{"id":"https://openalex.org/W4375852192","doi":"https://doi.org/10.1145/3576914.3587532","title":"Surrogate Modeling using Physics-guided Learning","display_name":"Surrogate Modeling using Physics-guided Learning","publication_year":2023,"publication_date":"2023-05-08","ids":{"openalex":"https://openalex.org/W4375852192","doi":"https://doi.org/10.1145/3576914.3587532"},"language":"en","primary_location":{"id":"doi:10.1145/3576914.3587532","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3576914.3587532","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3576914.3587532","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of Cyber-Physical Systems and Internet of Things Week 2023","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3576914.3587532","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5011558656","display_name":"Ali I. Ozdagli","orcid":"https://orcid.org/0000-0002-2708-6532"},"institutions":[{"id":"https://openalex.org/I2801014300","display_name":"Florida Gulf Coast University","ror":"https://ror.org/05tc5bm31","country_code":"US","type":"education","lineage":["https://openalex.org/I2801014300"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ali Ozdagli","raw_affiliation_strings":["Florida Gulf Coast University, USA"],"raw_orcid":"https://orcid.org/0000-0002-2708-6532","affiliations":[{"raw_affiliation_string":"Florida Gulf Coast University, USA","institution_ids":["https://openalex.org/I2801014300"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5018179115","display_name":"P\u00e9ter V\u00f6lgyesi","orcid":"https://orcid.org/0000-0002-7478-4317"},"institutions":[{"id":"https://openalex.org/I200719446","display_name":"Vanderbilt University","ror":"https://ror.org/02vm5rt34","country_code":"US","type":"education","lineage":["https://openalex.org/I200719446"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Peter Volgyesi","raw_affiliation_strings":["Vanderbilt University, USA"],"raw_orcid":"https://orcid.org/0000-0002-7478-4317","affiliations":[{"raw_affiliation_string":"Vanderbilt University, USA","institution_ids":["https://openalex.org/I200719446"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5023397404","display_name":"Xenofon Koutsoukos","orcid":"https://orcid.org/0000-0002-0923-6293"},"institutions":[{"id":"https://openalex.org/I200719446","display_name":"Vanderbilt University","ror":"https://ror.org/02vm5rt34","country_code":"US","type":"education","lineage":["https://openalex.org/I200719446"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Xenofon Koutsoukos","raw_affiliation_strings":["Vanderbilt University, USA"],"raw_orcid":"https://orcid.org/0000-0002-0923-6293","affiliations":[{"raw_affiliation_string":"Vanderbilt University, USA","institution_ids":["https://openalex.org/I200719446"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.2173,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.39274144,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"130","last_page":"135"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12026","display_name":"Explainable Artificial Intelligence (XAI)","score":0.973800003528595,"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"}},"topics":[{"id":"https://openalex.org/T12026","display_name":"Explainable Artificial Intelligence (XAI)","score":0.973800003528595,"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":0.9641000032424927,"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/T12535","display_name":"Machine Learning and Data Classification","score":0.9557999968528748,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/surrogate-model","display_name":"Surrogate model","score":0.7707564234733582},{"id":"https://openalex.org/keywords/generalization","display_name":"Generalization","score":0.6311876773834229},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5845706462860107},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.5637537240982056},{"id":"https://openalex.org/keywords/engineering-design-process","display_name":"Engineering design process","score":0.5059754252433777},{"id":"https://openalex.org/keywords/fidelity","display_name":"Fidelity","score":0.4996204376220703},{"id":"https://openalex.org/keywords/black-box","display_name":"Black box","score":0.4750150144100189},{"id":"https://openalex.org/keywords/architecture","display_name":"Architecture","score":0.4690903425216675},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4632962644100189},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.42220890522003174},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.42165857553482056},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.17257890105247498},{"id":"https://openalex.org/keywords/mechanical-engineering","display_name":"Mechanical engineering","score":0.09925904870033264},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.09516212344169617}],"concepts":[{"id":"https://openalex.org/C131675550","wikidata":"https://www.wikidata.org/wiki/Q7646884","display_name":"Surrogate model","level":2,"score":0.7707564234733582},{"id":"https://openalex.org/C177148314","wikidata":"https://www.wikidata.org/wiki/Q170084","display_name":"Generalization","level":2,"score":0.6311876773834229},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5845706462860107},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.5637537240982056},{"id":"https://openalex.org/C34972735","wikidata":"https://www.wikidata.org/wiki/Q2920267","display_name":"Engineering design process","level":2,"score":0.5059754252433777},{"id":"https://openalex.org/C2776459999","wikidata":"https://www.wikidata.org/wiki/Q2119376","display_name":"Fidelity","level":2,"score":0.4996204376220703},{"id":"https://openalex.org/C94966114","wikidata":"https://www.wikidata.org/wiki/Q29256","display_name":"Black box","level":2,"score":0.4750150144100189},{"id":"https://openalex.org/C123657996","wikidata":"https://www.wikidata.org/wiki/Q12271","display_name":"Architecture","level":2,"score":0.4690903425216675},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4632962644100189},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.42220890522003174},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.42165857553482056},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.17257890105247498},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.09925904870033264},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.09516212344169617},{"id":"https://openalex.org/C153349607","wikidata":"https://www.wikidata.org/wiki/Q36649","display_name":"Visual arts","level":1,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C142362112","wikidata":"https://www.wikidata.org/wiki/Q735","display_name":"Art","level":0,"score":0.0},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3576914.3587532","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3576914.3587532","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3576914.3587532","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of Cyber-Physical Systems and Internet of Things Week 2023","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1145/3576914.3587532","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3576914.3587532","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3576914.3587532","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of Cyber-Physical Systems and Internet of Things Week 2023","raw_type":"proceedings-article"},"sustainable_development_goals":[{"display_name":"Life below water","id":"https://metadata.un.org/sdg/14","score":0.4099999964237213}],"awards":[{"id":"https://openalex.org/G4713059963","display_name":null,"funder_award_id":"FA8750","funder_id":"https://openalex.org/F4320332180","funder_display_name":"Defense Advanced Research Projects Agency"},{"id":"https://openalex.org/G7759174701","display_name":null,"funder_award_id":"FA8750-20-C-0537","funder_id":"https://openalex.org/F4320332180","funder_display_name":"Defense Advanced Research Projects Agency"}],"funders":[{"id":"https://openalex.org/F4320332180","display_name":"Defense Advanced Research Projects Agency","ror":"https://ror.org/02caytj08"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4375852192.pdf","grobid_xml":"https://content.openalex.org/works/W4375852192.grobid-xml"},"referenced_works_count":9,"referenced_works":["https://openalex.org/W1787224781","https://openalex.org/W1984179956","https://openalex.org/W2157276885","https://openalex.org/W2756283039","https://openalex.org/W3012041784","https://openalex.org/W3022953487","https://openalex.org/W3210960077","https://openalex.org/W4249517230","https://openalex.org/W4283319085"],"related_works":["https://openalex.org/W2381850946","https://openalex.org/W4380449851","https://openalex.org/W3125091513","https://openalex.org/W4318832338","https://openalex.org/W4367145462","https://openalex.org/W4225799919","https://openalex.org/W4396831539","https://openalex.org/W4322760874","https://openalex.org/W3025549571","https://openalex.org/W2890550405"],"abstract_inverted_index":{"Computer":[0],"simulation":[1,30],"models":[2,19,31,73],"are":[3],"used":[4,83],"extensively":[5],"in":[6,111],"scientific":[7],"and":[8,15,35,74,137,148],"engineering":[9],"problems":[10],"for":[11,89],"complex":[12,29],"design":[13,39,117],"tasks":[14],"decision":[16],"processes.":[17],"Surrogate":[18],"generated":[20],"using":[21,134],"data-driven":[22],"techniques":[23],"can":[24,36,108],"approximate":[25],"the":[26,38,56,65,69,91,95,116,125,128,131,139,146],"behavior":[27],"of":[28,59,71,94,97,115,130],"with":[32],"high":[33],"fidelity":[34],"accelerate":[37],"process.":[40],"This":[41],"paper":[42],"presents":[43],"a":[44,60,86],"physics-guided":[45,106],"learning":[46,66,107],"architecture":[47,81,126],"that":[48,105],"integrates":[49],"parameters":[50,136],"extracted":[51],"from":[52],"physics-based":[53,135,149],"simulations":[54],"into":[55],"intermediate":[57,150],"layers":[58],"neural":[61],"network":[62],"to":[63,75,84,120,141],"constrain":[64],"process":[67],"during":[68],"training":[70],"surrogate":[72,87],"improve":[76,109],"their":[77],"generalization.":[78],"The":[79],"proposed":[80],"is":[82,103],"develop":[85],"model":[88,132],"evaluating":[90],"structural":[92],"integrity":[93],"hull":[96],"an":[98],"unmanned":[99],"underwater":[100],"vehicle.":[101],"It":[102],"shown":[104],"generalization":[110],"less":[112],"explored":[113],"regions":[114],"space":[118],"compared":[119],"black-box":[121],"models.":[122],"In":[123],"addition,":[124],"improves":[127],"explainability":[129],"predictions":[133],"allows":[138],"designer":[140],"make":[142],"decisions":[143],"based":[144],"on":[145],"input":[147],"parameters.":[151]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-07-31T08:31:51.225901","created_date":"2025-10-10T00:00:00"}