{"id":"https://openalex.org/W2957800388","doi":"https://doi.org/10.1145/3319619.3326829","title":"Benchmarking constrained surrogate-based optimization on low speed airfoil design problems","display_name":"Benchmarking constrained surrogate-based optimization on low speed airfoil design problems","publication_year":2019,"publication_date":"2019-07-10","ids":{"openalex":"https://openalex.org/W2957800388","doi":"https://doi.org/10.1145/3319619.3326829","mag":"2957800388"},"language":"en","primary_location":{"id":"doi:10.1145/3319619.3326829","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3319619.3326829","pdf_url":null,"source":{"id":"https://openalex.org/S4363608771","display_name":"Proceedings of the Genetic and Evolutionary Computation Conference Companion","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Genetic and Evolutionary Computation Conference Companion","raw_type":"proceedings-article"},"type":"conference-paper","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/A5013971191","display_name":"Pramudita Satria Palar","orcid":"https://orcid.org/0000-0002-7066-0763"},"institutions":[{"id":"https://openalex.org/I134635517","display_name":"Bandung Institute of Technology","ror":"https://ror.org/00apj8t60","country_code":"ID","type":"education","lineage":["https://openalex.org/I134635517"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Pramudita Satria Palar","raw_affiliation_strings":["Institut Teknologi Bandung, Bandung, Indonesia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institut Teknologi Bandung, Bandung, Indonesia","institution_ids":["https://openalex.org/I134635517"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088561955","display_name":"Yohanes Bimo Dwianto","orcid":"https://orcid.org/0000-0003-0104-1069"},"institutions":[{"id":"https://openalex.org/I74801974","display_name":"The University of Tokyo","ror":"https://ror.org/057zh3y96","country_code":"JP","type":"education","lineage":["https://openalex.org/I74801974"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Yohanes Bimo Dwianto","raw_affiliation_strings":["University of Tokyo, Tokyo, Japan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Tokyo, Tokyo, Japan","institution_ids":["https://openalex.org/I74801974"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051045082","display_name":"Rommel G. Regis","orcid":"https://orcid.org/0000-0002-3468-5146"},"institutions":[{"id":"https://openalex.org/I51077184","display_name":"Saint Joseph's University","ror":"https://ror.org/05q87sg56","country_code":"US","type":"education","lineage":["https://openalex.org/I51077184"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Rommel G. Regis","raw_affiliation_strings":["Saint Joseph's University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Saint Joseph's University","institution_ids":["https://openalex.org/I51077184"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016516233","display_name":"Akira Oyama","orcid":"https://orcid.org/0000-0003-1432-8165"},"institutions":[{"id":"https://openalex.org/I2800865746","display_name":"Japan Aerospace Exploration Agency","ror":"https://ror.org/059yhyy33","country_code":"JP","type":"facility","lineage":["https://openalex.org/I2800865746"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Akira Oyama","raw_affiliation_strings":["JAXA, Kanagawa, Japan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"JAXA, Kanagawa, Japan","institution_ids":["https://openalex.org/I2800865746"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5055796293","display_name":"Lavi Rizki Zuhal","orcid":"https://orcid.org/0000-0003-0426-8672"},"institutions":[{"id":"https://openalex.org/I134635517","display_name":"Bandung Institute of Technology","ror":"https://ror.org/00apj8t60","country_code":"ID","type":"education","lineage":["https://openalex.org/I134635517"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Lavi Rizki Zuhal","raw_affiliation_strings":["Institut Teknologi Bandung, Bandung, Indonesia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institut Teknologi Bandung, Bandung, Indonesia","institution_ids":["https://openalex.org/I134635517"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":2.5033,"has_fulltext":false,"cited_by_count":9,"citation_normalized_percentile":{"value":0.89387172,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"1990","last_page":"1998"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10848","display_name":"Advanced Multi-Objective Optimization Algorithms","score":1.0,"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":1.0,"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/T10100","display_name":"Metaheuristic Optimization Algorithms Research","score":0.9969000220298767,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T11798","display_name":"Optimal Experimental Design Methods","score":0.996399998664856,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7035890221595764},{"id":"https://openalex.org/keywords/airfoil","display_name":"Airfoil","score":0.7024140357971191},{"id":"https://openalex.org/keywords/robustness","display_name":"Robustness (evolution)","score":0.5903947949409485},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.583100438117981},{"id":"https://openalex.org/keywords/optimization-problem","display_name":"Optimization problem","score":0.5722132325172424},{"id":"https://openalex.org/keywords/curse-of-dimensionality","display_name":"Curse of dimensionality","score":0.5056087970733643},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.33341675996780396},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.24105659127235413},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.20061057806015015},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.09504896402359009}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7035890221595764},{"id":"https://openalex.org/C112124176","wikidata":"https://www.wikidata.org/wiki/Q4698744","display_name":"Airfoil","level":2,"score":0.7024140357971191},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.5903947949409485},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.583100438117981},{"id":"https://openalex.org/C137836250","wikidata":"https://www.wikidata.org/wiki/Q984063","display_name":"Optimization problem","level":2,"score":0.5722132325172424},{"id":"https://openalex.org/C111030470","wikidata":"https://www.wikidata.org/wiki/Q1430460","display_name":"Curse of dimensionality","level":2,"score":0.5056087970733643},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.33341675996780396},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.24105659127235413},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.20061057806015015},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.09504896402359009},{"id":"https://openalex.org/C66938386","wikidata":"https://www.wikidata.org/wiki/Q633538","display_name":"Structural engineering","level":1,"score":0.0},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3319619.3326829","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3319619.3326829","pdf_url":null,"source":{"id":"https://openalex.org/S4363608771","display_name":"Proceedings of the Genetic and Evolutionary Computation Conference Companion","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Genetic and Evolutionary Computation Conference Companion","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":22,"referenced_works":["https://openalex.org/W1510052597","https://openalex.org/W1573878755","https://openalex.org/W1584066809","https://openalex.org/W1670967200","https://openalex.org/W1984603815","https://openalex.org/W2003724123","https://openalex.org/W2003839735","https://openalex.org/W2014929970","https://openalex.org/W2023377641","https://openalex.org/W2138537392","https://openalex.org/W2192203593","https://openalex.org/W2240112237","https://openalex.org/W2295149999","https://openalex.org/W2476951382","https://openalex.org/W2502320255","https://openalex.org/W2588277129","https://openalex.org/W2619926566","https://openalex.org/W2743733467","https://openalex.org/W2791310311","https://openalex.org/W2801897755","https://openalex.org/W2891458358","https://openalex.org/W2891656314"],"related_works":["https://openalex.org/W1912407818","https://openalex.org/W4285140130","https://openalex.org/W3104770499","https://openalex.org/W4285677055","https://openalex.org/W1992731528","https://openalex.org/W2007843488","https://openalex.org/W1994436307","https://openalex.org/W1987021796","https://openalex.org/W2795565301","https://openalex.org/W4387886124"],"abstract_inverted_index":{"In":[0],"this":[1,182],"paper,":[2],"we":[3,74],"investigated":[4],"and":[5,30,90,110],"compared":[6,75],"the":[7,28,61,70,83,102,115,131,163,178],"performance":[8,151],"of":[9,32,55,63,85,108,112,158],"various":[10,33],"constrained":[11,34],"surrogate-based":[12],"optimization":[13,56,71,80],"(SBO)":[14],"techniques":[15],"on":[16,37,93,122,144,171],"solving":[17],"low-fidelity,":[18],"low-speed":[19],"airfoil":[20,95,124],"design":[21,96],"problems.":[22,41,66],"We":[23,134],"aim":[24],"to":[25,50],"better":[26,141],"understand":[27],"strengths":[29],"weakness":[31],"SBO":[35],"algorithms":[36],"handling":[38],"non-algebraic":[39,64],"real-world":[40,65],"Low-fidelity":[42],"problems":[43,97,179],"are":[44,76,174],"chosen":[45],"since":[46],"they":[47],"allow":[48],"us":[49],"perform":[51],"multiple":[52],"independent":[53],"runs":[54],"algorithms,":[57],"but":[58,126,148],"still":[59],"in":[60,106,181],"domain":[62],"To":[67],"be":[68],"specific,":[69],"methods":[72,169],"that":[73,99,137,157,168],"Kriging-based":[77],"efficient":[78],"global":[79],"(EGO)":[81],"with":[82],"probability":[84],"feasibility":[86],"(PoF),":[87],"ConstrLMSRBF,":[88],"COBRA,":[89],"COBYLA.":[91],"Results":[92],"four":[94],"show":[98],"ConstrLMSRBF":[100],"is":[101,139,152,162],"most":[103],"robust":[104],"method":[105],"terms":[107],"convergence":[109],"consistency":[111],"performance.":[113],"On":[114],"other":[116],"hand,":[117],"EGO-PoF":[118,143],"found":[119],"high-quality":[120],"solutions":[121],"two":[123],"problems,":[125],"its":[127,149],"robustness":[128],"decreases":[129],"as":[130,154,156],"dimensionality":[132],"increases.":[133],"also":[135],"observe":[136],"COBRA":[138],"significantly":[140],"than":[142],"one":[145],"high-dimensionality":[146],"problem,":[147],"general":[150],"not":[153,175],"good":[155],"ConstrLMSRBF.":[159],"Finally,":[160],"COBYLA":[161],"worst":[164],"performer,":[165],"which":[166],"implies":[167],"based":[170],"linear":[172],"interpolation":[173],"accurate":[176],"for":[177],"considered":[180],"paper.":[183]},"counts_by_year":[{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":3},{"year":2020,"cited_by_count":2},{"year":2019,"cited_by_count":1}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}