{"id":"https://openalex.org/W4392864955","doi":"https://doi.org/10.1007/s00366-024-01950-y","title":"Machine learning mesh-adaptation for laminar and turbulent flows: applications to high-order discontinuous Galerkin solvers","display_name":"Machine learning mesh-adaptation for laminar and turbulent flows: applications to high-order discontinuous Galerkin solvers","publication_year":2024,"publication_date":"2024-03-15","ids":{"openalex":"https://openalex.org/W4392864955","doi":"https://doi.org/10.1007/s00366-024-01950-y"},"language":"en","primary_location":{"id":"doi:10.1007/s00366-024-01950-y","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s00366-024-01950-y","pdf_url":"https://link.springer.com/content/pdf/10.1007/s00366-024-01950-y.pdf","source":{"id":"https://openalex.org/S89333158","display_name":"Engineering With Computers","issn_l":"0177-0667","issn":["0177-0667","1435-5663"],"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Engineering with Computers","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s00366-024-01950-y.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5006901475","display_name":"Kenza Tlales","orcid":"https://orcid.org/0000-0001-5889-1369"},"institutions":[{"id":"https://openalex.org/I88060688","display_name":"Universidad Polit\u00e9cnica de Madrid","ror":"https://ror.org/03n6nwv02","country_code":"ES","type":"education","lineage":["https://openalex.org/I88060688"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Kenza Tlales","raw_affiliation_strings":["ETSIAE-UPM-School of Aeronautics, Universidad Polit\u00e9cnica de Madrid, Plaza Cardenal Cisneros 3, 28040, Madrid, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"ETSIAE-UPM-School of Aeronautics, Universidad Polit\u00e9cnica de Madrid, Plaza Cardenal Cisneros 3, 28040, Madrid, Spain","institution_ids":["https://openalex.org/I88060688"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5063443861","display_name":"Kheir-eddine Otmani","orcid":"https://orcid.org/0000-0002-7487-0928"},"institutions":[{"id":"https://openalex.org/I88060688","display_name":"Universidad Polit\u00e9cnica de Madrid","ror":"https://ror.org/03n6nwv02","country_code":"ES","type":"education","lineage":["https://openalex.org/I88060688"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Kheir-Eddine Otmani","raw_affiliation_strings":["ETSIAE-UPM-School of Aeronautics, Universidad Polit\u00e9cnica de Madrid, Plaza Cardenal Cisneros 3, 28040, Madrid, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"ETSIAE-UPM-School of Aeronautics, Universidad Polit\u00e9cnica de Madrid, Plaza Cardenal Cisneros 3, 28040, Madrid, Spain","institution_ids":["https://openalex.org/I88060688"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5054171712","display_name":"Gerasimos Ntoukas","orcid":"https://orcid.org/0000-0002-4376-5172"},"institutions":[{"id":"https://openalex.org/I88060688","display_name":"Universidad Polit\u00e9cnica de Madrid","ror":"https://ror.org/03n6nwv02","country_code":"ES","type":"education","lineage":["https://openalex.org/I88060688"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Gerasimos Ntoukas","raw_affiliation_strings":["ETSIAE-UPM-School of Aeronautics, Universidad Polit\u00e9cnica de Madrid, Plaza Cardenal Cisneros 3, 28040, Madrid, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"ETSIAE-UPM-School of Aeronautics, Universidad Polit\u00e9cnica de Madrid, Plaza Cardenal Cisneros 3, 28040, Madrid, Spain","institution_ids":["https://openalex.org/I88060688"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5042738412","display_name":"Gonzalo D. Rubio","orcid":"https://orcid.org/0000-0002-4223-2980"},"institutions":[{"id":"https://openalex.org/I88060688","display_name":"Universidad Polit\u00e9cnica de Madrid","ror":"https://ror.org/03n6nwv02","country_code":"ES","type":"education","lineage":["https://openalex.org/I88060688"]}],"countries":["ES"],"is_corresponding":true,"raw_author_name":"Gonzalo Rubio","raw_affiliation_strings":["Center for Computational Simulation, Universidad Polit\u00e9cnica de Madrid, Campus de Montegancedo, Boadilla del Monte, 28660, Madrid, Spain","ETSIAE-UPM-School of Aeronautics, Universidad Polit\u00e9cnica de Madrid, Plaza Cardenal Cisneros 3, 28040, Madrid, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Center for Computational Simulation, Universidad Polit\u00e9cnica de Madrid, Campus de Montegancedo, Boadilla del Monte, 28660, Madrid, Spain","institution_ids":["https://openalex.org/I88060688"]},{"raw_affiliation_string":"ETSIAE-UPM-School of Aeronautics, Universidad Polit\u00e9cnica de Madrid, Plaza Cardenal Cisneros 3, 28040, Madrid, Spain","institution_ids":["https://openalex.org/I88060688"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5073259063","display_name":"Esteban Ferrer","orcid":"https://orcid.org/0000-0003-1519-0444"},"institutions":[{"id":"https://openalex.org/I88060688","display_name":"Universidad Polit\u00e9cnica de Madrid","ror":"https://ror.org/03n6nwv02","country_code":"ES","type":"education","lineage":["https://openalex.org/I88060688"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Esteban Ferrer","raw_affiliation_strings":["Center for Computational Simulation, Universidad Polit\u00e9cnica de Madrid, Campus de Montegancedo, Boadilla del Monte, 28660, Madrid, Spain","ETSIAE-UPM-School of Aeronautics, Universidad Polit\u00e9cnica de Madrid, Plaza Cardenal Cisneros 3, 28040, Madrid, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Center for Computational Simulation, Universidad Polit\u00e9cnica de Madrid, Campus de Montegancedo, Boadilla del Monte, 28660, Madrid, Spain","institution_ids":["https://openalex.org/I88060688"]},{"raw_affiliation_string":"ETSIAE-UPM-School of Aeronautics, Universidad Polit\u00e9cnica de Madrid, Plaza Cardenal Cisneros 3, 28040, Madrid, Spain","institution_ids":["https://openalex.org/I88060688"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5042738412"],"corresponding_institution_ids":["https://openalex.org/I88060688"],"apc_list":{"value":2990,"currency":"USD","value_usd":2990},"apc_paid":{"value":2990,"currency":"USD","value_usd":2990},"fwci":2.6071,"has_fulltext":true,"cited_by_count":13,"citation_normalized_percentile":{"value":0.89787463,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":97,"max":99},"biblio":{"volume":"40","issue":"5","first_page":"2947","last_page":"2969"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11206","display_name":"Model Reduction and Neural Networks","score":0.9998999834060669,"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":0.9998999834060669,"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/T10173","display_name":"Computational Fluid Dynamics and Aerodynamics","score":0.9991999864578247,"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/T10360","display_name":"Fluid Dynamics and Turbulent Flows","score":0.998199999332428,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/laminar-flow","display_name":"Laminar flow","score":0.7497135400772095},{"id":"https://openalex.org/keywords/discontinuous-galerkin-method","display_name":"Discontinuous Galerkin method","score":0.6138299107551575},{"id":"https://openalex.org/keywords/turbulence","display_name":"Turbulence","score":0.5537734627723694},{"id":"https://openalex.org/keywords/adaptation","display_name":"Adaptation (eye)","score":0.4871480166912079},{"id":"https://openalex.org/keywords/applied-mathematics","display_name":"Applied mathematics","score":0.47617024183273315},{"id":"https://openalex.org/keywords/order","display_name":"Order (exchange)","score":0.45266374945640564},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.42928987741470337},{"id":"https://openalex.org/keywords/galerkin-method","display_name":"Galerkin method","score":0.4211725890636444},{"id":"https://openalex.org/keywords/adaptive-mesh-refinement","display_name":"Adaptive mesh refinement","score":0.41431763768196106},{"id":"https://openalex.org/keywords/mechanics","display_name":"Mechanics","score":0.3954191207885742},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.38137930631637573},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.3536958694458008},{"id":"https://openalex.org/keywords/finite-element-method","display_name":"Finite element method","score":0.3381996750831604},{"id":"https://openalex.org/keywords/computational-science","display_name":"Computational science","score":0.33236733078956604},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.26321136951446533},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.23019567131996155},{"id":"https://openalex.org/keywords/structural-engineering","display_name":"Structural engineering","score":0.17166775465011597},{"id":"https://openalex.org/keywords/economics","display_name":"Economics","score":0.13058331608772278}],"concepts":[{"id":"https://openalex.org/C76563973","wikidata":"https://www.wikidata.org/wiki/Q189452","display_name":"Laminar flow","level":2,"score":0.7497135400772095},{"id":"https://openalex.org/C92244383","wikidata":"https://www.wikidata.org/wiki/Q428273","display_name":"Discontinuous Galerkin method","level":3,"score":0.6138299107551575},{"id":"https://openalex.org/C196558001","wikidata":"https://www.wikidata.org/wiki/Q190132","display_name":"Turbulence","level":2,"score":0.5537734627723694},{"id":"https://openalex.org/C139807058","wikidata":"https://www.wikidata.org/wiki/Q352374","display_name":"Adaptation (eye)","level":2,"score":0.4871480166912079},{"id":"https://openalex.org/C28826006","wikidata":"https://www.wikidata.org/wiki/Q33521","display_name":"Applied mathematics","level":1,"score":0.47617024183273315},{"id":"https://openalex.org/C182306322","wikidata":"https://www.wikidata.org/wiki/Q1779371","display_name":"Order (exchange)","level":2,"score":0.45266374945640564},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.42928987741470337},{"id":"https://openalex.org/C186899397","wikidata":"https://www.wikidata.org/wiki/Q1491980","display_name":"Galerkin method","level":3,"score":0.4211725890636444},{"id":"https://openalex.org/C131053463","wikidata":"https://www.wikidata.org/wiki/Q4680751","display_name":"Adaptive mesh refinement","level":2,"score":0.41431763768196106},{"id":"https://openalex.org/C57879066","wikidata":"https://www.wikidata.org/wiki/Q41217","display_name":"Mechanics","level":1,"score":0.3954191207885742},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.38137930631637573},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.3536958694458008},{"id":"https://openalex.org/C135628077","wikidata":"https://www.wikidata.org/wiki/Q220184","display_name":"Finite element method","level":2,"score":0.3381996750831604},{"id":"https://openalex.org/C459310","wikidata":"https://www.wikidata.org/wiki/Q117801","display_name":"Computational science","level":1,"score":0.33236733078956604},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.26321136951446533},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.23019567131996155},{"id":"https://openalex.org/C66938386","wikidata":"https://www.wikidata.org/wiki/Q633538","display_name":"Structural engineering","level":1,"score":0.17166775465011597},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.13058331608772278},{"id":"https://openalex.org/C10138342","wikidata":"https://www.wikidata.org/wiki/Q43015","display_name":"Finance","level":1,"score":0.0},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1007/s00366-024-01950-y","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s00366-024-01950-y","pdf_url":"https://link.springer.com/content/pdf/10.1007/s00366-024-01950-y.pdf","source":{"id":"https://openalex.org/S89333158","display_name":"Engineering With Computers","issn_l":"0177-0667","issn":["0177-0667","1435-5663"],"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Engineering with Computers","raw_type":"journal-article"},{"id":"pmh:oai:oa.upm.es:86474","is_oa":true,"landing_page_url":"https://oa.upm.es/86474/","pdf_url":"https://oa.upm.es/86474/1/10206247.pdf","source":{"id":"https://openalex.org/S4306402421","display_name":"Archivo Digital UPM (Universidad Polit\u00e9cnica de Madrid)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I88060688","host_organization_name":"Universidad Polit\u00e9cnica de Madrid","host_organization_lineage":["https://openalex.org/I88060688"],"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":"Engineering with Computers, ISSN 14355663, 2024-10-01, Vol. 40, No. 5","raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"doi:10.1007/s00366-024-01950-y","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s00366-024-01950-y","pdf_url":"https://link.springer.com/content/pdf/10.1007/s00366-024-01950-y.pdf","source":{"id":"https://openalex.org/S89333158","display_name":"Engineering With Computers","issn_l":"0177-0667","issn":["0177-0667","1435-5663"],"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Engineering with Computers","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1175115578","display_name":null,"funder_award_id":"AEI//10.13039/501100011033/","funder_id":"https://openalex.org/F4320335598","funder_display_name":"Agencia Estatal de Investigaci\u00f3n"},{"id":"https://openalex.org/G2262748287","display_name":null,"funder_award_id":"501100011033","funder_id":"https://openalex.org/F4320335598","funder_display_name":"Agencia Estatal de Investigaci\u00f3n"},{"id":"https://openalex.org/G2974190702","display_name":null,"funder_award_id":"EUR2022-134041/AEI/10.13039/501100011033","funder_id":"https://openalex.org/F4320335598","funder_display_name":"Agencia Estatal de Investigaci\u00f3n"},{"id":"https://openalex.org/G300979063","display_name":null,"funder_award_id":"10.13039/501100011033","funder_id":"https://openalex.org/F4320335598","funder_display_name":"Agencia Estatal de Investigaci\u00f3n"},{"id":"https://openalex.org/G3480869486","display_name":null,"funder_award_id":"13039","funder_id":"https://openalex.org/F4320335598","funder_display_name":"Agencia Estatal de Investigaci\u00f3n"},{"id":"https://openalex.org/G4154590088","display_name":null,"funder_award_id":"NextSim / AEI /10.13039/501100011033","funder_id":"https://openalex.org/F4320338475","funder_display_name":"H2020 LEIT Information and Communication Technologies"},{"id":"https://openalex.org/G425668148","display_name":null,"funder_award_id":".13039/501100011033","funder_id":"https://openalex.org/F4320335598","funder_display_name":"Agencia Estatal de Investigaci\u00f3n"},{"id":"https://openalex.org/G5080475149","display_name":null,"funder_award_id":"10.13039","funder_id":"https://openalex.org/F4320335598","funder_display_name":"Agencia Estatal de Investigaci\u00f3n"},{"id":"https://openalex.org/G6011815459","display_name":null,"funder_award_id":"APOYO-JOVENES-21-53NYUB-19-RRX1A0","funder_id":"https://openalex.org/F4320313831","funder_display_name":"Comunidad de Madrid"},{"id":"https://openalex.org/G7084143925","display_name":null,"funder_award_id":"AEI/10","funder_id":"https://openalex.org/F4320335598","funder_display_name":"Agencia Estatal de Investigaci\u00f3n"},{"id":"https://openalex.org/G7668900527","display_name":null,"funder_award_id":"080 Bis/PG/Espagne/2020 2021","funder_id":"https://openalex.org/F4320313800","funder_display_name":"Ministry of Advanced Education and Skills Development"},{"id":"https://openalex.org/G8267651272","display_name":null,"funder_award_id":"072 Bis/PG/Espagne/2020-2021","funder_id":"https://openalex.org/F4320313800","funder_display_name":"Ministry of Advanced Education and Skills Development"}],"funders":[{"id":"https://openalex.org/F4320313800","display_name":"Ministry of Advanced Education and Skills Development","ror":"https://ror.org/03tee2f33"},{"id":"https://openalex.org/F4320313831","display_name":"Comunidad de Madrid","ror":null},{"id":"https://openalex.org/F4320321424","display_name":"Minist\u00e8re de l'Enseignement Sup\u00e9rieur et de la Recherche Scientifique","ror":"https://ror.org/01ejfgc23"},{"id":"https://openalex.org/F4320322138","display_name":"Universidad Polit\u00e9cnica de Madrid","ror":"https://ror.org/03n6nwv02"},{"id":"https://openalex.org/F4320322890","display_name":"Minist\u00e8re de l'Enseignement Sup\u00e9rieur et de la Recherche","ror":"https://ror.org/03sjk9a61"},{"id":"https://openalex.org/F4320335598","display_name":"Agencia Estatal de Investigaci\u00f3n","ror":null},{"id":"https://openalex.org/F4320338475","display_name":"H2020 LEIT Information and Communication Technologies","ror":null}],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4392864955.pdf"},"referenced_works_count":55,"referenced_works":["https://openalex.org/W1568509129","https://openalex.org/W1978101792","https://openalex.org/W1984586361","https://openalex.org/W1986328299","https://openalex.org/W1997603878","https://openalex.org/W2003977652","https://openalex.org/W2006309046","https://openalex.org/W2020106379","https://openalex.org/W2028301015","https://openalex.org/W2044863268","https://openalex.org/W2049633694","https://openalex.org/W2057353957","https://openalex.org/W2057848798","https://openalex.org/W2069267589","https://openalex.org/W2074051683","https://openalex.org/W2077677945","https://openalex.org/W2081568016","https://openalex.org/W2085496778","https://openalex.org/W2090610956","https://openalex.org/W2102707792","https://openalex.org/W2119315866","https://openalex.org/W2131895392","https://openalex.org/W2133758418","https://openalex.org/W2134781512","https://openalex.org/W2183636399","https://openalex.org/W2257265858","https://openalex.org/W2318227448","https://openalex.org/W2329912208","https://openalex.org/W2414075883","https://openalex.org/W2810770433","https://openalex.org/W2895430737","https://openalex.org/W2967095864","https://openalex.org/W2973119841","https://openalex.org/W2981246174","https://openalex.org/W2997841144","https://openalex.org/W3007149244","https://openalex.org/W3096446052","https://openalex.org/W3096832029","https://openalex.org/W3141990187","https://openalex.org/W3161255942","https://openalex.org/W3163454309","https://openalex.org/W3169729079","https://openalex.org/W3199831390","https://openalex.org/W3215547779","https://openalex.org/W4200249403","https://openalex.org/W4206222483","https://openalex.org/W4210968171","https://openalex.org/W4214530488","https://openalex.org/W4240023291","https://openalex.org/W4286909924","https://openalex.org/W4317677784","https://openalex.org/W4321764130","https://openalex.org/W4366779169","https://openalex.org/W4381461622","https://openalex.org/W4396235066"],"related_works":["https://openalex.org/W2162026849","https://openalex.org/W2298673793","https://openalex.org/W2394687667","https://openalex.org/W2887215440","https://openalex.org/W334897171","https://openalex.org/W2976039273","https://openalex.org/W1684014906","https://openalex.org/W2045152743","https://openalex.org/W2088135005","https://openalex.org/W4287062391"],"abstract_inverted_index":{"Abstract":[0],"We":[1],"present":[2],"a":[3,40,116,134,222,250,314,339],"machine":[4],"learning-based":[5],"mesh":[6,92,121,174],"refinement":[7],"technique":[8,17,210],"for":[9,36,173,190,318],"steady":[10],"and":[11,33,70,142,148,168,193,239,297],"unsteady":[12],"incompressible":[13],"flows.":[14],"The":[15,120,157,241],"clustering":[16,127,159,209],"proposed":[18],"by":[19,283],"Otmani":[20],"et":[21],"al.":[22],"(Phys":[23],"Fluids":[24],"35(2):027112,":[25],"2023)":[26],"is":[27,103,123,161,211,346],"used":[28,172,243],"to":[29,99,105,111,217,256],"mark":[30],"the":[31,37,96,126,130,139,188,195,201,208,219,234,259,269,273,280,319,333,336,350],"viscous":[32],"turbulent":[34,83,330],"regions":[35,196],"flow":[38,132,220],"past":[39,206],"cylinder":[41],"at":[42,56,71,233],"$$Re=40$$":[43,286],"<mml:math":[44,58,73,287,301,321],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\">":[45,59,74,288,302,322],"<mml:mrow>":[46,60,75,289,303,323],"<mml:mi>R</mml:mi>":[47,61,76,290,304,324],"<mml:mi>e</mml:mi>":[48,62,77,291,305,325],"<mml:mo>=</mml:mo>":[49,63,78,292,306,326],"<mml:mn>40</mml:mn>":[50,293],"</mml:mrow>":[51,65,80,294,308,328],"</mml:math>":[52,66,81,295,309,329],"(steady":[53,285],"laminar":[54,68,274],"flow),":[55,69],"$$Re=100$$":[57,300],"<mml:mn>100</mml:mn>":[64,307],"(unsteady":[67,82,299],"$$Re=3900$$":[72,320],"<mml:mn>3900</mml:mn>":[79,327],"flow).":[84],"Within":[85],"this":[86,245],"clustered":[87,270],"region,":[88,151],"we":[89,277,312],"use":[90],"high":[91,146],"resolution,":[93],"while":[94,311,348],"downgrading":[95],"resolution":[97,147],"outside,":[98],"show":[100],"that":[101,144,179,197],"it":[102],"possible":[104],"obtain":[106],"levels":[107],"of":[108,237,268,316,335,341],"accuracy":[109],"similar":[110],"those":[112],"obtained":[113],"when":[114],"using":[115,204,249],"uniformly":[117],"refined":[118],"mesh.":[119],"adaptation":[122],"effective,":[124],"as":[125],"successfully":[128],"identifies":[129],"two":[131],"regions,":[133],"viscous/turbulent":[135],"dominated":[136],"region":[137],"(including":[138],"boundary":[140],"layer":[141],"wake)":[143],"requires":[145,154],"an":[149,214],"inviscid/irrotational":[150],"which":[152,228],"only":[153],"low":[155],"resolution.":[156],"new":[158],"sensor":[160],"compared":[162],"with":[163],"traditional":[164,177],"feature-based":[165],"sensors":[166,178],"(Q-criterion":[167],"vorticity":[169],"based)":[170],"commonly":[171],"adaptation.":[175,199],"Unlike":[176],"rely":[180],"on":[181],"problem-dependent":[182],"thresholds,":[183],"our":[184],"novel":[185],"approach":[186],"eliminates":[187],"need":[189],"such":[191],"thresholds":[192],"locates":[194],"require":[198],"After":[200],"initial":[202],"validation":[203],"flows":[205],"cylinders,":[207],"applied":[212],"in":[213,265,343],"engineering":[215],"context":[216,334],"study":[218],"around":[221],"horizontal":[223],"axis":[224],"wind":[225,337],"turbine":[226],"configuration":[227],"has":[229],"been":[230],"tested":[231],"experimentally":[232],"Norwegian":[235],"University":[236],"Science":[238],"Technology.":[240],"data":[242],"within":[244],"framework":[246],"are":[247],"generated":[248],"high-order":[251],"discontinuous":[252],"Galerkin":[253],"solver,":[254],"allowing":[255],"locally":[257],"refine":[258],"polynomial":[260],"order":[261],"(":[262],"p":[263],"-refinement)":[264],"each":[266],"element":[267],"region.":[271],"For":[272],"test":[275],"cases,":[276],"can":[278],"reduce":[279],"computational":[281,344],"cost":[282,345],"32%":[284],"case)":[296],"20%":[298],"case),":[310],"get":[313],"reduction":[315,340],"33%":[317],"case.":[331],"In":[332],"turbine,":[338],"43%":[342],"observed,":[347],"maintaining":[349],"accuracy.":[351]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":7},{"year":2024,"cited_by_count":4}],"updated_date":"2026-08-01T09:00:35.917206","created_date":"2025-10-10T00:00:00"}