{"id":"https://openalex.org/W4235906882","doi":"https://doi.org/10.1109/wsc.2011.6148114","title":"Automatic surrogate model type selection during the optimization of expensive black-box problems","display_name":"Automatic surrogate model type selection during the optimization of expensive black-box problems","publication_year":2011,"publication_date":"2011-12-01","ids":{"openalex":"https://openalex.org/W4235906882","doi":"https://doi.org/10.1109/wsc.2011.6148114"},"language":"en","primary_location":{"id":"doi:10.1109/wsc.2011.6148114","is_oa":false,"landing_page_url":"https://doi.org/10.1109/wsc.2011.6148114","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2011 Winter Simulation Conference (WSC)","raw_type":"proceedings-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/A5025390519","display_name":"Ivo Couckuyt","orcid":"https://orcid.org/0000-0002-9524-4205"},"institutions":[{"id":"https://openalex.org/I32597200","display_name":"Ghent University","ror":"https://ror.org/00cv9y106","country_code":"BE","type":"education","lineage":["https://openalex.org/I32597200"]}],"countries":["BE"],"is_corresponding":true,"raw_author_name":"Ivo Couckuyt","raw_affiliation_strings":["Department of Information Technology (INTEC), IBBT, Ghent University, Ghent, Belgium"],"affiliations":[{"raw_affiliation_string":"Department of Information Technology (INTEC), IBBT, Ghent University, Ghent, Belgium","institution_ids":["https://openalex.org/I32597200"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051784384","display_name":"Filip De Turck","orcid":"https://orcid.org/0000-0003-4824-1199"},"institutions":[{"id":"https://openalex.org/I32597200","display_name":"Ghent University","ror":"https://ror.org/00cv9y106","country_code":"BE","type":"education","lineage":["https://openalex.org/I32597200"]}],"countries":["BE"],"is_corresponding":false,"raw_author_name":"Filip De Turck","raw_affiliation_strings":["Department of Information Technology (INTEC), IBBT, Ghent University, Ghent, Belgium"],"affiliations":[{"raw_affiliation_string":"Department of Information Technology (INTEC), IBBT, Ghent University, Ghent, Belgium","institution_ids":["https://openalex.org/I32597200"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081846222","display_name":"Tom Dhaene","orcid":"https://orcid.org/0000-0003-2899-4636"},"institutions":[{"id":"https://openalex.org/I32597200","display_name":"Ghent University","ror":"https://ror.org/00cv9y106","country_code":"BE","type":"education","lineage":["https://openalex.org/I32597200"]}],"countries":["BE"],"is_corresponding":false,"raw_author_name":"Tom Dhaene","raw_affiliation_strings":["Department of Information Technology (INTEC), IBBT, Ghent University, Ghent, Belgium"],"affiliations":[{"raw_affiliation_string":"Department of Information Technology (INTEC), IBBT, Ghent University, Ghent, Belgium","institution_ids":["https://openalex.org/I32597200"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5031833237","display_name":"Dirk Gorissen","orcid":null},"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":false,"raw_author_name":"Dirk Gorissen","raw_affiliation_strings":["Computational Engineering Design Group, University of Southampton, Southampton, UK"],"affiliations":[{"raw_affiliation_string":"Computational Engineering Design Group, University of Southampton, Southampton, UK","institution_ids":["https://openalex.org/I43439940"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5025390519"],"corresponding_institution_ids":["https://openalex.org/I32597200"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":16,"citation_normalized_percentile":{"value":0.39794392,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"4269","last_page":"4279"},"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/T11798","display_name":"Optimal Experimental Design Methods","score":0.9975000023841858,"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"}},{"id":"https://openalex.org/T10928","display_name":"Probabilistic and Robust Engineering Design","score":0.9951000213623047,"subfield":{"id":"https://openalex.org/subfields/1804","display_name":"Statistics, Probability and Uncertainty"},"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/surrogate-model","display_name":"Surrogate model","score":0.8127956390380859},{"id":"https://openalex.org/keywords/kriging","display_name":"Kriging","score":0.7703264951705933},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.6911607384681702},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6452430486679077},{"id":"https://openalex.org/keywords/optimization-problem","display_name":"Optimization problem","score":0.54996258020401},{"id":"https://openalex.org/keywords/black-box","display_name":"Black box","score":0.5264468789100647},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.5112769603729248},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.46295055747032166},{"id":"https://openalex.org/keywords/continuous-optimization","display_name":"Continuous optimization","score":0.43727877736091614},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.31971991062164307},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.31746840476989746},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.22456353902816772},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.21861496567726135},{"id":"https://openalex.org/keywords/multi-swarm-optimization","display_name":"Multi-swarm optimization","score":0.18848145008087158}],"concepts":[{"id":"https://openalex.org/C131675550","wikidata":"https://www.wikidata.org/wiki/Q7646884","display_name":"Surrogate model","level":2,"score":0.8127956390380859},{"id":"https://openalex.org/C81692654","wikidata":"https://www.wikidata.org/wiki/Q225926","display_name":"Kriging","level":2,"score":0.7703264951705933},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.6911607384681702},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6452430486679077},{"id":"https://openalex.org/C137836250","wikidata":"https://www.wikidata.org/wiki/Q984063","display_name":"Optimization problem","level":2,"score":0.54996258020401},{"id":"https://openalex.org/C94966114","wikidata":"https://www.wikidata.org/wiki/Q29256","display_name":"Black box","level":2,"score":0.5264468789100647},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.5112769603729248},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.46295055747032166},{"id":"https://openalex.org/C92995354","wikidata":"https://www.wikidata.org/wiki/Q5165499","display_name":"Continuous optimization","level":4,"score":0.43727877736091614},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.31971991062164307},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.31746840476989746},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.22456353902816772},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.21861496567726135},{"id":"https://openalex.org/C122357587","wikidata":"https://www.wikidata.org/wiki/Q6934508","display_name":"Multi-swarm optimization","level":3,"score":0.18848145008087158},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/wsc.2011.6148114","is_oa":false,"landing_page_url":"https://doi.org/10.1109/wsc.2011.6148114","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2011 Winter Simulation Conference (WSC)","raw_type":"proceedings-article"},{"id":"pmh:oai:CiteSeerX.psu:10.1.1.416.4097","is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.416.4097","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://www.informs-sim.org/wsc11papers/380.pdf","raw_type":"text"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320327336","display_name":"Vlaamse regering","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":37,"referenced_works":["https://openalex.org/W6625593","https://openalex.org/W1496317909","https://openalex.org/W1510052597","https://openalex.org/W1984603815","https://openalex.org/W1986490585","https://openalex.org/W2000503034","https://openalex.org/W2029538494","https://openalex.org/W2031569136","https://openalex.org/W2036476072","https://openalex.org/W2053411783","https://openalex.org/W2054602817","https://openalex.org/W2055432781","https://openalex.org/W2075485212","https://openalex.org/W2082484980","https://openalex.org/W2088990166","https://openalex.org/W2109523839","https://openalex.org/W2113741278","https://openalex.org/W2116640126","https://openalex.org/W2127400268","https://openalex.org/W2131612655","https://openalex.org/W2134599336","https://openalex.org/W2139983718","https://openalex.org/W2140046357","https://openalex.org/W2151238122","https://openalex.org/W2153667946","https://openalex.org/W2161597168","https://openalex.org/W2168031673","https://openalex.org/W2314653156","https://openalex.org/W2332535989","https://openalex.org/W3004784263","https://openalex.org/W4299356270","https://openalex.org/W6659745226","https://openalex.org/W6676169587","https://openalex.org/W6676388420","https://openalex.org/W6677349138","https://openalex.org/W6680902802","https://openalex.org/W6684802269"],"related_works":["https://openalex.org/W2931365531","https://openalex.org/W3014573403","https://openalex.org/W4381941132","https://openalex.org/W2169974588","https://openalex.org/W2084593435","https://openalex.org/W2114881872","https://openalex.org/W3084133043","https://openalex.org/W2139145565","https://openalex.org/W2905297725","https://openalex.org/W2060305711"],"abstract_inverted_index":{"The":[0,123],"use":[1],"of":[2,30,38,119],"Surrogate":[3],"Based":[4],"Optimization":[5,24],"(SBO)":[6],"has":[7],"become":[8],"commonplace":[9],"for":[10,59],"optimizing":[11],"expensive":[12],"black-box":[13],"simulation":[14],"codes.":[15],"A":[16],"popular":[17],"SBO":[18,31],"method":[19,73],"is":[20,47,83,125],"the":[21,28,36,39,44,65,70,88,97,103,112,120,134,143],"Efficient":[22],"Global":[23],"(EGO)":[25],"approach.":[26],"However,":[27],"performance":[29],"methods":[32],"critically":[33],"depends":[34],"on":[35,96,111,127,136],"quality":[37],"guiding":[40],"surrogate.":[41],"In":[42,62],"EGO":[43,72],"surrogate":[45,77],"type":[46,79,91],"usually":[48],"fixed":[49],"to":[50,68,85],"Kriging":[51],"even":[52],"though":[53],"this":[54,63],"may":[55],"not":[56],"be":[57,109],"optimal":[58],"all":[60],"problems.":[61],"paper":[64],"authors":[66],"propose":[67],"extend":[69],"well-known":[71],"with":[74],"an":[75],"automatic":[76],"model":[78,90],"selection":[80],"framework":[81],"that":[82,142],"able":[84],"dynamically":[86],"select":[87],"best":[89,113],"(including":[92],"hybrid":[93],"ensembles)":[94],"depending":[95],"data":[98],"available":[99,115],"so":[100],"far.":[101],"Hence,":[102],"expected":[104],"improvement":[105],"criterion":[106],"will":[107],"always":[108],"based":[110],"approximation":[114],"at":[116],"each":[117],"step":[118],"optimization":[121,130],"process.":[122],"approach":[124],"demonstrated":[126],"a":[128,137],"structural":[129],"problem,":[131],"i.e.,":[132],"reducing":[133],"stress":[135],"truss-like":[138],"structure.":[139],"Results":[140],"show":[141],"proposed":[144],"algorithm":[145],"consequently":[146],"finds":[147],"better":[148],"optimums":[149],"than":[150],"traditional":[151],"kriging-based":[152],"infill":[153],"optimization.":[154],"1":[155]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":2},{"year":2020,"cited_by_count":2},{"year":2019,"cited_by_count":2},{"year":2018,"cited_by_count":2},{"year":2017,"cited_by_count":1},{"year":2016,"cited_by_count":3},{"year":2015,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
