{"id":"https://openalex.org/W4415894307","doi":"https://doi.org/10.1093/jcde/qwaf124","title":"Airfoil optimization using Design-by-Morphing with minimized design-space dimensionality","display_name":"Airfoil optimization using Design-by-Morphing with minimized design-space dimensionality","publication_year":2025,"publication_date":"2025-11-11","ids":{"openalex":"https://openalex.org/W4415894307","doi":"https://doi.org/10.1093/jcde/qwaf124"},"language":"en","primary_location":{"id":"doi:10.1093/jcde/qwaf124","is_oa":true,"landing_page_url":"https://doi.org/10.1093/jcde/qwaf124","pdf_url":"https://academic.oup.com/jcde/advance-article-pdf/doi/10.1093/jcde/qwaf124/65275337/qwaf124.pdf","source":{"id":"https://openalex.org/S2485147958","display_name":"Journal of Computational Design and Engineering","issn_l":"2288-4300","issn":["2288-4300","2288-5048"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310311648","host_organization_name":"Oxford University Press","host_organization_lineage":["https://openalex.org/P4310311648","https://openalex.org/P4310311647"],"host_organization_lineage_names":["Oxford University Press","University of Oxford"],"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 Computational Design and Engineering","raw_type":"journal-article"},"type":"article","indexed_in":["arxiv","crossref","datacite","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://academic.oup.com/jcde/advance-article-pdf/doi/10.1093/jcde/qwaf124/65275337/qwaf124.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5055108155","display_name":"Sangjoon Lee","orcid":"https://orcid.org/0000-0002-2063-6298"},"institutions":[{"id":"https://openalex.org/I97018004","display_name":"Stanford University","ror":"https://ror.org/00f54p054","country_code":"US","type":"education","lineage":["https://openalex.org/I97018004"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Sangjoon Lee","raw_affiliation_strings":["Center for Turbulence Research, Stanford University , Stanford, CA 94305 ,"],"raw_orcid":"https://orcid.org/0000-0002-2063-6298","affiliations":[{"raw_affiliation_string":"Center for Turbulence Research, Stanford University , Stanford, CA 94305 ,","institution_ids":["https://openalex.org/I97018004"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5034734698","display_name":"Haris Moazam Sheikh","orcid":"https://orcid.org/0000-0002-3154-0494"},"institutions":[{"id":"https://openalex.org/I43439940","display_name":"University of Southampton","ror":"https://ror.org/01ryk1543","country_code":"GB","type":"education","lineage":["https://openalex.org/I43439940"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"Haris Moazam Sheikh","raw_affiliation_strings":["University of Southampton Department of Aeronautics and Astronautics, , Southampton SO17 1BJ ,"],"raw_orcid":"https://orcid.org/0000-0002-3154-0494","affiliations":[{"raw_affiliation_string":"University of Southampton Department of Aeronautics and Astronautics, , Southampton SO17 1BJ ,","institution_ids":["https://openalex.org/I43439940"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5034734698"],"corresponding_institution_ids":["https://openalex.org/I43439940"],"apc_list":{"value":1650,"currency":"USD","value_usd":1650},"apc_paid":{"value":1650,"currency":"USD","value_usd":1650},"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.27508929,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"13","issue":"1","first_page":"108","last_page":"124"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10848","display_name":"Advanced Multi-Objective Optimization Algorithms","score":0.23919999599456787,"subfield":{"id":"https://openalex.org/subfields/1703","display_name":"Computational Theory and Mathematics"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10848","display_name":"Advanced Multi-Objective Optimization Algorithms","score":0.23919999599456787,"subfield":{"id":"https://openalex.org/subfields/1703","display_name":"Computational Theory and Mathematics"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11206","display_name":"Model Reduction and Neural Networks","score":0.22450000047683716,"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/T11170","display_name":"Biomimetic flight and propulsion mechanisms","score":0.12720000743865967,"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/airfoil","display_name":"Airfoil","score":0.9729999899864197},{"id":"https://openalex.org/keywords/aerodynamics","display_name":"Aerodynamics","score":0.6281999945640564},{"id":"https://openalex.org/keywords/stall","display_name":"Stall (fluid mechanics)","score":0.5788000226020813},{"id":"https://openalex.org/keywords/convergence","display_name":"Convergence (economics)","score":0.4778999984264374},{"id":"https://openalex.org/keywords/adaptability","display_name":"Adaptability","score":0.450300008058548},{"id":"https://openalex.org/keywords/range","display_name":"Range (aeronautics)","score":0.4489000141620636},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.4189000129699707}],"concepts":[{"id":"https://openalex.org/C112124176","wikidata":"https://www.wikidata.org/wiki/Q4698744","display_name":"Airfoil","level":2,"score":0.9729999899864197},{"id":"https://openalex.org/C13393347","wikidata":"https://www.wikidata.org/wiki/Q8424","display_name":"Aerodynamics","level":2,"score":0.6281999945640564},{"id":"https://openalex.org/C5804382","wikidata":"https://www.wikidata.org/wiki/Q752034","display_name":"Stall (fluid mechanics)","level":2,"score":0.5788000226020813},{"id":"https://openalex.org/C2777303404","wikidata":"https://www.wikidata.org/wiki/Q759757","display_name":"Convergence (economics)","level":2,"score":0.4778999984264374},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.4733000099658966},{"id":"https://openalex.org/C177606310","wikidata":"https://www.wikidata.org/wiki/Q5674297","display_name":"Adaptability","level":2,"score":0.450300008058548},{"id":"https://openalex.org/C204323151","wikidata":"https://www.wikidata.org/wiki/Q905424","display_name":"Range (aeronautics)","level":2,"score":0.4489000141620636},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.4189000129699707},{"id":"https://openalex.org/C12725497","wikidata":"https://www.wikidata.org/wiki/Q810247","display_name":"Baseline (sea)","level":2,"score":0.3984000086784363},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.3806000053882599},{"id":"https://openalex.org/C137836250","wikidata":"https://www.wikidata.org/wiki/Q984063","display_name":"Optimization problem","level":2,"score":0.3804999887943268},{"id":"https://openalex.org/C111030470","wikidata":"https://www.wikidata.org/wiki/Q1430460","display_name":"Curse of dimensionality","level":2,"score":0.37709999084472656},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.37619999051094055},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3537999987602234},{"id":"https://openalex.org/C68781425","wikidata":"https://www.wikidata.org/wiki/Q2052203","display_name":"Multi-objective optimization","level":2,"score":0.35359999537467957},{"id":"https://openalex.org/C2987595161","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Optimization algorithm","level":2,"score":0.29580000042915344},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.2782999873161316},{"id":"https://openalex.org/C2777152854","wikidata":"https://www.wikidata.org/wiki/Q7306329","display_name":"Reduced frequency","level":4,"score":0.2766000032424927},{"id":"https://openalex.org/C29513896","wikidata":"https://www.wikidata.org/wiki/Q7489239","display_name":"Shape optimization","level":3,"score":0.257999986410141},{"id":"https://openalex.org/C47446073","wikidata":"https://www.wikidata.org/wiki/Q5165890","display_name":"Control theory (sociology)","level":3,"score":0.25519999861717224}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1093/jcde/qwaf124","is_oa":true,"landing_page_url":"https://doi.org/10.1093/jcde/qwaf124","pdf_url":"https://academic.oup.com/jcde/advance-article-pdf/doi/10.1093/jcde/qwaf124/65275337/qwaf124.pdf","source":{"id":"https://openalex.org/S2485147958","display_name":"Journal of Computational Design and Engineering","issn_l":"2288-4300","issn":["2288-4300","2288-5048"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310311648","host_organization_name":"Oxford University Press","host_organization_lineage":["https://openalex.org/P4310311648","https://openalex.org/P4310311647"],"host_organization_lineage_names":["Oxford University Press","University of Oxford"],"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 Computational Design and Engineering","raw_type":"journal-article"},{"id":"pmh:oai:eprints.soton.ac.uk:507040","is_oa":false,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4306401019","display_name":"ePrints Soton (University of Southampton)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I43439940","host_organization_name":"University of Southampton","host_organization_lineage":["https://openalex.org/I43439940"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":null,"raw_type":"PeerReviewed"},{"id":"pmh:oai:arXiv.org:2510.16020","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2510.16020","pdf_url":"https://arxiv.org/pdf/2510.16020","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"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":"text"},{"id":"doi:10.48550/arxiv.2510.16020","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2510.16020","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"Preprint"}],"best_oa_location":{"id":"doi:10.1093/jcde/qwaf124","is_oa":true,"landing_page_url":"https://doi.org/10.1093/jcde/qwaf124","pdf_url":"https://academic.oup.com/jcde/advance-article-pdf/doi/10.1093/jcde/qwaf124/65275337/qwaf124.pdf","source":{"id":"https://openalex.org/S2485147958","display_name":"Journal of Computational Design and Engineering","issn_l":"2288-4300","issn":["2288-4300","2288-5048"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310311648","host_organization_name":"Oxford University Press","host_organization_lineage":["https://openalex.org/P4310311648","https://openalex.org/P4310311647"],"host_organization_lineage_names":["Oxford University Press","University of Oxford"],"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 Computational Design and Engineering","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1453181110","display_name":null,"funder_award_id":"#2138286","funder_id":"https://openalex.org/F4320337377","funder_display_name":"Office of Advanced Cyberinfrastructure"},{"id":"https://openalex.org/G1912064254","display_name":"Track 4:  Advanced CI Coordination Ecosystem: Monitoring and Measurement Services","funder_award_id":"2137603","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G2299875479","display_name":null,"funder_award_id":"2138296","funder_id":"https://openalex.org/F4320309036","funder_display_name":"Purdue University"},{"id":"https://openalex.org/G2888034965","display_name":null,"funder_award_id":"21-38307","funder_id":"https://openalex.org/F4320309036","funder_display_name":"Purdue University"},{"id":"https://openalex.org/G3185749182","display_name":null,"funder_award_id":"2138286","funder_id":"https://openalex.org/F4320309036","funder_display_name":"Purdue University"},{"id":"https://openalex.org/G3562386289","display_name":null,"funder_award_id":"#2138296","funder_id":"https://openalex.org/F4320337377","funder_display_name":"Office of Advanced Cyberinfrastructure"},{"id":"https://openalex.org/G4006316252","display_name":"Track 1: ACCESS Resource Allocations Marketplace and Platform Services (RAMPS)","funder_award_id":"2138259","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G4010157413","display_name":null,"funder_award_id":"2138259","funder_id":"https://openalex.org/F4320337377","funder_display_name":"Office of Advanced Cyberinfrastructure"},{"id":"https://openalex.org/G4676224565","display_name":"ACO: An Open CI Ecosystem to Advance Scientific Discovery (OpenCI)","funder_award_id":"2138296","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G509285653","display_name":"Track 3: COre National Ecosystem for CyberinfrasTructure (CONECT)","funder_award_id":"2138307","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G5367127336","display_name":null,"funder_award_id":"#2138307","funder_id":"https://openalex.org/F4320337377","funder_display_name":"Office of Advanced Cyberinfrastructure"},{"id":"https://openalex.org/G5464919783","display_name":null,"funder_award_id":"2137603","funder_id":"https://openalex.org/F4320337377","funder_display_name":"Office of Advanced Cyberinfrastructure"},{"id":"https://openalex.org/G731264315","display_name":null,"funder_award_id":"21-37603","funder_id":"https://openalex.org/F4320309036","funder_display_name":"Purdue University"},{"id":"https://openalex.org/G8300691027","display_name":"Track 2: Customized Multi-tier Assistance, Training, and Computational Help (MATCH) for End User ACCESS to CI","funder_award_id":"2138286","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G878072758","display_name":null,"funder_award_id":"21-38259","funder_id":"https://openalex.org/F4320309036","funder_display_name":"Purdue University"}],"funders":[{"id":"https://openalex.org/F4320306076","display_name":"National Science Foundation","ror":"https://ror.org/021nxhr62"},{"id":"https://openalex.org/F4320306078","display_name":"U.S. Department of Defense","ror":"https://ror.org/0447fe631"},{"id":"https://openalex.org/F4320309036","display_name":"Purdue University","ror":"https://ror.org/02dqehb95"},{"id":"https://openalex.org/F4320337345","display_name":"Office of Naval Research","ror":"https://ror.org/00rk2pe57"},{"id":"https://openalex.org/F4320337377","display_name":"Office of Advanced Cyberinfrastructure","ror":"https://ror.org/04nh1dc89"}],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4415894307.pdf"},"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Abstract":[0],"Effective":[1],"airfoil":[2,29,48,145,151],"geometry":[3,146],"optimization":[4,30],"requires":[5],"exploring":[6],"a":[7,23,76,87,105,109],"diverse":[8],"range":[9],"of":[10,41,72,86,114,158],"designs":[11],"using":[12],"as":[13,17],"few":[14],"design":[15,64],"variables":[16],"possible.":[18],"This":[19],"study":[20],"introduces":[21],"AirDbM,":[22],"Design-by-Morphing":[24],"(DbM)":[25],"approach":[26,90],"specialized":[27],"for":[28,138],"that":[31,60,91,113],"systematically":[32],"reduces":[33],"design-space":[34],"dimensionality.":[35],"AirDbM":[36,69,99,134],"selects":[37],"an":[38],"optimal":[39],"set":[40],"12":[42],"baseline":[43,59],"airfoils":[44],"from":[45],"the":[46,58,63,73,84,115,155],"UIUC":[47],"database,":[49],"which":[50,82],"contains":[51],"over":[52],"1600":[53],"shapes,":[54],"by":[55],"sequentially":[56],"adding":[57],"most":[61],"increases":[62],"capacity.":[65],"With":[66],"these":[67],"baselines,":[68],"reconstructs":[70],"99%":[71],"database":[74],"with":[75,108,125],"mean":[77],"absolute":[78],"error":[79],"below":[80],"0.005,":[81],"matches":[83],"performance":[85],"previous":[88,116],"DbM":[89,159],"used":[92],"more":[93],"baselines.":[94],"In":[95],"multi-objective":[96],"aerodynamic":[97],"optimization,":[98],"demonstrates":[100,135],"rapid":[101],"convergence":[102],"and":[103],"achieves":[104],"Pareto":[106],"front":[107],"greater":[110],"hypervolume":[111],"than":[112],"larger-baseline":[117],"study,":[118],"where":[119],"new":[120],"Pareto-optimal":[121],"solutions":[122],"are":[123],"discovered":[124],"enhanced":[126],"lift-to-drag":[127],"ratios":[128],"at":[129],"moderate":[130],"stall":[131],"tolerances.":[132],"Furthermore,":[133],"outstanding":[136],"adaptability":[137],"reinforcement":[139],"learning":[140],"(RL)":[141],"agents":[142],"in":[143,160],"generating":[144],"when":[147],"compared":[148],"to":[149],"conventional":[150],"parameterization":[152],"methods,":[153],"implying":[154],"broader":[156],"potential":[157],"machine":[161],"learning-driven":[162],"design.":[163]},"counts_by_year":[],"updated_date":"2026-08-05T07:39:15.569665","created_date":"2025-10-22T00:00:00"}
