{"id":"https://openalex.org/W4297056776","doi":"https://doi.org/10.1007/s00521-022-07838-6","title":"Machine learning-based CFD simulations: a review, models, open threats, and future tactics","display_name":"Machine learning-based CFD simulations: a review, models, open threats, and future tactics","publication_year":2022,"publication_date":"2022-09-25","ids":{"openalex":"https://openalex.org/W4297056776","doi":"https://doi.org/10.1007/s00521-022-07838-6"},"language":"en","primary_location":{"id":"doi:10.1007/s00521-022-07838-6","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s00521-022-07838-6","pdf_url":null,"source":{"id":"https://openalex.org/S147897268","display_name":"Neural Computing and Applications","issn_l":"0941-0643","issn":["0941-0643","1433-3058"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Neural Computing and Applications","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5055674405","display_name":"Dhruvil Panchigar","orcid":null},"institutions":[{"id":"https://openalex.org/I876193797","display_name":"Vellore Institute of Technology University","ror":"https://ror.org/00qzypv28","country_code":"IN","type":"education","lineage":["https://openalex.org/I876193797"]}],"countries":["IN"],"is_corresponding":true,"raw_author_name":"Dhruvil Panchigar","raw_affiliation_strings":["School of Mechanical Engineering (SMEC), Vellore Institute of Technology, Vellore,, Tamil Nadu, 632014, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Mechanical Engineering (SMEC), Vellore Institute of Technology, Vellore,, Tamil Nadu, 632014, India","institution_ids":["https://openalex.org/I876193797"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5050363432","display_name":"Kunal Kar","orcid":null},"institutions":[{"id":"https://openalex.org/I876193797","display_name":"Vellore Institute of Technology University","ror":"https://ror.org/00qzypv28","country_code":"IN","type":"education","lineage":["https://openalex.org/I876193797"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Kunal Kar","raw_affiliation_strings":["School of Information Technology and Engineering (SITE), Vellore Institute of Technology, Vellore, Tamil Nadu, 632014, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information Technology and Engineering (SITE), Vellore Institute of Technology, Vellore, Tamil Nadu, 632014, India","institution_ids":["https://openalex.org/I876193797"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5017193166","display_name":"Shashank Shukla","orcid":null},"institutions":[{"id":"https://openalex.org/I876193797","display_name":"Vellore Institute of Technology University","ror":"https://ror.org/00qzypv28","country_code":"IN","type":"education","lineage":["https://openalex.org/I876193797"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Shashank Shukla","raw_affiliation_strings":["School of Computer Science and Engineering (SCOPE), Vellore Institute of Technology, Vellore, Tamil Nadu, 632014, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering (SCOPE), Vellore Institute of Technology, Vellore, Tamil Nadu, 632014, India","institution_ids":["https://openalex.org/I876193797"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5061464226","display_name":"Rhea Mary Mathew","orcid":null},"institutions":[{"id":"https://openalex.org/I876193797","display_name":"Vellore Institute of Technology University","ror":"https://ror.org/00qzypv28","country_code":"IN","type":"education","lineage":["https://openalex.org/I876193797"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Rhea Mary Mathew","raw_affiliation_strings":["School of Mechanical Engineering (SMEC), Vellore Institute of Technology, Vellore,, Tamil Nadu, 632014, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Mechanical Engineering (SMEC), Vellore Institute of Technology, Vellore,, Tamil Nadu, 632014, India","institution_ids":["https://openalex.org/I876193797"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004023972","display_name":"Utkarsh Chadha","orcid":"https://orcid.org/0000-0002-5044-3761"},"institutions":[{"id":"https://openalex.org/I185261750","display_name":"University of Toronto","ror":"https://ror.org/03dbr7087","country_code":"CA","type":"education","lineage":["https://openalex.org/I185261750"]},{"id":"https://openalex.org/I876193797","display_name":"Vellore Institute of Technology University","ror":"https://ror.org/00qzypv28","country_code":"IN","type":"education","lineage":["https://openalex.org/I876193797"]}],"countries":["CA","IN"],"is_corresponding":false,"raw_author_name":"Utkarsh Chadha","raw_affiliation_strings":["Department of Materials Science and Engineering, Faculty of Applied Sciences and Engineering, School of Graduate Studies, University of Toronto, Toronto, ON, M5S 2Z9, Canada","School of Mechanical Engineering (SMEC), Vellore Institute of Technology, Vellore,, Tamil Nadu, 632014, India"],"raw_orcid":"https://orcid.org/0000-0002-5044-3761","affiliations":[{"raw_affiliation_string":"Department of Materials Science and Engineering, Faculty of Applied Sciences and Engineering, School of Graduate Studies, University of Toronto, Toronto, ON, M5S 2Z9, Canada","institution_ids":["https://openalex.org/I185261750"]},{"raw_affiliation_string":"School of Mechanical Engineering (SMEC), Vellore Institute of Technology, Vellore,, Tamil Nadu, 632014, India","institution_ids":["https://openalex.org/I876193797"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5077880173","display_name":"Senthil Kumaran Selvaraj","orcid":"https://orcid.org/0000-0001-9994-9424"},"institutions":[{"id":"https://openalex.org/I876193797","display_name":"Vellore Institute of Technology University","ror":"https://ror.org/00qzypv28","country_code":"IN","type":"education","lineage":["https://openalex.org/I876193797"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Senthil Kumaran Selvaraj","raw_affiliation_strings":["School of Mechanical Engineering (SMEC), Vellore Institute of Technology, Vellore,, Tamil Nadu, 632014, India"],"raw_orcid":"https://orcid.org/0000-0001-9994-9424","affiliations":[{"raw_affiliation_string":"School of Mechanical Engineering (SMEC), Vellore Institute of Technology, Vellore,, Tamil Nadu, 632014, India","institution_ids":["https://openalex.org/I876193797"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5055674405"],"corresponding_institution_ids":["https://openalex.org/I876193797"],"apc_list":{"value":2390,"currency":"EUR","value_usd":2990},"apc_paid":null,"fwci":11.9556,"has_fulltext":false,"cited_by_count":85,"citation_normalized_percentile":{"value":0.99608664,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":100},"biblio":{"volume":"34","issue":"24","first_page":"21677","last_page":"21700"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10360","display_name":"Fluid Dynamics and Turbulent Flows","score":0.9955999851226807,"subfield":{"id":"https://openalex.org/subfields/2206","display_name":"Computational Mechanics"},"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/T10360","display_name":"Fluid Dynamics and Turbulent Flows","score":0.9955999851226807,"subfield":{"id":"https://openalex.org/subfields/2206","display_name":"Computational Mechanics"},"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":0.9940999746322632,"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/T11008","display_name":"Aerodynamics and Acoustics in Jet Flows","score":0.9940000176429749,"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/computer-science","display_name":"Computer science","score":0.8323805332183838},{"id":"https://openalex.org/keywords/computational-science-and-engineering","display_name":"Computational Science and Engineering","score":0.6144665479660034},{"id":"https://openalex.org/keywords/computational-fluid-dynamics","display_name":"Computational fluid dynamics","score":0.5952648520469666},{"id":"https://openalex.org/keywords/computation","display_name":"Computation","score":0.5703240633010864},{"id":"https://openalex.org/keywords/preprocessor","display_name":"Preprocessor","score":0.5509801506996155},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.5114352107048035},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4604199230670929},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4314899146556854}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8323805332183838},{"id":"https://openalex.org/C68597687","wikidata":"https://www.wikidata.org/wiki/Q362601","display_name":"Computational Science and Engineering","level":2,"score":0.6144665479660034},{"id":"https://openalex.org/C1633027","wikidata":"https://www.wikidata.org/wiki/Q815820","display_name":"Computational fluid dynamics","level":2,"score":0.5952648520469666},{"id":"https://openalex.org/C45374587","wikidata":"https://www.wikidata.org/wiki/Q12525525","display_name":"Computation","level":2,"score":0.5703240633010864},{"id":"https://openalex.org/C34736171","wikidata":"https://www.wikidata.org/wiki/Q918333","display_name":"Preprocessor","level":2,"score":0.5509801506996155},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.5114352107048035},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4604199230670929},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4314899146556854},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C57879066","wikidata":"https://www.wikidata.org/wiki/Q41217","display_name":"Mechanics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/s00521-022-07838-6","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s00521-022-07838-6","pdf_url":null,"source":{"id":"https://openalex.org/S147897268","display_name":"Neural Computing and Applications","issn_l":"0941-0643","issn":["0941-0643","1433-3058"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Neural Computing and Applications","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":82,"referenced_works":["https://openalex.org/W1502712360","https://openalex.org/W1967605697","https://openalex.org/W1968997623","https://openalex.org/W1970125002","https://openalex.org/W1981539853","https://openalex.org/W1986274779","https://openalex.org/W1991225330","https://openalex.org/W2013456052","https://openalex.org/W2032903155","https://openalex.org/W2054325691","https://openalex.org/W2060445070","https://openalex.org/W2060447946","https://openalex.org/W2073572217","https://openalex.org/W2107666536","https://openalex.org/W2128357172","https://openalex.org/W2128928687","https://openalex.org/W2234570758","https://openalex.org/W2344214484","https://openalex.org/W2406140352","https://openalex.org/W2484256130","https://openalex.org/W2604681313","https://openalex.org/W2621007880","https://openalex.org/W2740382905","https://openalex.org/W2783733570","https://openalex.org/W2787593833","https://openalex.org/W2793861084","https://openalex.org/W2795599755","https://openalex.org/W2798237365","https://openalex.org/W2811007301","https://openalex.org/W2843026736","https://openalex.org/W2884723899","https://openalex.org/W2899466514","https://openalex.org/W2899922887","https://openalex.org/W2902480423","https://openalex.org/W2906960111","https://openalex.org/W2908641842","https://openalex.org/W2914919122","https://openalex.org/W2918175718","https://openalex.org/W2921773029","https://openalex.org/W2932122386","https://openalex.org/W2944612278","https://openalex.org/W2962777873","https://openalex.org/W2963742266","https://openalex.org/W2973119841","https://openalex.org/W2974135165","https://openalex.org/W2982092485","https://openalex.org/W2986329555","https://openalex.org/W2996143456","https://openalex.org/W3000516990","https://openalex.org/W3010585065","https://openalex.org/W3010927692","https://openalex.org/W3011239854","https://openalex.org/W3012518767","https://openalex.org/W3018098279","https://openalex.org/W3025062756","https://openalex.org/W3028244614","https://openalex.org/W3033526262","https://openalex.org/W3044517139","https://openalex.org/W3047006557","https://openalex.org/W3053203525","https://openalex.org/W3094523114","https://openalex.org/W3097798873","https://openalex.org/W3098633050","https://openalex.org/W3103462314","https://openalex.org/W3108861928","https://openalex.org/W3115637794","https://openalex.org/W3118296558","https://openalex.org/W3119346743","https://openalex.org/W3124811633","https://openalex.org/W3125958395","https://openalex.org/W3129576108","https://openalex.org/W3144992254","https://openalex.org/W3161200675","https://openalex.org/W3162963303","https://openalex.org/W3201434050","https://openalex.org/W3203127985","https://openalex.org/W4200410454","https://openalex.org/W4220750585","https://openalex.org/W4245863461","https://openalex.org/W4280551208","https://openalex.org/W4281766451","https://openalex.org/W4386043405"],"related_works":["https://openalex.org/W2902248750","https://openalex.org/W2583171488","https://openalex.org/W2275426735","https://openalex.org/W2189586792","https://openalex.org/W2134632713","https://openalex.org/W2016193480","https://openalex.org/W4386420887","https://openalex.org/W4253602111","https://openalex.org/W3170007838","https://openalex.org/W2022508541"],"abstract_inverted_index":null,"counts_by_year":[{"year":2026,"cited_by_count":13},{"year":2025,"cited_by_count":47},{"year":2024,"cited_by_count":15},{"year":2023,"cited_by_count":9},{"year":2022,"cited_by_count":1}],"updated_date":"2026-05-10T08:33:47.465468","created_date":"2025-10-10T00:00:00"}
