{"id":"https://openalex.org/W2061986971","doi":"https://doi.org/10.1109/cec.2012.6252915","title":"Multi co-objective evolutionary optimization: Cross surrogate augmentation for computationally expensive problems","display_name":"Multi co-objective evolutionary optimization: Cross surrogate augmentation for computationally expensive problems","publication_year":2012,"publication_date":"2012-06-01","ids":{"openalex":"https://openalex.org/W2061986971","doi":"https://doi.org/10.1109/cec.2012.6252915","mag":"2061986971"},"language":"en","primary_location":{"id":"doi:10.1109/cec.2012.6252915","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cec.2012.6252915","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2012 IEEE Congress on Evolutionary Computation","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/A5102893173","display_name":"Minh Nghia Le","orcid":"https://orcid.org/0000-0002-9573-2700"},"institutions":[{"id":"https://openalex.org/I172675005","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302","country_code":"SG","type":"education","lineage":["https://openalex.org/I172675005"]}],"countries":["SG"],"is_corresponding":true,"raw_author_name":"Minh Nghia Le","raw_affiliation_strings":["School of Computer Engineering, Nanyang Technological University, Singapore","School of Computer Engineering, Nanyang Technological University,,Singapore"],"affiliations":[{"raw_affiliation_string":"School of Computer Engineering, Nanyang Technological University, Singapore","institution_ids":["https://openalex.org/I172675005"]},{"raw_affiliation_string":"School of Computer Engineering, Nanyang Technological University,,Singapore","institution_ids":["https://openalex.org/I172675005"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068243197","display_name":"Yew-Soon Ong","orcid":"https://orcid.org/0000-0002-4480-169X"},"institutions":[{"id":"https://openalex.org/I172675005","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302","country_code":"SG","type":"education","lineage":["https://openalex.org/I172675005"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Yew Soon Ong","raw_affiliation_strings":["School of Computer Engineering, Nanyang Technological University, Singapore","School of Computer Engineering, Nanyang Technological University,,Singapore"],"affiliations":[{"raw_affiliation_string":"School of Computer Engineering, Nanyang Technological University, Singapore","institution_ids":["https://openalex.org/I172675005"]},{"raw_affiliation_string":"School of Computer Engineering, Nanyang Technological University,,Singapore","institution_ids":["https://openalex.org/I172675005"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5012167116","display_name":"Stefan Menzel","orcid":"https://orcid.org/0000-0001-7594-2308"},"institutions":[{"id":"https://openalex.org/I4210112253","display_name":"Honda (Germany)","ror":"https://ror.org/022c1xk47","country_code":"DE","type":"company","lineage":["https://openalex.org/I1283473643","https://openalex.org/I4210112253"]},{"id":"https://openalex.org/I1283473643","display_name":"Honda (Japan)","ror":"https://ror.org/03jzay846","country_code":"JP","type":"company","lineage":["https://openalex.org/I1283473643"]}],"countries":["DE","JP"],"is_corresponding":false,"raw_author_name":"Stefan Menzel","raw_affiliation_strings":["Honda Research Institute Europe GmbH, Offenbach/Main, Germany","Honda Research Institute Europe GmbH,Offenbach/Main,Germany"],"affiliations":[{"raw_affiliation_string":"Honda Research Institute Europe GmbH, Offenbach/Main, Germany","institution_ids":["https://openalex.org/I4210112253"]},{"raw_affiliation_string":"Honda Research Institute Europe GmbH,Offenbach/Main,Germany","institution_ids":["https://openalex.org/I1283473643"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027896779","display_name":"Chun-Wei Seah","orcid":null},"institutions":[{"id":"https://openalex.org/I172675005","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302","country_code":"SG","type":"education","lineage":["https://openalex.org/I172675005"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Chun-Wei Seah","raw_affiliation_strings":["School of Computer Engineering, Nanyang Technological University, Singapore","School of Computer Engineering, Nanyang Technological University,,Singapore"],"affiliations":[{"raw_affiliation_string":"School of Computer Engineering, Nanyang Technological University, Singapore","institution_ids":["https://openalex.org/I172675005"]},{"raw_affiliation_string":"School of Computer Engineering, Nanyang Technological University,,Singapore","institution_ids":["https://openalex.org/I172675005"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5066418464","display_name":"Bernhard Sendhoff","orcid":"https://orcid.org/0000-0002-1233-9584"},"institutions":[{"id":"https://openalex.org/I1283473643","display_name":"Honda (Japan)","ror":"https://ror.org/03jzay846","country_code":"JP","type":"company","lineage":["https://openalex.org/I1283473643"]},{"id":"https://openalex.org/I4210112253","display_name":"Honda (Germany)","ror":"https://ror.org/022c1xk47","country_code":"DE","type":"company","lineage":["https://openalex.org/I1283473643","https://openalex.org/I4210112253"]}],"countries":["DE","JP"],"is_corresponding":false,"raw_author_name":"Bernhard Sendhoff","raw_affiliation_strings":["Honda Research Institute Europe GmbH, Offenbach/Main, Germany","Honda Research Institute Europe GmbH,Offenbach/Main,Germany"],"affiliations":[{"raw_affiliation_string":"Honda Research Institute Europe GmbH, Offenbach/Main, Germany","institution_ids":["https://openalex.org/I4210112253"]},{"raw_affiliation_string":"Honda Research Institute Europe GmbH,Offenbach/Main,Germany","institution_ids":["https://openalex.org/I1283473643"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5102893173"],"corresponding_institution_ids":["https://openalex.org/I172675005"],"apc_list":null,"apc_paid":null,"fwci":0.6739,"has_fulltext":false,"cited_by_count":17,"citation_normalized_percentile":{"value":0.71105491,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":"168","issue":null,"first_page":"1","last_page":"8"},"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":0.9951000213623047,"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/T10998","display_name":"Heat Transfer and Optimization","score":0.9944000244140625,"subfield":{"id":"https://openalex.org/subfields/2210","display_name":"Mechanical 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/benchmark","display_name":"Benchmark (surveying)","score":0.7783102989196777},{"id":"https://openalex.org/keywords/surrogate-model","display_name":"Surrogate model","score":0.6932164430618286},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6868728399276733},{"id":"https://openalex.org/keywords/evolutionary-algorithm","display_name":"Evolutionary algorithm","score":0.6798970699310303},{"id":"https://openalex.org/keywords/evolutionary-computation","display_name":"Evolutionary computation","score":0.6611605882644653},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.5847709774971008},{"id":"https://openalex.org/keywords/multi-objective-optimization","display_name":"Multi-objective optimization","score":0.570777416229248},{"id":"https://openalex.org/keywords/pareto-principle","display_name":"Pareto principle","score":0.5342480540275574},{"id":"https://openalex.org/keywords/memetic-algorithm","display_name":"Memetic algorithm","score":0.5156441926956177},{"id":"https://openalex.org/keywords/quality","display_name":"Quality (philosophy)","score":0.44587987661361694},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.42621666193008423},{"id":"https://openalex.org/keywords/interactive-evolutionary-computation","display_name":"Interactive evolutionary computation","score":0.4213123321533203},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.41585230827331543},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.383821964263916},{"id":"https://openalex.org/keywords/evolutionary-programming","display_name":"Evolutionary programming","score":0.2675793468952179},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.18586882948875427}],"concepts":[{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.7783102989196777},{"id":"https://openalex.org/C131675550","wikidata":"https://www.wikidata.org/wiki/Q7646884","display_name":"Surrogate model","level":2,"score":0.6932164430618286},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6868728399276733},{"id":"https://openalex.org/C159149176","wikidata":"https://www.wikidata.org/wiki/Q14489129","display_name":"Evolutionary algorithm","level":2,"score":0.6798970699310303},{"id":"https://openalex.org/C105902424","wikidata":"https://www.wikidata.org/wiki/Q1197129","display_name":"Evolutionary computation","level":2,"score":0.6611605882644653},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.5847709774971008},{"id":"https://openalex.org/C68781425","wikidata":"https://www.wikidata.org/wiki/Q2052203","display_name":"Multi-objective optimization","level":2,"score":0.570777416229248},{"id":"https://openalex.org/C137635306","wikidata":"https://www.wikidata.org/wiki/Q182667","display_name":"Pareto principle","level":2,"score":0.5342480540275574},{"id":"https://openalex.org/C35129592","wikidata":"https://www.wikidata.org/wiki/Q324793","display_name":"Memetic algorithm","level":3,"score":0.5156441926956177},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.44587987661361694},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.42621666193008423},{"id":"https://openalex.org/C123189799","wikidata":"https://www.wikidata.org/wiki/Q6045380","display_name":"Interactive evolutionary computation","level":4,"score":0.4213123321533203},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.41585230827331543},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.383821964263916},{"id":"https://openalex.org/C121835503","wikidata":"https://www.wikidata.org/wiki/Q2596288","display_name":"Evolutionary programming","level":3,"score":0.2675793468952179},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.18586882948875427},{"id":"https://openalex.org/C13280743","wikidata":"https://www.wikidata.org/wiki/Q131089","display_name":"Geodesy","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.0},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/cec.2012.6252915","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cec.2012.6252915","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2012 IEEE Congress on Evolutionary Computation","raw_type":"proceedings-article"},{"id":"pmh:oai:dr.ntu.edu.sg:10356/102007","is_oa":false,"landing_page_url":"http://hdl.handle.net/10220/12022","pdf_url":null,"source":{"id":"https://openalex.org/S4306402609","display_name":"DR-NTU (Nanyang Technological University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I172675005","host_organization_name":"Nanyang Technological University","host_organization_lineage":["https://openalex.org/I172675005"],"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":"Conference Paper"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/17","score":0.4000000059604645,"display_name":"Partnerships for the goals"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320318799","display_name":"Honda Research Institute, USA","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":32,"referenced_works":["https://openalex.org/W195806798","https://openalex.org/W225560312","https://openalex.org/W1524100745","https://openalex.org/W1553373771","https://openalex.org/W1585939719","https://openalex.org/W1595498733","https://openalex.org/W1691366073","https://openalex.org/W1918283942","https://openalex.org/W1957430778","https://openalex.org/W2000503034","https://openalex.org/W2000825106","https://openalex.org/W2008499862","https://openalex.org/W2013695155","https://openalex.org/W2025632800","https://openalex.org/W2036476072","https://openalex.org/W2059717747","https://openalex.org/W2061329532","https://openalex.org/W2076933242","https://openalex.org/W2079461163","https://openalex.org/W2098907614","https://openalex.org/W2106334424","https://openalex.org/W2109865546","https://openalex.org/W2125899728","https://openalex.org/W2126105956","https://openalex.org/W2143381319","https://openalex.org/W2150046657","https://openalex.org/W2166739626","https://openalex.org/W2334018742","https://openalex.org/W2905148377","https://openalex.org/W4292864963","https://openalex.org/W6600569696","https://openalex.org/W6608886761"],"related_works":["https://openalex.org/W1573147006","https://openalex.org/W1915304416","https://openalex.org/W2900645952","https://openalex.org/W2021504082","https://openalex.org/W2362444284","https://openalex.org/W2511867030","https://openalex.org/W4250606376","https://openalex.org/W2787833928","https://openalex.org/W4245579487","https://openalex.org/W2474873777"],"abstract_inverted_index":{"In":[0,38],"this":[1],"paper,":[2],"we":[3],"present":[4],"a":[5,13,65],"novel":[6],"cross-surrogate":[7,66,91],"assisted":[8],"memetic":[9],"algorithm":[10,100],"(CSAMA)":[11],"as":[12,64],"manifestation":[14],"of":[15,30,42,89,97,122],"multi":[16],"co-objective":[17],"evolutionary":[18,82,114],"computation":[19],"to":[20,55],"enhance":[21],"the":[22,40,57,76,81,86,90,94,98,104,120,123],"search":[23,95],"on":[24,85,103],"computationally":[25],"expensive":[26,78],"problems":[27,106],"by":[28],"means":[29],"transferring,":[31],"sharing":[32],"and":[33,93],"reusing":[34],"information":[35,50],"across":[36],"objectives.":[37],"particular,":[39],"construction":[41],"surrogate":[43],"for":[44],"one":[45],"objective":[46],"is":[47,62],"augmented":[48],"with":[49,75,107],"from":[51],"other":[52],"related":[53],"objectives":[54],"improve":[56],"prediction":[58,87],"quality.":[59],"The":[60,116],"process":[61],"termed":[63],"modelling":[67,92],"methodology,":[68],"which":[69],"will":[70],"be":[71],"used":[72],"in":[73,126],"lieu":[74],"original":[77],"functions":[79],"during":[80],"search.":[83],"Analyses":[84],"quality":[88,129],"performance":[96],"proposed":[99,124],"are":[101],"conducted":[102],"benchmark":[105],"assessments":[108],"made":[109],"against":[110],"several":[111],"state-of-the-art":[112],"multiobjective":[113],"algorithms.":[115],"results":[117],"obtained":[118],"highlight":[119],"efficacy":[121],"CSAMA":[125],"attaining":[127],"high":[128],"Pareto":[130],"optimal":[131],"solutions":[132],"under":[133],"limited":[134],"computational":[135],"budget.":[136]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":1},{"year":2019,"cited_by_count":3},{"year":2018,"cited_by_count":4},{"year":2017,"cited_by_count":4},{"year":2014,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
