{"id":"https://openalex.org/W4414993752","doi":"https://doi.org/10.1115/1.4070100","title":"Physics-Informed Machine Learning in Design and Manufacturing: Status and Challenges","display_name":"Physics-Informed Machine Learning in Design and Manufacturing: Status and Challenges","publication_year":2025,"publication_date":"2025-10-09","ids":{"openalex":"https://openalex.org/W4414993752","doi":"https://doi.org/10.1115/1.4070100"},"language":"en","primary_location":{"id":"doi:10.1115/1.4070100","is_oa":true,"landing_page_url":"https://doi.org/10.1115/1.4070100","pdf_url":"https://asmedigitalcollection.asme.org/computingengineering/article-pdf/doi/10.1115/1.4070100/7552297/jcise-25-1283.pdf","source":{"id":"https://openalex.org/S173178594","display_name":"Journal of Computing and Information Science in Engineering","issn_l":"1530-9827","issn":["1530-9827","1944-7078"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310316053","host_organization_name":"ASM International","host_organization_lineage":["https://openalex.org/P4310316053"],"host_organization_lineage_names":["ASM International"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Computing and Information Science in Engineering","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://asmedigitalcollection.asme.org/computingengineering/article-pdf/doi/10.1115/1.4070100/7552297/jcise-25-1283.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5111033571","display_name":"Longye Pan","orcid":null},"institutions":[{"id":"https://openalex.org/I200769079","display_name":"Hong Kong University of Science and Technology","ror":"https://ror.org/00q4vv597","country_code":"HK","type":"education","lineage":["https://openalex.org/I200769079"]},{"id":"https://openalex.org/I889458895","display_name":"University of Hong Kong","ror":"https://ror.org/02zhqgq86","country_code":"HK","type":"education","lineage":["https://openalex.org/I889458895"]}],"countries":["HK"],"is_corresponding":true,"raw_author_name":"Longye Pan","raw_affiliation_strings":["The Hong Kong University of Science and Technology Department of Mechanical and Aerospace Engineering, , ,","The Hong Kong University of Science and Technology Clear Water Bay, Kowloon SAR Hong Kong"],"affiliations":[{"raw_affiliation_string":"The Hong Kong University of Science and Technology Department of Mechanical and Aerospace Engineering, , ,","institution_ids":["https://openalex.org/I200769079","https://openalex.org/I889458895"]},{"raw_affiliation_string":"The Hong Kong University of Science and Technology Clear Water Bay, Kowloon SAR Hong Kong","institution_ids":["https://openalex.org/I200769079","https://openalex.org/I889458895"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113045829","display_name":"Guangfa Li","orcid":null},"institutions":[{"id":"https://openalex.org/I123946342","display_name":"Binghamton University","ror":"https://ror.org/008rmbt77","country_code":"US","type":"education","lineage":["https://openalex.org/I123946342"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Guangfa Li","raw_affiliation_strings":["State University of New York at Binghamton Department of Mechanical Engineering, , , \u00a0","State University of New York at Binghamton Binghamton, NY 13902"],"affiliations":[{"raw_affiliation_string":"State University of New York at Binghamton Department of Mechanical Engineering, , , \u00a0","institution_ids":["https://openalex.org/I123946342"]},{"raw_affiliation_string":"State University of New York at Binghamton Binghamton, NY 13902","institution_ids":["https://openalex.org/I123946342"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5046879047","display_name":"Tong Zhu","orcid":"https://orcid.org/0000-0001-7857-8564"},"institutions":[{"id":"https://openalex.org/I200769079","display_name":"Hong Kong University of Science and Technology","ror":"https://ror.org/00q4vv597","country_code":"HK","type":"education","lineage":["https://openalex.org/I200769079"]},{"id":"https://openalex.org/I889458895","display_name":"University of Hong Kong","ror":"https://ror.org/02zhqgq86","country_code":"HK","type":"education","lineage":["https://openalex.org/I889458895"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Tong Zhu","raw_affiliation_strings":["The Hong Kong University of Science and Technology Department of Mechanical and Aerospace Engineering, , ,","The Hong Kong University of Science and Technology Clear Water Bay, Kowloon 00000 Hong Kong"],"affiliations":[{"raw_affiliation_string":"The Hong Kong University of Science and Technology Department of Mechanical and Aerospace Engineering, , ,","institution_ids":["https://openalex.org/I200769079","https://openalex.org/I889458895"]},{"raw_affiliation_string":"The Hong Kong University of Science and Technology Clear Water Bay, Kowloon 00000 Hong Kong","institution_ids":["https://openalex.org/I200769079"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5061857561","display_name":"Dehao Liu","orcid":"https://orcid.org/0000-0002-6437-7929"},"institutions":[{"id":"https://openalex.org/I123946342","display_name":"Binghamton University","ror":"https://ror.org/008rmbt77","country_code":"US","type":"education","lineage":["https://openalex.org/I123946342"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Dehao Liu","raw_affiliation_strings":["State University of New York at Binghamton Department of Mechanical Engineering, , , \u00a0","85 Murray Hill Rd Binghamton, NY 13850"],"affiliations":[{"raw_affiliation_string":"State University of New York at Binghamton Department of Mechanical Engineering, , , \u00a0","institution_ids":["https://openalex.org/I123946342"]},{"raw_affiliation_string":"85 Murray Hill Rd Binghamton, NY 13850","institution_ids":["https://openalex.org/I123946342"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5025852071","display_name":"Yan Wang","orcid":"https://orcid.org/0000-0002-8937-3000"},"institutions":[{"id":"https://openalex.org/I130701444","display_name":"Georgia Institute of Technology","ror":"https://ror.org/01zkghx44","country_code":"US","type":"education","lineage":["https://openalex.org/I130701444"]},{"id":"https://openalex.org/I4210109911","display_name":"Woodruff Health Sciences Center","ror":"https://ror.org/01xm4tt59","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I150468666","https://openalex.org/I4210109911"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Yan Wang","raw_affiliation_strings":["Georgia Institute of Technology Woodruff School of Mechanical Engineering, , , \u00a0","Georgia Institute of Technology Atlanta, GA 30332"],"affiliations":[{"raw_affiliation_string":"Georgia Institute of Technology Woodruff School of Mechanical Engineering, , , \u00a0","institution_ids":["https://openalex.org/I4210109911","https://openalex.org/I130701444"]},{"raw_affiliation_string":"Georgia Institute of Technology Atlanta, GA 30332","institution_ids":["https://openalex.org/I130701444"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5090036764","display_name":"Yanglong Lu","orcid":"https://orcid.org/0000-0001-6911-651X"},"institutions":[{"id":"https://openalex.org/I200769079","display_name":"Hong Kong University of Science and Technology","ror":"https://ror.org/00q4vv597","country_code":"HK","type":"education","lineage":["https://openalex.org/I200769079"]},{"id":"https://openalex.org/I889458895","display_name":"University of Hong Kong","ror":"https://ror.org/02zhqgq86","country_code":"HK","type":"education","lineage":["https://openalex.org/I889458895"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Yanglong Lu","raw_affiliation_strings":["The Hong Kong University of Science and Technology Department of Mechanical and Aerospace Engineering, , ,","Clear Water Bay Kowloon, Hong Kong 999077 Hong Kong"],"affiliations":[{"raw_affiliation_string":"The Hong Kong University of Science and Technology Department of Mechanical and Aerospace Engineering, , ,","institution_ids":["https://openalex.org/I200769079","https://openalex.org/I889458895"]},{"raw_affiliation_string":"Clear Water Bay Kowloon, Hong Kong 999077 Hong Kong","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5111033571"],"corresponding_institution_ids":["https://openalex.org/I200769079","https://openalex.org/I889458895"],"apc_list":null,"apc_paid":null,"fwci":2.3748,"has_fulltext":true,"cited_by_count":2,"citation_normalized_percentile":{"value":0.90712477,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":"25","issue":"12","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11159","display_name":"Manufacturing Process and Optimization","score":0.9663000106811523,"subfield":{"id":"https://openalex.org/subfields/2209","display_name":"Industrial and Manufacturing Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11159","display_name":"Manufacturing Process and Optimization","score":0.9663000106811523,"subfield":{"id":"https://openalex.org/subfields/2209","display_name":"Industrial and Manufacturing 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/leverage","display_name":"Leverage (statistics)","score":0.7422999739646912},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.5030999779701233},{"id":"https://openalex.org/keywords/quality","display_name":"Quality (philosophy)","score":0.46720001101493835},{"id":"https://openalex.org/keywords/mechanism","display_name":"Mechanism (biology)","score":0.3093999922275543},{"id":"https://openalex.org/keywords/domain-knowledge","display_name":"Domain knowledge","score":0.2969000041484833}],"concepts":[{"id":"https://openalex.org/C153083717","wikidata":"https://www.wikidata.org/wiki/Q6535263","display_name":"Leverage (statistics)","level":2,"score":0.7422999739646912},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.7117000222206116},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.696399986743927},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6039000153541565},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.5030999779701233},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.46720001101493835},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.33489999175071716},{"id":"https://openalex.org/C89611455","wikidata":"https://www.wikidata.org/wiki/Q6804646","display_name":"Mechanism (biology)","level":2,"score":0.3093999922275543},{"id":"https://openalex.org/C207685749","wikidata":"https://www.wikidata.org/wiki/Q2088941","display_name":"Domain knowledge","level":2,"score":0.2969000041484833},{"id":"https://openalex.org/C2984967376","wikidata":"https://www.wikidata.org/wiki/Q6723638","display_name":"Machine design","level":2,"score":0.2915000021457672},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.2897999882698059},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.2565999925136566},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.2538999915122986},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.2522999942302704}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1115/1.4070100","is_oa":true,"landing_page_url":"https://doi.org/10.1115/1.4070100","pdf_url":"https://asmedigitalcollection.asme.org/computingengineering/article-pdf/doi/10.1115/1.4070100/7552297/jcise-25-1283.pdf","source":{"id":"https://openalex.org/S173178594","display_name":"Journal of Computing and Information Science in Engineering","issn_l":"1530-9827","issn":["1530-9827","1944-7078"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310316053","host_organization_name":"ASM International","host_organization_lineage":["https://openalex.org/P4310316053"],"host_organization_lineage_names":["ASM International"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Computing and Information Science in Engineering","raw_type":"journal-article"},{"id":"pmh:oai:repository.hkust.edu.hk:1783.1-167944","is_oa":false,"landing_page_url":"http://repository.hkust.edu.hk/ir/Record/1783.1-167944","pdf_url":null,"source":{"id":"https://openalex.org/S4306401796","display_name":"Rare & Special e-Zone (The Hong Kong University of Science and Technology)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I200769079","host_organization_name":"Hong Kong University of Science and Technology","host_organization_lineage":["https://openalex.org/I200769079"],"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":"Article"}],"best_oa_location":{"id":"doi:10.1115/1.4070100","is_oa":true,"landing_page_url":"https://doi.org/10.1115/1.4070100","pdf_url":"https://asmedigitalcollection.asme.org/computingengineering/article-pdf/doi/10.1115/1.4070100/7552297/jcise-25-1283.pdf","source":{"id":"https://openalex.org/S173178594","display_name":"Journal of Computing and Information Science in Engineering","issn_l":"1530-9827","issn":["1530-9827","1944-7078"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310316053","host_organization_name":"ASM International","host_organization_lineage":["https://openalex.org/P4310316053"],"host_organization_lineage_names":["ASM International"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Computing and Information Science in Engineering","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2022922436","display_name":null,"funder_award_id":"26205925","funder_id":"https://openalex.org/F4320321592","funder_display_name":"Research Grants Council, University Grants Committee"},{"id":"https://openalex.org/G3857448643","display_name":null,"funder_award_id":"ITS/080/23","funder_id":"https://openalex.org/F4320321920","funder_display_name":"Innovation and Technology Commission"},{"id":"https://openalex.org/G3989493099","display_name":null,"funder_award_id":"ITS/080/23","funder_id":"https://openalex.org/F4320324196","funder_display_name":"Innovation and Technology Commission - Hong Kong"},{"id":"https://openalex.org/G5946078665","display_name":null,"funder_award_id":"VP2020S25EG13","funder_id":"https://openalex.org/F4320323537","funder_display_name":"Hong Kong University of Science and Technology"}],"funders":[{"id":"https://openalex.org/F4320321592","display_name":"Research Grants Council, University Grants Committee","ror":"https://ror.org/00djwmt25"},{"id":"https://openalex.org/F4320321920","display_name":"Innovation and Technology Commission","ror":"https://ror.org/04vf9tr09"},{"id":"https://openalex.org/F4320323537","display_name":"Hong Kong University of Science and Technology","ror":"https://ror.org/00q4vv597"},{"id":"https://openalex.org/F4320324196","display_name":"Innovation and Technology Commission - Hong Kong","ror":"https://ror.org/04vf9tr09"}],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4414993752.pdf"},"referenced_works_count":247,"referenced_works":["https://openalex.org/W1964735120","https://openalex.org/W1977046327","https://openalex.org/W1979769287","https://openalex.org/W2010812986","https://openalex.org/W2025444507","https://openalex.org/W2044337499","https://openalex.org/W2051669046","https://openalex.org/W2063978378","https://openalex.org/W2067050455","https://openalex.org/W2078204800","https://openalex.org/W2102871258","https://openalex.org/W2110418811","https://openalex.org/W2118550318","https://openalex.org/W2121162457","https://openalex.org/W2127271355","https://openalex.org/W2135046866","https://openalex.org/W2151693816","https://openalex.org/W2158985775","https://openalex.org/W2161277437","https://openalex.org/W2239232218","https://openalex.org/W2289917018","https://openalex.org/W2296077894","https://openalex.org/W2534240011","https://openalex.org/W2573864470","https://openalex.org/W2594632285","https://openalex.org/W2769117689","https://openalex.org/W2781681256","https://openalex.org/W2784733489","https://openalex.org/W2796290181","https://openalex.org/W2797355244","https://openalex.org/W2810403069","https://openalex.org/W2811395263","https://openalex.org/W2883446834","https://openalex.org/W2885469054","https://openalex.org/W2891039272","https://openalex.org/W2897948384","https://openalex.org/W2899283552","https://openalex.org/W2900369848","https://openalex.org/W2908541468","https://openalex.org/W2945526235","https://openalex.org/W2948230027","https://openalex.org/W2948551291","https://openalex.org/W2954841165","https://openalex.org/W2956238283","https://openalex.org/W2957619766","https://openalex.org/W2963481815","https://openalex.org/W2963525569","https://openalex.org/W2963965506","https://openalex.org/W2967441660","https://openalex.org/W2971705596","https://openalex.org/W2973886134","https://openalex.org/W2979786244","https://openalex.org/W2980165006","https://openalex.org/W2981906852","https://openalex.org/W2983807332","https://openalex.org/W2986457312","https://openalex.org/W2998366519","https://openalex.org/W3004450693","https://openalex.org/W3005789239","https://openalex.org/W3007593704","https://openalex.org/W3008419421","https://openalex.org/W3010849941","https://openalex.org/W3011806874","https://openalex.org/W3014009018","https://openalex.org/W3016401366","https://openalex.org/W3017130883","https://openalex.org/W3020952481","https://openalex.org/W3021027692","https://openalex.org/W3025171962","https://openalex.org/W3027413276","https://openalex.org/W3030748996","https://openalex.org/W3033581023","https://openalex.org/W3036157773","https://openalex.org/W3036167779","https://openalex.org/W3040454512","https://openalex.org/W3043597110","https://openalex.org/W3047597904","https://openalex.org/W3092231855","https://openalex.org/W3094204580","https://openalex.org/W3096831136","https://openalex.org/W3107261966","https://openalex.org/W3111283285","https://openalex.org/W3112403578","https://openalex.org/W3113174134","https://openalex.org/W3118861991","https://openalex.org/W3119602513","https://openalex.org/W3122347867","https://openalex.org/W3127834045","https://openalex.org/W3128157635","https://openalex.org/W3134787729","https://openalex.org/W3135391574","https://openalex.org/W3139279894","https://openalex.org/W3142005321","https://openalex.org/W3150767555","https://openalex.org/W3153315752","https://openalex.org/W3153962893","https://openalex.org/W3160258528","https://openalex.org/W3161939764","https://openalex.org/W3163993681","https://openalex.org/W3165805510","https://openalex.org/W3168663177","https://openalex.org/W3170733857","https://openalex.org/W3173549089","https://openalex.org/W3176122562","https://openalex.org/W3181483388","https://openalex.org/W3183994952","https://openalex.org/W3185585276","https://openalex.org/W3186224863","https://openalex.org/W3195334072","https://openalex.org/W3199814420","https://openalex.org/W3200673624","https://openalex.org/W3200886323","https://openalex.org/W3201666041","https://openalex.org/W3207890637","https://openalex.org/W3208953217","https://openalex.org/W3211830422","https://openalex.org/W3212281708","https://openalex.org/W3216959350","https://openalex.org/W4205462568","https://openalex.org/W4210933748","https://openalex.org/W4211052067","https://openalex.org/W4220699563","https://openalex.org/W4220709913","https://openalex.org/W4220725955","https://openalex.org/W4226502375","https://openalex.org/W4229015109","https://openalex.org/W4233480284","https://openalex.org/W4235892290","https://openalex.org/W4281480322","https://openalex.org/W4281784690","https://openalex.org/W4283204116","https://openalex.org/W4283321413","https://openalex.org/W4285091162","https://openalex.org/W4286988446","https://openalex.org/W4287845670","https://openalex.org/W4288039037","https://openalex.org/W4292824053","https://openalex.org/W4293235861","https://openalex.org/W4293255219","https://openalex.org/W4294558607","https://openalex.org/W4294578944","https://openalex.org/W4295864144","https://openalex.org/W4297826903","https://openalex.org/W4301401505","https://openalex.org/W4304086854","https://openalex.org/W4306179719","https://openalex.org/W4307296250","https://openalex.org/W4309491286","https://openalex.org/W4311627007","https://openalex.org/W4311852507","https://openalex.org/W4312532452","https://openalex.org/W4313199381","https://openalex.org/W4313399349","https://openalex.org/W4313484354","https://openalex.org/W4317746092","https://openalex.org/W4317790317","https://openalex.org/W4318978575","https://openalex.org/W4319034936","https://openalex.org/W4321770340","https://openalex.org/W4323664544","https://openalex.org/W4328108638","https://openalex.org/W4362475182","https://openalex.org/W4362639808","https://openalex.org/W4367302263","https://openalex.org/W4367663518","https://openalex.org/W4375856758","https://openalex.org/W4377001466","https://openalex.org/W4379801639","https://openalex.org/W4380729757","https://openalex.org/W4380930412","https://openalex.org/W4381162419","https://openalex.org/W4382403134","https://openalex.org/W4382877444","https://openalex.org/W4382931248","https://openalex.org/W4383340036","https://openalex.org/W4383851868","https://openalex.org/W4385372668","https://openalex.org/W4385635733","https://openalex.org/W4385813454","https://openalex.org/W4385837701","https://openalex.org/W4386018708","https://openalex.org/W4386364587","https://openalex.org/W4386435381","https://openalex.org/W4386636561","https://openalex.org/W4386871420","https://openalex.org/W4387455285","https://openalex.org/W4387463176","https://openalex.org/W4387601362","https://openalex.org/W4387762676","https://openalex.org/W4387812071","https://openalex.org/W4388418991","https://openalex.org/W4388948983","https://openalex.org/W4389071480","https://openalex.org/W4389417302","https://openalex.org/W4389430614","https://openalex.org/W4389455450","https://openalex.org/W4389636776","https://openalex.org/W4389681626","https://openalex.org/W4389685159","https://openalex.org/W4389879618","https://openalex.org/W4390502602","https://openalex.org/W4390671307","https://openalex.org/W4390747321","https://openalex.org/W4391158008","https://openalex.org/W4391168948","https://openalex.org/W4391467417","https://openalex.org/W4391878902","https://openalex.org/W4392004327","https://openalex.org/W4392195041","https://openalex.org/W4392807883","https://openalex.org/W4393423939","https://openalex.org/W4394821311","https://openalex.org/W4394834655","https://openalex.org/W4394990059","https://openalex.org/W4397001969","https://openalex.org/W4398230007","https://openalex.org/W4400340432","https://openalex.org/W4400913186","https://openalex.org/W4401172022","https://openalex.org/W4401362622","https://openalex.org/W4402040754","https://openalex.org/W4403258500","https://openalex.org/W4403752781","https://openalex.org/W4403863406","https://openalex.org/W4403887109","https://openalex.org/W4404333740","https://openalex.org/W4404537917","https://openalex.org/W4404574990","https://openalex.org/W4405634694","https://openalex.org/W4406214504","https://openalex.org/W4406529354","https://openalex.org/W4406871205","https://openalex.org/W4407030819","https://openalex.org/W4407704424","https://openalex.org/W4408148531","https://openalex.org/W4408360670","https://openalex.org/W4409071108","https://openalex.org/W4409584080","https://openalex.org/W4409595787","https://openalex.org/W4409840329","https://openalex.org/W4410398499","https://openalex.org/W4411090585","https://openalex.org/W4411511102","https://openalex.org/W4412472140","https://openalex.org/W4414529184","https://openalex.org/W4415597913","https://openalex.org/W7083464007"],"related_works":[],"abstract_inverted_index":{"Abstract":[0],"Machine":[1],"learning":[2,36,81],"(ML)":[3],"technique":[4,210],"is":[5,134,193],"a":[6,48,92,154,229],"critical":[7],"tool":[8],"to":[9,105,138,197,231],"promote":[10,126],"optimal":[11],"design":[12,130],"and":[13,16,19,31,55,70,99,115,125,131,144,186,201,206,218,226],"ensure":[14],"reliable":[15,61,116],"efficient":[17],"products":[18],"processes":[20],"in":[21,51,160,236],"the":[22,41,53,58,68,107,121,127,140,145,158,164,215,233],"manufacturing":[23],"industry,":[24],"since":[25],"it":[26,133],"can":[27,174],"discover":[28],"hidden":[29],"knowledge":[30,101],"build":[32],"complex":[33],"relationships":[34],"by":[35],"patterns":[37],"from":[38],"data.":[39,74],"However,":[40],"inherent":[42],"\u2018black-box\u2019":[43],"nature":[44],"of":[45,57,72,123,129,148,157,166,190,208,221],"ML":[46,62,103,108,202],"presents":[47],"major":[49],"challenge":[50],"interpreting":[52],"mechanism":[54],"outcomes":[56],"models.":[59,117,203],"Moreover,":[60],"predictions":[63],"are":[64,211,223],"highly":[65],"dependent":[66],"on":[67,163],"amount":[69],"quality":[71],"training":[73,109],"To":[75,118],"address":[76],"these":[77,191],"issues,":[78],"physics-informed":[79],"machine":[80,87],"(PIML),":[82],"also":[83],"known":[84],"as":[85,91],"scientific":[86],"learning,":[88],"has":[89],"emerged":[90],"new":[93],"research":[94,234],"field.":[95],"PIML":[96,124,142,149,172,222],"incorporates":[97],"physical":[98,183],"domain":[100],"into":[102,169,177],"models":[104],"guide":[106],"process,":[110],"which":[111],"enables":[112],"more":[113],"interpretable":[114],"fully":[119],"leverage":[120],"advantages":[122],"advancement":[128],"manufacturing,":[132],"essential":[135],"for":[136],"researchers":[137],"understand":[139],"available":[141],"methodologies":[143,165],"technical":[146,216],"challenges":[147,217],"methods.":[150],"This":[151],"article":[152],"provides":[153],"systematic":[155],"review":[156],"state-of-the-art":[159],"PIML,":[161],"focusing":[162],"integrating":[167],"physics":[168],"ML.":[170],"The":[171,204],"techniques":[173],"be":[175],"grouped":[176],"three":[178],"categories,":[179],"including":[180],"hybrid":[181],"models,":[182,185],"loss-based":[184],"physics-embedded":[187],"architectures.":[188],"Each":[189],"categories":[192],"further":[194],"stratified":[195],"according":[196],"different":[198],"integration":[199],"approaches":[200],"methods":[205],"applications":[207],"each":[209],"summarized.":[212],"In":[213],"addition,":[214],"potential":[219],"opportunities":[220],"critically":[224],"analyzed":[225],"discussed,":[227],"providing":[228],"roadmap":[230],"narrow":[232],"gaps":[235],"PIML.":[237]},"counts_by_year":[{"year":2026,"cited_by_count":2}],"updated_date":"2026-04-09T08:11:56.329763","created_date":"2025-10-10T00:00:00"}
