{"id":"https://openalex.org/W4382935812","doi":"https://doi.org/10.23919/acc55779.2023.10155901","title":"Physics-Informed Machine Learning for Modeling and Control of Dynamical Systems","display_name":"Physics-Informed Machine Learning for Modeling and Control of Dynamical Systems","publication_year":2023,"publication_date":"2023-05-31","ids":{"openalex":"https://openalex.org/W4382935812","doi":"https://doi.org/10.23919/acc55779.2023.10155901"},"language":"en","primary_location":{"id":"doi:10.23919/acc55779.2023.10155901","is_oa":false,"landing_page_url":"https://doi.org/10.23919/acc55779.2023.10155901","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 American Control Conference (ACC)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"http://infoscience.epfl.ch/record/304916","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5021671983","display_name":"Truong X. Nghiem","orcid":"https://orcid.org/0000-0003-4841-3800"},"institutions":[{"id":"https://openalex.org/I203172682","display_name":"Northern Arizona University","ror":"https://ror.org/0272j5188","country_code":"US","type":"education","lineage":["https://openalex.org/I203172682"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Truong X. Nghiem","raw_affiliation_strings":["Northern Arizona University,School of Informatics, Computing, and Cyber Systems,Flagstaff,AZ,USA,86011"],"affiliations":[{"raw_affiliation_string":"Northern Arizona University,School of Informatics, Computing, and Cyber Systems,Flagstaff,AZ,USA,86011","institution_ids":["https://openalex.org/I203172682"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5019969465","display_name":"J\u00e1n Drgo\u0148a","orcid":"https://orcid.org/0000-0003-1223-208X"},"institutions":[{"id":"https://openalex.org/I142606810","display_name":"Pacific Northwest National Laboratory","ror":"https://ror.org/05h992307","country_code":"US","type":"facility","lineage":["https://openalex.org/I1325736334","https://openalex.org/I1330989302","https://openalex.org/I142606810","https://openalex.org/I39565521"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"J\u00e1n Drgo\u0148a","raw_affiliation_strings":["Pacific Northwest National Laboratory,Richland,WA,USA","Pacific Northwest National Laboratory, Richland, WA, USA"],"affiliations":[{"raw_affiliation_string":"Pacific Northwest National Laboratory,Richland,WA,USA","institution_ids":["https://openalex.org/I142606810"]},{"raw_affiliation_string":"Pacific Northwest National Laboratory, Richland, WA, USA","institution_ids":["https://openalex.org/I142606810"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5085117832","display_name":"Colin N. Jones","orcid":"https://orcid.org/0000-0001-7239-4799"},"institutions":[{"id":"https://openalex.org/I5124864","display_name":"\u00c9cole Polytechnique F\u00e9d\u00e9rale de Lausanne","ror":"https://ror.org/02s376052","country_code":"CH","type":"education","lineage":["https://openalex.org/I2799323385","https://openalex.org/I5124864"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Colin Jones","raw_affiliation_strings":["EPFL,Switzerland","EPFL, Switzerland"],"affiliations":[{"raw_affiliation_string":"EPFL,Switzerland","institution_ids":["https://openalex.org/I5124864"]},{"raw_affiliation_string":"EPFL, Switzerland","institution_ids":["https://openalex.org/I5124864"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Zoltan Nagy","orcid":null},"institutions":[{"id":"https://openalex.org/I86519309","display_name":"The University of Texas at Austin","ror":"https://ror.org/00hj54h04","country_code":"US","type":"education","lineage":["https://openalex.org/I86519309"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Zoltan Nagy","raw_affiliation_strings":["The University of Texas at Austin,USA","The University of Texas at Austin, USA"],"affiliations":[{"raw_affiliation_string":"The University of Texas at Austin,USA","institution_ids":["https://openalex.org/I86519309"]},{"raw_affiliation_string":"The University of Texas at Austin, USA","institution_ids":["https://openalex.org/I86519309"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007610499","display_name":"Roland Schwan","orcid":"https://orcid.org/0000-0002-2807-4891"},"institutions":[{"id":"https://openalex.org/I5124864","display_name":"\u00c9cole Polytechnique F\u00e9d\u00e9rale de Lausanne","ror":"https://ror.org/02s376052","country_code":"CH","type":"education","lineage":["https://openalex.org/I2799323385","https://openalex.org/I5124864"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Roland Schwan","raw_affiliation_strings":["EPFL,Switzerland","EPFL, Switzerland"],"affiliations":[{"raw_affiliation_string":"EPFL,Switzerland","institution_ids":["https://openalex.org/I5124864"]},{"raw_affiliation_string":"EPFL, Switzerland","institution_ids":["https://openalex.org/I5124864"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5032507309","display_name":"Biswadip Dey","orcid":"https://orcid.org/0000-0003-1140-1363"},"institutions":[{"id":"https://openalex.org/I4210137693","display_name":"Siemens (United States)","ror":"https://ror.org/04axb7e79","country_code":"US","type":"company","lineage":["https://openalex.org/I1325886976","https://openalex.org/I4210137693"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Biswadip Dey","raw_affiliation_strings":["Siemens Corporation, Technology,Princeton,NJ,USA,08540"],"affiliations":[{"raw_affiliation_string":"Siemens Corporation, Technology,Princeton,NJ,USA,08540","institution_ids":["https://openalex.org/I4210137693"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5074220429","display_name":"Ankush Chakrabarty","orcid":"https://orcid.org/0000-0001-9637-854X"},"institutions":[{"id":"https://openalex.org/I4210159266","display_name":"Mitsubishi Electric (United States)","ror":"https://ror.org/053jnhe44","country_code":"US","type":"company","lineage":["https://openalex.org/I1306287861","https://openalex.org/I4210133125","https://openalex.org/I4210159266"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ankush Chakrabarty","raw_affiliation_strings":["Mitsubishi Electric Research Laboratories,Cambridge,MA,USA,02139"],"affiliations":[{"raw_affiliation_string":"Mitsubishi Electric Research Laboratories,Cambridge,MA,USA,02139","institution_ids":["https://openalex.org/I4210159266"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004144091","display_name":"Stefano Di Cairano","orcid":"https://orcid.org/0000-0002-2363-2807"},"institutions":[{"id":"https://openalex.org/I4210159266","display_name":"Mitsubishi Electric (United States)","ror":"https://ror.org/053jnhe44","country_code":"US","type":"company","lineage":["https://openalex.org/I1306287861","https://openalex.org/I4210133125","https://openalex.org/I4210159266"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Stefano Di Cairano","raw_affiliation_strings":["Mitsubishi Electric Research Laboratories,Cambridge,MA,USA,02139"],"affiliations":[{"raw_affiliation_string":"Mitsubishi Electric Research Laboratories,Cambridge,MA,USA,02139","institution_ids":["https://openalex.org/I4210159266"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5042465949","display_name":"Joel A. Paulson","orcid":"https://orcid.org/0000-0002-1518-7985"},"institutions":[{"id":"https://openalex.org/I52357470","display_name":"The Ohio State University","ror":"https://ror.org/00rs6vg23","country_code":"US","type":"education","lineage":["https://openalex.org/I52357470"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Joel A. Paulson","raw_affiliation_strings":["The Ohio State University,Columbus,OH,USA,43210"],"affiliations":[{"raw_affiliation_string":"The Ohio State University,Columbus,OH,USA,43210","institution_ids":["https://openalex.org/I52357470"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5038512513","display_name":"Andrea Carron","orcid":"https://orcid.org/0000-0002-3219-4132"},"institutions":[{"id":"https://openalex.org/I35440088","display_name":"ETH Zurich","ror":"https://ror.org/05a28rw58","country_code":"CH","type":"education","lineage":["https://openalex.org/I2799323385","https://openalex.org/I35440088"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Andrea Carron","raw_affiliation_strings":["ETH Zurich,Switzerland","ETH Zurich, Switzerland"],"affiliations":[{"raw_affiliation_string":"ETH Zurich,Switzerland","institution_ids":["https://openalex.org/I35440088"]},{"raw_affiliation_string":"ETH Zurich, Switzerland","institution_ids":["https://openalex.org/I35440088"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037513714","display_name":"Melanie N. Zeilinger","orcid":"https://orcid.org/0000-0003-4570-7571"},"institutions":[{"id":"https://openalex.org/I35440088","display_name":"ETH Zurich","ror":"https://ror.org/05a28rw58","country_code":"CH","type":"education","lineage":["https://openalex.org/I2799323385","https://openalex.org/I35440088"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Melanie N. Zeilinger","raw_affiliation_strings":["ETH Zurich,Switzerland","ETH Zurich, Switzerland"],"affiliations":[{"raw_affiliation_string":"ETH Zurich,Switzerland","institution_ids":["https://openalex.org/I35440088"]},{"raw_affiliation_string":"ETH Zurich, Switzerland","institution_ids":["https://openalex.org/I35440088"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5086973139","display_name":"Wenceslao Shaw Cortez","orcid":"https://orcid.org/0000-0002-1809-5656"},"institutions":[{"id":"https://openalex.org/I142606810","display_name":"Pacific Northwest National Laboratory","ror":"https://ror.org/05h992307","country_code":"US","type":"facility","lineage":["https://openalex.org/I1325736334","https://openalex.org/I1330989302","https://openalex.org/I142606810","https://openalex.org/I39565521"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Wenceslao Shaw Cortez","raw_affiliation_strings":["Pacific Northwest National Laboratory,Richland,WA,USA","Pacific Northwest National Laboratory, Richland, WA, USA"],"affiliations":[{"raw_affiliation_string":"Pacific Northwest National Laboratory,Richland,WA,USA","institution_ids":["https://openalex.org/I142606810"]},{"raw_affiliation_string":"Pacific Northwest National Laboratory, Richland, WA, USA","institution_ids":["https://openalex.org/I142606810"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5047724723","display_name":"Draguna Vrabie","orcid":"https://orcid.org/0000-0002-1547-2049"},"institutions":[{"id":"https://openalex.org/I142606810","display_name":"Pacific Northwest National Laboratory","ror":"https://ror.org/05h992307","country_code":"US","type":"facility","lineage":["https://openalex.org/I1325736334","https://openalex.org/I1330989302","https://openalex.org/I142606810","https://openalex.org/I39565521"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Draguna L. Vrabie","raw_affiliation_strings":["Pacific Northwest National Laboratory,Richland,WA,USA","Pacific Northwest National Laboratory, Richland, WA, USA"],"affiliations":[{"raw_affiliation_string":"Pacific Northwest National Laboratory,Richland,WA,USA","institution_ids":["https://openalex.org/I142606810"]},{"raw_affiliation_string":"Pacific Northwest National Laboratory, Richland, WA, USA","institution_ids":["https://openalex.org/I142606810"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":13,"corresponding_author_ids":["https://openalex.org/A5021671983"],"corresponding_institution_ids":["https://openalex.org/I203172682"],"apc_list":null,"apc_paid":null,"fwci":7.777,"has_fulltext":false,"cited_by_count":48,"citation_normalized_percentile":{"value":0.98192918,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":100},"biblio":{"volume":null,"issue":null,"first_page":"3735","last_page":"3750"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11206","display_name":"Model Reduction and Neural Networks","score":0.9998000264167786,"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":0.9998000264167786,"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/T12810","display_name":"Real-time simulation and control systems","score":0.9819999933242798,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems 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/T12560","display_name":"Nuclear Engineering Thermal-Hydraulics","score":0.9807999730110168,"subfield":{"id":"https://openalex.org/subfields/2202","display_name":"Aerospace 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/physical-law","display_name":"Physical law","score":0.5935298800468445},{"id":"https://openalex.org/keywords/dynamical-systems-theory","display_name":"Dynamical systems theory","score":0.5623501539230347},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5380282998085022},{"id":"https://openalex.org/keywords/physical-system","display_name":"Physical system","score":0.5002701282501221},{"id":"https://openalex.org/keywords/conservation-of-energy","display_name":"Conservation of energy","score":0.4909866154193878},{"id":"https://openalex.org/keywords/premise","display_name":"Premise","score":0.47921615839004517},{"id":"https://openalex.org/keywords/convexity","display_name":"Convexity","score":0.47550874948501587},{"id":"https://openalex.org/keywords/stability","display_name":"Stability (learning theory)","score":0.4678310453891754},{"id":"https://openalex.org/keywords/perspective","display_name":"Perspective (graphical)","score":0.4537244141101837},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.4449545443058014},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.434402734041214},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.37819600105285645},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.37403926253318787},{"id":"https://openalex.org/keywords/management-science","display_name":"Management science","score":0.365813285112381},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.1802566945552826},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.1268298327922821}],"concepts":[{"id":"https://openalex.org/C194583477","wikidata":"https://www.wikidata.org/wiki/Q408891","display_name":"Physical law","level":2,"score":0.5935298800468445},{"id":"https://openalex.org/C79379906","wikidata":"https://www.wikidata.org/wiki/Q3174497","display_name":"Dynamical systems theory","level":2,"score":0.5623501539230347},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5380282998085022},{"id":"https://openalex.org/C116672817","wikidata":"https://www.wikidata.org/wiki/Q1454986","display_name":"Physical system","level":2,"score":0.5002701282501221},{"id":"https://openalex.org/C52957995","wikidata":"https://www.wikidata.org/wiki/Q11382","display_name":"Conservation of energy","level":2,"score":0.4909866154193878},{"id":"https://openalex.org/C2778023277","wikidata":"https://www.wikidata.org/wiki/Q321703","display_name":"Premise","level":2,"score":0.47921615839004517},{"id":"https://openalex.org/C72134830","wikidata":"https://www.wikidata.org/wiki/Q5166524","display_name":"Convexity","level":2,"score":0.47550874948501587},{"id":"https://openalex.org/C112972136","wikidata":"https://www.wikidata.org/wiki/Q7595718","display_name":"Stability (learning theory)","level":2,"score":0.4678310453891754},{"id":"https://openalex.org/C12713177","wikidata":"https://www.wikidata.org/wiki/Q1900281","display_name":"Perspective (graphical)","level":2,"score":0.4537244141101837},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.4449545443058014},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.434402734041214},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.37819600105285645},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.37403926253318787},{"id":"https://openalex.org/C539667460","wikidata":"https://www.wikidata.org/wiki/Q2414942","display_name":"Management science","level":1,"score":0.365813285112381},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.1802566945552826},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.1268298327922821},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"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/C106159729","wikidata":"https://www.wikidata.org/wiki/Q2294553","display_name":"Financial economics","level":1,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C97355855","wikidata":"https://www.wikidata.org/wiki/Q11473","display_name":"Thermodynamics","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","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}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.23919/acc55779.2023.10155901","is_oa":false,"landing_page_url":"https://doi.org/10.23919/acc55779.2023.10155901","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 American Control Conference (ACC)","raw_type":"proceedings-article"},{"id":"pmh:oai:infoscience.epfl.ch:304916","is_oa":true,"landing_page_url":"http://infoscience.epfl.ch/record/304916","pdf_url":null,"source":{"id":"https://openalex.org/S4306400487","display_name":"Infoscience (Ecole Polytechnique F\u00e9d\u00e9rale de Lausanne)","issn_l":null,"issn":null,"is_oa":true,"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-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"WoS","raw_type":"conference proceedings"}],"best_oa_location":{"id":"pmh:oai:infoscience.epfl.ch:304916","is_oa":true,"landing_page_url":"http://infoscience.epfl.ch/record/304916","pdf_url":null,"source":{"id":"https://openalex.org/S4306400487","display_name":"Infoscience (Ecole Polytechnique F\u00e9d\u00e9rale de Lausanne)","issn_l":null,"issn":null,"is_oa":true,"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-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"WoS","raw_type":"conference proceedings"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":302,"referenced_works":["https://openalex.org/W202805564","https://openalex.org/W1953783695","https://openalex.org/W1981723834","https://openalex.org/W2006859604","https://openalex.org/W2007726556","https://openalex.org/W2011938518","https://openalex.org/W2025400025","https://openalex.org/W2039617089","https://openalex.org/W2108096428","https://openalex.org/W2125634634","https://openalex.org/W2131241448","https://openalex.org/W2140135625","https://openalex.org/W2143277772","https://openalex.org/W2166413532","https://openalex.org/W2192203593","https://openalex.org/W2239232218","https://openalex.org/W2277172374","https://openalex.org/W2281096776","https://openalex.org/W2298163601","https://openalex.org/W2326998041","https://openalex.org/W2473476732","https://openalex.org/W2479567192","https://openalex.org/W2529731305","https://openalex.org/W2557389081","https://openalex.org/W2586823359","https://openalex.org/W2604763608","https://openalex.org/W2612252966","https://openalex.org/W2619551236","https://openalex.org/W2732671178","https://openalex.org/W2765375711","https://openalex.org/W2768748954","https://openalex.org/W2777417212","https://openalex.org/W2787337315","https://openalex.org/W2788071227","https://openalex.org/W2794609696","https://openalex.org/W2804072623","https://openalex.org/W2804900738","https://openalex.org/W2807040120","https://openalex.org/W2807455070","https://openalex.org/W2807706315","https://openalex.org/W2889731659","https://openalex.org/W2889928394","https://openalex.org/W2899131640","https://openalex.org/W2899283552","https://openalex.org/W2901402208","https://openalex.org/W2911730318","https://openalex.org/W2914264703","https://openalex.org/W2914623577","https://openalex.org/W2920116087","https://openalex.org/W2921683824","https://openalex.org/W2930426397","https://openalex.org/W2942608247","https://openalex.org/W2946620565","https://openalex.org/W2946725528","https://openalex.org/W2948652605","https://openalex.org/W2948680363","https://openalex.org/W2950089337","https://openalex.org/W2951660942","https://openalex.org/W2952215314","https://openalex.org/W2962730452","https://openalex.org/W2962775887","https://openalex.org/W2963010571","https://openalex.org/W2963945659","https://openalex.org/W2964232608","https://openalex.org/W2964265215","https://openalex.org/W2964847447","https://openalex.org/W2968042644","https://openalex.org/W2968945909","https://openalex.org/W2971031567","https://openalex.org/W2972785326","https://openalex.org/W2973004389","https://openalex.org/W2973945123","https://openalex.org/W2975293371","https://openalex.org/W2975784920","https://openalex.org/W2981407965","https://openalex.org/W2981603589","https://openalex.org/W2985363569","https://openalex.org/W2986385482","https://openalex.org/W2989915885","https://openalex.org/W2992833799","https://openalex.org/W2995386400","https://openalex.org/W2998959212","https://openalex.org/W2999026783","https://openalex.org/W2999054007","https://openalex.org/W3003038987","https://openalex.org/W3007175346","https://openalex.org/W3007769740","https://openalex.org/W3011369520","https://openalex.org/W3011457441","https://openalex.org/W3012086497","https://openalex.org/W3013226058","https://openalex.org/W3019763258","https://openalex.org/W3021457401","https://openalex.org/W3021481267","https://openalex.org/W3022782115","https://openalex.org/W3023586494","https://openalex.org/W3027429260","https://openalex.org/W3030656010","https://openalex.org/W3032975493","https://openalex.org/W3034201026","https://openalex.org/W3034251792","https://openalex.org/W3035985817","https://openalex.org/W3037447448","https://openalex.org/W3037593164","https://openalex.org/W3038186741","https://openalex.org/W3040996572","https://openalex.org/W3042040243","https://openalex.org/W3044110240","https://openalex.org/W3044216288","https://openalex.org/W3045681897","https://openalex.org/W3048265338","https://openalex.org/W3049043369","https://openalex.org/W3090132620","https://openalex.org/W3090589902","https://openalex.org/W3093922502","https://openalex.org/W3095839831","https://openalex.org/W3098011980","https://openalex.org/W3098172061","https://openalex.org/W3098713169","https://openalex.org/W3099442372","https://openalex.org/W3099548126","https://openalex.org/W3099670724","https://openalex.org/W3100769368","https://openalex.org/W3101479673","https://openalex.org/W3104876774","https://openalex.org/W3105252106","https://openalex.org/W3109859540","https://openalex.org/W3110378871","https://openalex.org/W3111609376","https://openalex.org/W3112185765","https://openalex.org/W3112804989","https://openalex.org/W3117881175","https://openalex.org/W3118628401","https://openalex.org/W3119862069","https://openalex.org/W3120012985","https://openalex.org/W3120475579","https://openalex.org/W3126067511","https://openalex.org/W3127216876","https://openalex.org/W3132353419","https://openalex.org/W3138294267","https://openalex.org/W3138508885","https://openalex.org/W3142005321","https://openalex.org/W3145762295","https://openalex.org/W3156755729","https://openalex.org/W3161939764","https://openalex.org/W3163993681","https://openalex.org/W3164894983","https://openalex.org/W3166711734","https://openalex.org/W3169408498","https://openalex.org/W3174008706","https://openalex.org/W3174011998","https://openalex.org/W3175924829","https://openalex.org/W3183476775","https://openalex.org/W3184838644","https://openalex.org/W3185248144","https://openalex.org/W3187503080","https://openalex.org/W3194630475","https://openalex.org/W3198743568","https://openalex.org/W3198980715","https://openalex.org/W3199664591","https://openalex.org/W3201579698","https://openalex.org/W3203668219","https://openalex.org/W3207486591","https://openalex.org/W3210653644","https://openalex.org/W3212161227","https://openalex.org/W3212404097","https://openalex.org/W3215563546","https://openalex.org/W4200019250","https://openalex.org/W4205300464","https://openalex.org/W4205772176","https://openalex.org/W4206268045","https://openalex.org/W4206611789","https://openalex.org/W4210346902","https://openalex.org/W4210390142","https://openalex.org/W4220717747","https://openalex.org/W4221154052","https://openalex.org/W4225789914","https://openalex.org/W4226171194","https://openalex.org/W4226319110","https://openalex.org/W4233413206","https://openalex.org/W4283219895","https://openalex.org/W4284887160","https://openalex.org/W4285102423","https://openalex.org/W4285298244","https://openalex.org/W4285761535","https://openalex.org/W4286224728","https://openalex.org/W4286892947","https://openalex.org/W4287101833","https://openalex.org/W4287183748","https://openalex.org/W4287328697","https://openalex.org/W4287331222","https://openalex.org/W4287553514","https://openalex.org/W4287597463","https://openalex.org/W4287846201","https://openalex.org/W4287865462","https://openalex.org/W4287990801","https://openalex.org/W4288089151","https://openalex.org/W4288102126","https://openalex.org/W4288324413","https://openalex.org/W4288346669","https://openalex.org/W4288363736","https://openalex.org/W4289761856","https://openalex.org/W4292551110","https://openalex.org/W4293870975","https://openalex.org/W4294508621","https://openalex.org/W4294555834","https://openalex.org/W4295371972","https://openalex.org/W4297807183","https://openalex.org/W4310447452","https://openalex.org/W4311554643","https://openalex.org/W4312545321","https://openalex.org/W4313316112","https://openalex.org/W4315472062","https://openalex.org/W4315472382","https://openalex.org/W4315488717","https://openalex.org/W4315488781","https://openalex.org/W4315489085","https://openalex.org/W4318815264","https://openalex.org/W4318983390","https://openalex.org/W4322614752","https://openalex.org/W4362654444","https://openalex.org/W4379382608","https://openalex.org/W4394649112","https://openalex.org/W6608206471","https://openalex.org/W6678911119","https://openalex.org/W6680657880","https://openalex.org/W6694756022","https://openalex.org/W6720517704","https://openalex.org/W6728050389","https://openalex.org/W6729429149","https://openalex.org/W6730235532","https://openalex.org/W6730527976","https://openalex.org/W6736057607","https://openalex.org/W6738483526","https://openalex.org/W6740792189","https://openalex.org/W6747798087","https://openalex.org/W6748320467","https://openalex.org/W6748380982","https://openalex.org/W6751834733","https://openalex.org/W6751889414","https://openalex.org/W6753146606","https://openalex.org/W6754302822","https://openalex.org/W6754779804","https://openalex.org/W6755529736","https://openalex.org/W6758539823","https://openalex.org/W6758805728","https://openalex.org/W6760546675","https://openalex.org/W6760610548","https://openalex.org/W6762207246","https://openalex.org/W6762975125","https://openalex.org/W6762981976","https://openalex.org/W6762993288","https://openalex.org/W6763340073","https://openalex.org/W6767977373","https://openalex.org/W6768242542","https://openalex.org/W6770064641","https://openalex.org/W6770177100","https://openalex.org/W6771585582","https://openalex.org/W6771635755","https://openalex.org/W6771699448","https://openalex.org/W6771747237","https://openalex.org/W6772082531","https://openalex.org/W6772931863","https://openalex.org/W6774655639","https://openalex.org/W6775127026","https://openalex.org/W6775855194","https://openalex.org/W6776349180","https://openalex.org/W6776748212","https://openalex.org/W6777558877","https://openalex.org/W6778833185","https://openalex.org/W6779355260","https://openalex.org/W6780091408","https://openalex.org/W6780256688","https://openalex.org/W6780379829","https://openalex.org/W6780516595","https://openalex.org/W6784209798","https://openalex.org/W6784408391","https://openalex.org/W6785513857","https://openalex.org/W6786756798","https://openalex.org/W6786933350","https://openalex.org/W6787145903","https://openalex.org/W6788898170","https://openalex.org/W6790686001","https://openalex.org/W6793304456","https://openalex.org/W6795275719","https://openalex.org/W6796341246","https://openalex.org/W6796379482","https://openalex.org/W6796706168","https://openalex.org/W6798099128","https://openalex.org/W6799251317","https://openalex.org/W6801468180","https://openalex.org/W6801785406","https://openalex.org/W6803106177","https://openalex.org/W6803611597","https://openalex.org/W6803967517","https://openalex.org/W6809818660","https://openalex.org/W6810514480","https://openalex.org/W6839261921","https://openalex.org/W6840335140","https://openalex.org/W6846714578","https://openalex.org/W6847678589","https://openalex.org/W6864195360"],"related_works":["https://openalex.org/W3037664319","https://openalex.org/W2945599743","https://openalex.org/W3149970480","https://openalex.org/W1659546960","https://openalex.org/W2765903009","https://openalex.org/W2543363198","https://openalex.org/W301916688","https://openalex.org/W4252762046","https://openalex.org/W1632811932","https://openalex.org/W2085563777"],"abstract_inverted_index":{"Physics-informed":[0],"machine":[1,14],"learning":[2,15,135,141],"(PIML)":[3],"is":[4,77,158],"a":[5,99,161],"set":[6],"of":[7,75,81,102,120,148],"methods":[8],"and":[9,21,28,53,64,83,91,112,125,128,146,151,166],"tools":[10],"that":[11,78],"systematically":[12],"integrate":[13],"(ML)":[16],"algorithms":[17],"with":[18,160],"physical":[19,48],"constraints":[20],"abstract":[22,62],"mathematical":[23],"models":[24,38,59],"developed":[25],"in":[26,106],"scientific":[27],"engineering":[29],"domains.":[30],"As":[31],"opposed":[32],"to":[33,97],"purely":[34],"data-driven":[35],"methods,":[36,126],"PIML":[37,58,76,107,149],"can":[39,60,85],"be":[40],"trained":[41],"from":[42],"additional":[43],"information":[44],"obtained":[45],"by":[46],"enforcing":[47],"laws":[49],"such":[50,66],"as":[51,67],"energy":[52],"mass":[54],"conservation.":[55],"More":[56],"broadly,":[57],"include":[61],"properties":[63],"conditions":[65],"stability,":[68],"convexity,":[69],"or":[70],"invariance.":[71],"The":[72,156],"basic":[73],"premise":[74],"the":[79,103,115,121],"integration":[80],"ML":[82],"physics":[84],"yield":[86],"more":[87],"effective,":[88],"physically":[89],"consistent,":[90],"data-efficient":[92],"models.":[93],"This":[94],"paper":[95,116,157],"aims":[96],"provide":[98],"tutorial-like":[100],"overview":[101,119],"recent":[104],"advances":[105],"for":[108,136,142],"dynamical":[109],"system":[110,137],"modeling":[111],"control.":[113],"Specifically,":[114],"covers":[117],"an":[118],"theory,":[122],"fundamental":[123],"concepts":[124],"tools,":[127],"applications":[129],"on":[130,163],"topics":[131],"of:":[132],"1)":[133],"physics-informed":[134,140,153],"identification;":[138],"2)":[139],"control;":[143],"3)":[144],"analysis":[145],"verification":[147],"models;":[150],"4)":[152],"digital":[154],"twins.":[155],"concluded":[159],"perspective":[162],"open":[164],"challenges":[165],"future":[167],"research":[168],"opportunities.":[169]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":20},{"year":2024,"cited_by_count":21},{"year":2023,"cited_by_count":3}],"updated_date":"2026-04-18T07:56:08.524223","created_date":"2025-10-10T00:00:00"}
