{"id":"https://openalex.org/W4403936578","doi":"https://doi.org/10.1016/j.compchemeng.2024.108899","title":"Physics-informed neural networks for dynamic process operations with limited physical knowledge and data","display_name":"Physics-informed neural networks for dynamic process operations with limited physical knowledge and data","publication_year":2024,"publication_date":"2024-10-31","ids":{"openalex":"https://openalex.org/W4403936578","doi":"https://doi.org/10.1016/j.compchemeng.2024.108899"},"language":"en","primary_location":{"id":"doi:10.1016/j.compchemeng.2024.108899","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.compchemeng.2024.108899","pdf_url":null,"source":{"id":"https://openalex.org/S150671403","display_name":"Computers & Chemical Engineering","issn_l":"0098-1354","issn":["0098-1354","1873-4375"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computers & Chemical Engineering","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://doi.org/10.1016/j.compchemeng.2024.108899","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5022941159","display_name":"Mehmet Velioglu","orcid":null},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Mehmet Velioglu","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5022200999","display_name":"Song Zhai","orcid":"https://orcid.org/0000-0002-1820-9369"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Song Zhai","raw_affiliation_strings":[],"raw_orcid":"https://orcid.org/0000-0002-1820-9369","affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5109243058","display_name":"Sophia Rupprecht","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Sophia Rupprecht","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045091643","display_name":"Alexander Mitsos","orcid":"https://orcid.org/0000-0003-0335-6566"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Alexander Mitsos","raw_affiliation_strings":[],"raw_orcid":"https://orcid.org/0000-0003-0335-6566","affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031937589","display_name":"Andreas Jupke","orcid":"https://orcid.org/0000-0001-6551-5695"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Andreas Jupke","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5060026142","display_name":"Manuel Dahmen","orcid":"https://orcid.org/0000-0003-2757-5253"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Manuel Dahmen","raw_affiliation_strings":[],"raw_orcid":"https://orcid.org/0000-0003-2757-5253","affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5022941159"],"corresponding_institution_ids":[],"apc_list":{"value":4070,"currency":"USD","value_usd":4070},"apc_paid":{"value":4070,"currency":"USD","value_usd":4070},"fwci":6.9487,"has_fulltext":false,"cited_by_count":26,"citation_normalized_percentile":{"value":0.97810914,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":100},"biblio":{"volume":"192","issue":null,"first_page":"108899","last_page":"108899"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11206","display_name":"Model Reduction and Neural Networks","score":0.9980999827384949,"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":0.9980999827384949,"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/T12560","display_name":"Nuclear Engineering Thermal-Hydraulics","score":0.9891999959945679,"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"}},{"id":"https://openalex.org/T10876","display_name":"Fault Detection and Control Systems","score":0.9866999983787537,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.6831251382827759},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.5666933059692383},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5176963806152344},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4056255519390106},{"id":"https://openalex.org/keywords/industrial-engineering","display_name":"Industrial engineering","score":0.3951430916786194},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3933574855327606},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.37862467765808105},{"id":"https://openalex.org/keywords/control-engineering","display_name":"Control engineering","score":0.3654666543006897},{"id":"https://openalex.org/keywords/management-science","display_name":"Management science","score":0.3428766131401062},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.2425602674484253}],"concepts":[{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.6831251382827759},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.5666933059692383},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5176963806152344},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4056255519390106},{"id":"https://openalex.org/C13736549","wikidata":"https://www.wikidata.org/wiki/Q4489420","display_name":"Industrial engineering","level":1,"score":0.3951430916786194},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3933574855327606},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.37862467765808105},{"id":"https://openalex.org/C133731056","wikidata":"https://www.wikidata.org/wiki/Q4917288","display_name":"Control engineering","level":1,"score":0.3654666543006897},{"id":"https://openalex.org/C539667460","wikidata":"https://www.wikidata.org/wiki/Q2414942","display_name":"Management science","level":1,"score":0.3428766131401062},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.2425602674484253},{"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:10.1016/j.compchemeng.2024.108899","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.compchemeng.2024.108899","pdf_url":null,"source":{"id":"https://openalex.org/S150671403","display_name":"Computers & Chemical Engineering","issn_l":"0098-1354","issn":["0098-1354","1873-4375"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computers & Chemical Engineering","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1016/j.compchemeng.2024.108899","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.compchemeng.2024.108899","pdf_url":null,"source":{"id":"https://openalex.org/S150671403","display_name":"Computers & Chemical Engineering","issn_l":"0098-1354","issn":["0098-1354","1873-4375"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computers & Chemical Engineering","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320320879","display_name":"Deutsche Forschungsgemeinschaft","ror":"https://ror.org/018mejw64"},{"id":"https://openalex.org/F4320324232","display_name":"RWTH Aachen University","ror":"https://ror.org/04xfq0f34"},{"id":"https://openalex.org/F4320325698","display_name":"Helmholtz Association","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":69,"referenced_works":["https://openalex.org/W63802623","https://openalex.org/W304861154","https://openalex.org/W1522301498","https://openalex.org/W1951558352","https://openalex.org/W1964735120","https://openalex.org/W1968326286","https://openalex.org/W1972487890","https://openalex.org/W1996298549","https://openalex.org/W2000728249","https://openalex.org/W2003465515","https://openalex.org/W2005529933","https://openalex.org/W2007802714","https://openalex.org/W2018276507","https://openalex.org/W2021809310","https://openalex.org/W2051434435","https://openalex.org/W2063963352","https://openalex.org/W2075151302","https://openalex.org/W2086982849","https://openalex.org/W2105934661","https://openalex.org/W2144144709","https://openalex.org/W2158985775","https://openalex.org/W2652294454","https://openalex.org/W2738212390","https://openalex.org/W2745007981","https://openalex.org/W2802672736","https://openalex.org/W2885441463","https://openalex.org/W2887053799","https://openalex.org/W2899283552","https://openalex.org/W2900575360","https://openalex.org/W2971705596","https://openalex.org/W3003257820","https://openalex.org/W3003922491","https://openalex.org/W3010839048","https://openalex.org/W3024816801","https://openalex.org/W3036800804","https://openalex.org/W3092172785","https://openalex.org/W3098386293","https://openalex.org/W3135266120","https://openalex.org/W3141126914","https://openalex.org/W3163338397","https://openalex.org/W3163993681","https://openalex.org/W3197694049","https://openalex.org/W3200792013","https://openalex.org/W3210002453","https://openalex.org/W3211426055","https://openalex.org/W3216718982","https://openalex.org/W4206927419","https://openalex.org/W4207046231","https://openalex.org/W4221035375","https://openalex.org/W4249036939","https://openalex.org/W4283259725","https://openalex.org/W4287881770","https://openalex.org/W4318481641","https://openalex.org/W4323306180","https://openalex.org/W4380854437","https://openalex.org/W4385260981","https://openalex.org/W4385278314","https://openalex.org/W4386414144","https://openalex.org/W4389130441","https://openalex.org/W4389847609","https://openalex.org/W4390734170","https://openalex.org/W6636512548","https://openalex.org/W6741686970","https://openalex.org/W6741909776","https://openalex.org/W6765930162","https://openalex.org/W6798186363","https://openalex.org/W6802084183","https://openalex.org/W6858982527","https://openalex.org/W7000549257"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W2391251536","https://openalex.org/W2362198218","https://openalex.org/W1982750869","https://openalex.org/W2019521278","https://openalex.org/W1984922432","https://openalex.org/W2375008505","https://openalex.org/W2085756966","https://openalex.org/W2350679292","https://openalex.org/W2086348228"],"abstract_inverted_index":null,"counts_by_year":[{"year":2026,"cited_by_count":7},{"year":2025,"cited_by_count":18},{"year":2024,"cited_by_count":1}],"updated_date":"2026-05-04T08:30:34.212998","created_date":"2025-10-10T00:00:00"}