{"id":"https://openalex.org/W2954266122","doi":"https://doi.org/10.1109/tevc.2019.2925358","title":"A Multimodel Prediction Method for Dynamic Multiobjective Evolutionary Optimization","display_name":"A Multimodel Prediction Method for Dynamic Multiobjective Evolutionary Optimization","publication_year":2019,"publication_date":"2019-06-27","ids":{"openalex":"https://openalex.org/W2954266122","doi":"https://doi.org/10.1109/tevc.2019.2925358","mag":"2954266122"},"language":"en","primary_location":{"id":"doi:10.1109/tevc.2019.2925358","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tevc.2019.2925358","pdf_url":null,"source":{"id":"https://openalex.org/S93787993","display_name":"IEEE Transactions on Evolutionary Computation","issn_l":"1089-778X","issn":["1089-778X","1941-0026"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Evolutionary Computation","raw_type":"journal-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/A5100602250","display_name":"Rong Miao","orcid":"https://orcid.org/0000-0003-4273-9367"},"institutions":[{"id":"https://openalex.org/I25757504","display_name":"China University of Mining and Technology","ror":"https://ror.org/01xt2dr21","country_code":"CN","type":"education","lineage":["https://openalex.org/I25757504"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Miao Rong","raw_affiliation_strings":["School of Information and Control Engineering, China University of Mining and Technology, Xuzhou, China"],"affiliations":[{"raw_affiliation_string":"School of Information and Control Engineering, China University of Mining and Technology, Xuzhou, China","institution_ids":["https://openalex.org/I25757504"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5108554433","display_name":"Dunwei Gong","orcid":null},"institutions":[{"id":"https://openalex.org/I143413998","display_name":"Qingdao University of Science and Technology","ror":"https://ror.org/041j8js14","country_code":"CN","type":"education","lineage":["https://openalex.org/I143413998"]},{"id":"https://openalex.org/I25757504","display_name":"China University of Mining and Technology","ror":"https://ror.org/01xt2dr21","country_code":"CN","type":"education","lineage":["https://openalex.org/I25757504"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Dunwei Gong","raw_affiliation_strings":["School of Information Science and Technology, Qingdao University of Science and Technology, Qingdao, China","School of Information and Control Engineering, China University of Mining and Technology, Xuzhou, China"],"affiliations":[{"raw_affiliation_string":"School of Information Science and Technology, Qingdao University of Science and Technology, Qingdao, China","institution_ids":["https://openalex.org/I143413998"]},{"raw_affiliation_string":"School of Information and Control Engineering, China University of Mining and Technology, Xuzhou, China","institution_ids":["https://openalex.org/I25757504"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5003799782","display_name":"Witold Pedrycz","orcid":"https://orcid.org/0000-0002-9335-9930"},"institutions":[{"id":"https://openalex.org/I154425047","display_name":"University of Alberta","ror":"https://ror.org/0160cpw27","country_code":"CA","type":"education","lineage":["https://openalex.org/I154425047"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Witold Pedrycz","raw_affiliation_strings":["Department of Electrical and Computer Engineering, University of Alberta, Canada"],"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, University of Alberta, Canada","institution_ids":["https://openalex.org/I154425047"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5067621763","display_name":"Ling Wang","orcid":"https://orcid.org/0000-0003-1226-2801"},"institutions":[{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ling Wang","raw_affiliation_strings":["Department of Automation, Tsinghua University, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Department of Automation, Tsinghua University, Beijing, China","institution_ids":["https://openalex.org/I99065089"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5100602250"],"corresponding_institution_ids":["https://openalex.org/I25757504"],"apc_list":null,"apc_paid":null,"fwci":9.9982,"has_fulltext":false,"cited_by_count":123,"citation_normalized_percentile":{"value":0.98478694,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":100},"biblio":{"volume":"24","issue":"2","first_page":"290","last_page":"304"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10848","display_name":"Advanced Multi-Objective Optimization Algorithms","score":0.9998999834060669,"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":0.9998999834060669,"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":0.9984999895095825,"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/T11975","display_name":"Evolutionary Algorithms and Applications","score":0.9934999942779541,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/evolutionary-algorithm","display_name":"Evolutionary algorithm","score":0.6617124080657959},{"id":"https://openalex.org/keywords/particle-swarm-optimization","display_name":"Particle swarm optimization","score":0.6597967743873596},{"id":"https://openalex.org/keywords/multi-objective-optimization","display_name":"Multi-objective optimization","score":0.6164385080337524},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.5882447957992554},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5236039757728577},{"id":"https://openalex.org/keywords/population","display_name":"Population","score":0.5213990211486816},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.4843665063381195},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.46387067437171936},{"id":"https://openalex.org/keywords/evolutionary-computation","display_name":"Evolutionary computation","score":0.4494841992855072},{"id":"https://openalex.org/keywords/optimization-problem","display_name":"Optimization problem","score":0.4295576810836792},{"id":"https://openalex.org/keywords/pareto-principle","display_name":"Pareto principle","score":0.42674219608306885},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.31296414136886597},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.2826724350452423}],"concepts":[{"id":"https://openalex.org/C159149176","wikidata":"https://www.wikidata.org/wiki/Q14489129","display_name":"Evolutionary algorithm","level":2,"score":0.6617124080657959},{"id":"https://openalex.org/C85617194","wikidata":"https://www.wikidata.org/wiki/Q2072794","display_name":"Particle swarm optimization","level":2,"score":0.6597967743873596},{"id":"https://openalex.org/C68781425","wikidata":"https://www.wikidata.org/wiki/Q2052203","display_name":"Multi-objective optimization","level":2,"score":0.6164385080337524},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.5882447957992554},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5236039757728577},{"id":"https://openalex.org/C2908647359","wikidata":"https://www.wikidata.org/wiki/Q2625603","display_name":"Population","level":2,"score":0.5213990211486816},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.4843665063381195},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.46387067437171936},{"id":"https://openalex.org/C105902424","wikidata":"https://www.wikidata.org/wiki/Q1197129","display_name":"Evolutionary computation","level":2,"score":0.4494841992855072},{"id":"https://openalex.org/C137836250","wikidata":"https://www.wikidata.org/wiki/Q984063","display_name":"Optimization problem","level":2,"score":0.4295576810836792},{"id":"https://openalex.org/C137635306","wikidata":"https://www.wikidata.org/wiki/Q182667","display_name":"Pareto principle","level":2,"score":0.42674219608306885},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.31296414136886597},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2826724350452423},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C149923435","wikidata":"https://www.wikidata.org/wiki/Q37732","display_name":"Demography","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tevc.2019.2925358","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tevc.2019.2925358","pdf_url":null,"source":{"id":"https://openalex.org/S93787993","display_name":"IEEE Transactions on Evolutionary Computation","issn_l":"1089-778X","issn":["1089-778X","1941-0026"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Evolutionary Computation","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1470154883","display_name":null,"funder_award_id":"61873328","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G1834135073","display_name":null,"funder_award_id":"61763026","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3200838583","display_name":null,"funder_award_id":"61525304","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3517710643","display_name":null,"funder_award_id":"2018YFB1003802-01","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"},{"id":"https://openalex.org/G4580289827","display_name":null,"funder_award_id":"61876185","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5736638667","display_name":null,"funder_award_id":"61876184","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6061869616","display_name":null,"funder_award_id":"61673404","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6066791498","display_name":null,"funder_award_id":"61773384","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7345526410","display_name":null,"funder_award_id":"61573361","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7591390178","display_name":null,"funder_award_id":"61873105","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G878066212","display_name":null,"funder_award_id":"61573362","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320335777","display_name":"National Key Research and Development Program of China","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":71,"referenced_works":["https://openalex.org/W612707140","https://openalex.org/W1496765098","https://openalex.org/W1504769152","https://openalex.org/W1519148960","https://openalex.org/W1555154718","https://openalex.org/W1562645378","https://openalex.org/W1570270745","https://openalex.org/W1574490530","https://openalex.org/W1580417784","https://openalex.org/W1598065796","https://openalex.org/W1614606562","https://openalex.org/W1719186128","https://openalex.org/W1766318984","https://openalex.org/W1968173975","https://openalex.org/W1975238690","https://openalex.org/W1998898918","https://openalex.org/W2007360429","https://openalex.org/W2009047869","https://openalex.org/W2016877349","https://openalex.org/W2027796588","https://openalex.org/W2033861738","https://openalex.org/W2041006267","https://openalex.org/W2043547443","https://openalex.org/W2045162103","https://openalex.org/W2047681092","https://openalex.org/W2050461952","https://openalex.org/W2062518669","https://openalex.org/W2068843161","https://openalex.org/W2093158259","https://openalex.org/W2094629245","https://openalex.org/W2106334424","https://openalex.org/W2112912151","https://openalex.org/W2113098456","https://openalex.org/W2113794276","https://openalex.org/W2126105956","https://openalex.org/W2131187282","https://openalex.org/W2137130066","https://openalex.org/W2142844925","https://openalex.org/W2143381319","https://openalex.org/W2147573707","https://openalex.org/W2148458253","https://openalex.org/W2156106639","https://openalex.org/W2160958384","https://openalex.org/W2165978911","https://openalex.org/W2168953036","https://openalex.org/W2172164221","https://openalex.org/W2194983992","https://openalex.org/W2341115255","https://openalex.org/W2343489328","https://openalex.org/W2344044752","https://openalex.org/W2344134522","https://openalex.org/W2344528945","https://openalex.org/W2346181637","https://openalex.org/W2407966813","https://openalex.org/W2421912678","https://openalex.org/W2479631838","https://openalex.org/W2484930447","https://openalex.org/W2572829539","https://openalex.org/W2592652668","https://openalex.org/W2601733549","https://openalex.org/W2606204126","https://openalex.org/W2808787830","https://openalex.org/W2928408182","https://openalex.org/W2940979927","https://openalex.org/W4255193737","https://openalex.org/W6627242600","https://openalex.org/W6633372947","https://openalex.org/W6633986300","https://openalex.org/W6652363611","https://openalex.org/W6684313840","https://openalex.org/W6761671956"],"related_works":["https://openalex.org/W2090178682","https://openalex.org/W2062015398","https://openalex.org/W4241467429","https://openalex.org/W2001591765","https://openalex.org/W4297582752","https://openalex.org/W4285805405","https://openalex.org/W2906115061","https://openalex.org/W2977596624","https://openalex.org/W2073147994","https://openalex.org/W2145877535"],"abstract_inverted_index":{"A":[0],"large":[1,130],"number":[2,131],"of":[3,19,34,54,70,78,96,120,132],"prediction":[4,47,81,124],"strategies":[5,125],"are":[6,113,126],"specific":[7],"to":[8,58,83,116],"a":[9,26,45,129],"dynamic":[10,106,133],"multiobjective":[11,107],"optimization":[12,157],"problem":[13],"(DMOP)":[14],"with":[15,29,109],"only":[16],"one":[17,32],"type":[18,33,69],"the":[20,35,52,60,68,71,76,89,94,118,137,147],"Pareto":[21],"set":[22],"(PS)":[23],"change.":[24],"However,":[25],"continuous":[27],"DMOP":[28],"more":[30],"than":[31],"unknown":[36],"PS":[37,72],"change":[38],"has":[39],"been":[40],"seldom":[41],"investigated.":[42,114],"We":[43],"present":[44],"multimodel":[46],"approach":[48,149],"(MMP)":[49],"realized":[50],"in":[51],"framework":[53],"evolutionary":[55],"algorithms":[56],"(EAs)":[57],"tackle":[59],"problem.":[61],"In":[62],"this":[63],"paper,":[64],"we":[65],"first":[66],"detect":[67],"change,":[73],"followed":[74],"by":[75,103],"selection":[77],"an":[79,85],"appropriate":[80],"model":[82],"provide":[84],"initial":[86],"population":[87],"for":[88],"subsequent":[90],"evolution.":[91],"To":[92],"observe":[93],"influence":[95],"MMP":[97,112],"on":[98,128,155],"EAs,":[99],"optimal":[100],"solutions":[101],"obtained":[102],"three":[104,122],"classical":[105],"EAs":[108],"and":[110],"without":[111],"Furthermore,":[115],"investigate":[117],"performance":[119],"MMP,":[121],"state-of-the-art":[123],"compared":[127],"test":[134],"instances":[135],"under":[136,153],"same":[138],"particle":[139],"swarm":[140],"optimizer.":[141],"The":[142],"experimental":[143],"results":[144],"demonstrate":[145],"that":[146],"proposed":[148],"outperforms":[150],"its":[151],"counterparts":[152],"comparison":[154],"most":[156],"problems.":[158]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":21},{"year":2024,"cited_by_count":21},{"year":2023,"cited_by_count":28},{"year":2022,"cited_by_count":20},{"year":2021,"cited_by_count":16},{"year":2020,"cited_by_count":13},{"year":2019,"cited_by_count":1}],"updated_date":"2026-04-09T08:11:56.329763","created_date":"2025-10-10T00:00:00"}