3034344745","https://openalex.org/W3045014973","https://openalex.org/W3045279959","https://openalex.org/W3072501233","https://openalex.org/W3091942289","https://openalex.org/W3094215920","https://openalex.org/W3094231958","https://openalex.org/W3134652006","https://openalex.org/W3139348098","https://openalex.org/W3153519416","https://openalex.org/W3158172875","https://openalex.org/W3165107655","https://openalex.org/W3176980619","https://openalex.org/W3183800180","https://openalex.org/W3186805465","https://openalex.org/W3195589863","https://openalex.org/W3212629973","https://openalex.org/W3217247658","https://openalex.org/W4224997458","https://openalex.org/W4245517618","https://openalex.org/W4254751698","https://openalex.org/W4293568373","https://openalex.org/W4294170298","https://openalex.org/W4294643831","https://openalex.org/W4295521014","https://openalex.org/W4309890128","https://openalex.org/W4310497802","https://openalex.org/W4310633482","https://openalex.org/W4311004984","https://openalex.org/W4388347514","https://openalex.org/W6631190155","https://openalex.org/W6726497184","https://openalex.org/W6735913928","https://openalex.org/W6741832134","https://openalex.org/W6745560452","https://openalex.org/W6763087592","https://openalex.org/W6780248173","https://openalex.org/W6791742336"],"related_works":["https://openalex.org/W1991093342","https://openalex.org/W2078622645","https://openalex.org/W2170798819","https://openalex.org/W3127311823","https://openalex.org/W3196464345","https://openalex.org/W1986474611","https://openalex.org/W4372183490","https://openalex.org/W3094658433","https://openalex.org/W2049479034","https://openalex.org/W2014910883"],"abstract_inverted_index":{"This":[0],"study":[1],"presents":[2],"a":[3,99,103,149,170,214,224],"method":[4],"for":[5,74],"constructing":[6],"machine":[7],"learning-based":[8],"reduced":[9,50,62,151,219],"order":[10,35,51],"models":[11,36,52],"(ROMs)":[12],"that":[13],"accurately":[14],"simulate":[15],"nonlinear":[16,61],"contact":[17,97],"problems":[18],"while":[19,169,222],"quantifying":[20,75],"epistemic":[21,76],"uncertainty.":[22],"These":[23,64],"purely":[24],"non-intrusive":[25],"ROMs":[26],"significantly":[27,150,218],"lower":[28],"computational":[29,116,152,205,220],"costs":[30],"compared":[31,118,154,207],"to":[32,54,88,119,135,155,208],"traditional":[33],"full":[34],"(FOMs).":[37],"The":[38,82,109,122,199,211],"technique":[39],"utilizes":[40],"adversarial":[41],"training":[42,196],"combined":[43],"with":[44,69,192,217],"an":[45],"ensemble":[46,110,200],"of":[47,59,84,96,111,144,162,227],"Barlow":[48],"twins":[49],"(BT-ROMs)":[53],"maximize":[55],"the":[56,60,79,94,126,159,163,178,183,187,190],"information":[57],"content":[58],"manifolds.":[63],"lower-dimensional":[65],"manifolds":[66],"are":[67],"equipped":[68],"Gaussian":[70],"error":[71,124,179],"estimates,":[72],"allowing":[73],"uncertainty":[77],"in":[78,93,189],"ROM":[80],"predictions.":[81],"effectiveness":[83],"these":[85],"ROMs,":[86,191],"referred":[87],"as":[89,195],"UQ-BT-ROMs,":[90],"is":[91,146],"demonstrated":[92],"context":[95],"between":[98,125],"rigid":[100],"indenter":[101],"and":[102,115,128,204],"hyperelastic":[104],"substrate":[105],"under":[106],"finite":[107],"deformations.":[108],"BT-ROMs":[112],"improves":[113,202],"accuracy":[114,145,194,203],"efficiency":[117,206],"existing":[120,209],"alternatives.":[121,210],"relative":[123],"UQ-BT-ROM":[127,164],"FOM":[129,172],"solutions":[130],"ranges":[131],"from":[132],"approximately":[133],"3%":[134],"8%":[136],"across":[137],"all":[138],"benchmarks.":[139],"Remarkably,":[140],"this":[141],"high":[142,225],"level":[143,226],"achieved":[147],"at":[148],"cost":[153],"FOMs.":[156],"For":[157],"instance,":[158],"online":[160],"phase":[161],"takes":[165],"only":[166],"0.001":[167],"seconds,":[168],"single":[171],"evaluation":[173],"requires":[174],"63":[175],"seconds.":[176],"Furthermore,":[177],"estimate":[180],"produced":[181],"by":[182],"UQ-BT-ROMs":[184,212],"reasonably":[185],"captures":[186],"errors":[188],"increasing":[193],"data":[197],"increases.":[198],"approach":[201],"provide":[213],"cost-effective":[215],"solution":[216],"times":[221],"maintaining":[223],"accuracy.":[228]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":3}],"updated_date":"2026-06-17T08:01:34.144755","created_date":"2025-10-10T00:00:00"}
