{"id":"https://openalex.org/W4410027405","doi":"https://doi.org/10.1109/tevc.2025.3566481","title":"Knowledge Transfer With Mixture Model in Dynamic Multiobjective Optimization","display_name":"Knowledge Transfer With Mixture Model in Dynamic Multiobjective Optimization","publication_year":2025,"publication_date":"2025-05-02","ids":{"openalex":"https://openalex.org/W4410027405","doi":"https://doi.org/10.1109/tevc.2025.3566481"},"language":"en","primary_location":{"id":"doi:10.1109/tevc.2025.3566481","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tevc.2025.3566481","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/A5000736157","display_name":"Juan Zou","orcid":"https://orcid.org/0000-0001-5115-4040"},"institutions":[{"id":"https://openalex.org/I121296143","display_name":"Hunan University of Science and Technology","ror":"https://ror.org/02m9vrb24","country_code":"CN","type":"education","lineage":["https://openalex.org/I121296143"]},{"id":"https://openalex.org/I4610292","display_name":"Xiangtan University","ror":"https://ror.org/00xsfaz62","country_code":"CN","type":"education","lineage":["https://openalex.org/I4610292"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Juan Zou","raw_affiliation_strings":["Hunan Engineering Research Center of Intelligent System Optimization and Security, Xiangtan University, Xiangtan, Hunan, China","Hunan Key Laboratory of Computational Intelligence, Xiangtan University, Xiangtan, China"],"raw_orcid":"https://orcid.org/0000-0001-5115-4040","affiliations":[{"raw_affiliation_string":"Hunan Engineering Research Center of Intelligent System Optimization and Security, Xiangtan University, Xiangtan, Hunan, China","institution_ids":["https://openalex.org/I4610292","https://openalex.org/I121296143"]},{"raw_affiliation_string":"Hunan Key Laboratory of Computational Intelligence, Xiangtan University, Xiangtan, China","institution_ids":["https://openalex.org/I4610292"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052179588","display_name":"Zhanglu Hou","orcid":"https://orcid.org/0000-0003-4269-8833"},"institutions":[{"id":"https://openalex.org/I121296143","display_name":"Hunan University of Science and Technology","ror":"https://ror.org/02m9vrb24","country_code":"CN","type":"education","lineage":["https://openalex.org/I121296143"]},{"id":"https://openalex.org/I4610292","display_name":"Xiangtan University","ror":"https://ror.org/00xsfaz62","country_code":"CN","type":"education","lineage":["https://openalex.org/I4610292"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhanglu Hou","raw_affiliation_strings":["Hunan Engineering Research Center of Intelligent System Optimization and Security, Xiangtan University, Xiangtan, Hunan, China","Hunan Key Laboratory of Computational Intelligence, Xiangtan University, Xiangtan, China"],"raw_orcid":"https://orcid.org/0000-0003-4269-8833","affiliations":[{"raw_affiliation_string":"Hunan Engineering Research Center of Intelligent System Optimization and Security, Xiangtan University, Xiangtan, Hunan, China","institution_ids":["https://openalex.org/I4610292","https://openalex.org/I121296143"]},{"raw_affiliation_string":"Hunan Key Laboratory of Computational Intelligence, Xiangtan University, Xiangtan, China","institution_ids":["https://openalex.org/I4610292"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016207203","display_name":"Shouyong Jiang","orcid":"https://orcid.org/0000-0001-5099-2093"},"institutions":[{"id":"https://openalex.org/I139660479","display_name":"Central South University","ror":"https://ror.org/00f1zfq44","country_code":"CN","type":"education","lineage":["https://openalex.org/I139660479"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shouyong Jiang","raw_affiliation_strings":["School of Automation, Central South University, Changsha, China","School of Automation, Central South University, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Automation, Central South University, Changsha, China","institution_ids":["https://openalex.org/I139660479"]},{"raw_affiliation_string":"School of Automation, Central South University, China","institution_ids":["https://openalex.org/I139660479"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040583251","display_name":"Shengxiang Yang","orcid":"https://orcid.org/0000-0001-7222-4917"},"institutions":[{"id":"https://openalex.org/I66943878","display_name":"De Montfort University","ror":"https://ror.org/0312pnr83","country_code":"GB","type":"education","lineage":["https://openalex.org/I66943878"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Shengxiang Yang","raw_affiliation_strings":["Centre for Computational Intelligence, School of Computer Science and Informatics, De Montfort University, Leicester, U.K","School of Computer Science and Informatics, Centre for Computational Intelligence, De Montfort University, Leicester, U.K"],"raw_orcid":"https://orcid.org/0000-0001-7222-4917","affiliations":[{"raw_affiliation_string":"Centre for Computational Intelligence, School of Computer Science and Informatics, De Montfort University, Leicester, U.K","institution_ids":["https://openalex.org/I66943878"]},{"raw_affiliation_string":"School of Computer Science and Informatics, Centre for Computational Intelligence, De Montfort University, Leicester, U.K","institution_ids":["https://openalex.org/I66943878"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088703951","display_name":"Gan Ruan","orcid":"https://orcid.org/0000-0002-9939-354X"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Gan Ruan","raw_affiliation_strings":["School of Data Science, Lingnan University, Hong Kong, SAR, China","School of Data Science, Lingnan University, Hong Kong, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Data Science, Lingnan University, Hong Kong, SAR, China","institution_ids":[]},{"raw_affiliation_string":"School of Data Science, Lingnan University, Hong Kong, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5038282273","display_name":"Yizhang Xia","orcid":"https://orcid.org/0009-0007-5377-0286"},"institutions":[{"id":"https://openalex.org/I121296143","display_name":"Hunan University of Science and Technology","ror":"https://ror.org/02m9vrb24","country_code":"CN","type":"education","lineage":["https://openalex.org/I121296143"]},{"id":"https://openalex.org/I4610292","display_name":"Xiangtan University","ror":"https://ror.org/00xsfaz62","country_code":"CN","type":"education","lineage":["https://openalex.org/I4610292"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yizhang Xia","raw_affiliation_strings":["Hunan Engineering Research Center of Intelligent System Optimization and Security, Xiangtan University, Xiangtan, Hunan, China","Hunan Key Laboratory of Computational Intelligence, Xiangtan University, Xiangtan, China"],"raw_orcid":"https://orcid.org/0009-0007-5377-0286","affiliations":[{"raw_affiliation_string":"Hunan Engineering Research Center of Intelligent System Optimization and Security, Xiangtan University, Xiangtan, Hunan, China","institution_ids":["https://openalex.org/I4610292","https://openalex.org/I121296143"]},{"raw_affiliation_string":"Hunan Key Laboratory of Computational Intelligence, Xiangtan University, Xiangtan, China","institution_ids":["https://openalex.org/I4610292"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5040607886","display_name":"Yuan Liu","orcid":"https://orcid.org/0000-0002-2576-7836"},"institutions":[{"id":"https://openalex.org/I121296143","display_name":"Hunan University of Science and Technology","ror":"https://ror.org/02m9vrb24","country_code":"CN","type":"education","lineage":["https://openalex.org/I121296143"]},{"id":"https://openalex.org/I4610292","display_name":"Xiangtan University","ror":"https://ror.org/00xsfaz62","country_code":"CN","type":"education","lineage":["https://openalex.org/I4610292"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuan Liu","raw_affiliation_strings":["Hunan Engineering Research Center of Intelligent System Optimization and Security, Xiangtan University, Xiangtan, Hunan, China","Hunan Key Laboratory of Computational Intelligence, Xiangtan University, Xiangtan, China"],"raw_orcid":"https://orcid.org/0000-0002-2576-7836","affiliations":[{"raw_affiliation_string":"Hunan Engineering Research Center of Intelligent System Optimization and Security, Xiangtan University, Xiangtan, Hunan, China","institution_ids":["https://openalex.org/I4610292","https://openalex.org/I121296143"]},{"raw_affiliation_string":"Hunan Key Laboratory of Computational Intelligence, Xiangtan University, Xiangtan, China","institution_ids":["https://openalex.org/I4610292"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":12.3953,"has_fulltext":false,"cited_by_count":14,"citation_normalized_percentile":{"value":0.98755141,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"29","issue":"5","first_page":"1517","last_page":"1530"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10848","display_name":"Advanced Multi-Objective Optimization Algorithms","score":0.8366000056266785,"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":0.8366000056266785,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.573635458946228},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.39894258975982666},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3942066431045532},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.23712795972824097}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.573635458946228},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.39894258975982666},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3942066431045532},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.23712795972824097}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tevc.2025.3566481","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tevc.2025.3566481","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/G2445723172","display_name":null,"funder_award_id":"62302425","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3438010965","display_name":null,"funder_award_id":"62376288","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G507998565","display_name":null,"funder_award_id":"23C0046","funder_id":"https://openalex.org/F4320311213","funder_display_name":"Education Department of Hunan Province"},{"id":"https://openalex.org/G6169020950","display_name":null,"funder_award_id":"62276224","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6212527438","display_name":null,"funder_award_id":"CX20230552","funder_id":"https://openalex.org/F4320326217","funder_display_name":"Hunan Provincial Innovation Foundation for Postgraduate"},{"id":"https://openalex.org/G7300746257","display_name":null,"funder_award_id":"23B0151","funder_id":"https://openalex.org/F4320311213","funder_display_name":"Education Department of Hunan Province"},{"id":"https://openalex.org/G7856646353","display_name":null,"funder_award_id":"2022JJ40452","funder_id":"https://openalex.org/F4320322843","funder_display_name":"Natural Science Foundation of\u00a0Hunan Province"}],"funders":[{"id":"https://openalex.org/F4320311213","display_name":"Education Department of Hunan Province","ror":"https://ror.org/05ckg3w11"},{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320322843","display_name":"Natural Science Foundation of\u00a0Hunan Province","ror":null},{"id":"https://openalex.org/F4320326217","display_name":"Hunan Provincial Innovation Foundation for Postgraduate","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":73,"referenced_works":["https://openalex.org/W1574490530","https://openalex.org/W1968173975","https://openalex.org/W2025768430","https://openalex.org/W2096166399","https://openalex.org/W2098116891","https://openalex.org/W2115403315","https://openalex.org/W2122838776","https://openalex.org/W2126105956","https://openalex.org/W2138019504","https://openalex.org/W2140886193","https://openalex.org/W2142844925","https://openalex.org/W2143381319","https://openalex.org/W2147573707","https://openalex.org/W2154986869","https://openalex.org/W2172164221","https://openalex.org/W2329664094","https://openalex.org/W2343489328","https://openalex.org/W2344134522","https://openalex.org/W2344388199","https://openalex.org/W2510621697","https://openalex.org/W2563621803","https://openalex.org/W2583496274","https://openalex.org/W2595502370","https://openalex.org/W2598286865","https://openalex.org/W2612032753","https://openalex.org/W2764251381","https://openalex.org/W2770645414","https://openalex.org/W2773474358","https://openalex.org/W2888985868","https://openalex.org/W2906967888","https://openalex.org/W2915016429","https://openalex.org/W2949979053","https://openalex.org/W2954266122","https://openalex.org/W2955296263","https://openalex.org/W2963014601","https://openalex.org/W2964658122","https://openalex.org/W2997546679","https://openalex.org/W3008483431","https://openalex.org/W3020501787","https://openalex.org/W3084357507","https://openalex.org/W3087474410","https://openalex.org/W3091083611","https://openalex.org/W3120732119","https://openalex.org/W3136958253","https://openalex.org/W3140896618","https://openalex.org/W3173528036","https://openalex.org/W3216331645","https://openalex.org/W4221135157","https://openalex.org/W4281643162","https://openalex.org/W4281917286","https://openalex.org/W4292485418","https://openalex.org/W4300672471","https://openalex.org/W4312327539","https://openalex.org/W4313291093","https://openalex.org/W4320473947","https://openalex.org/W4323644246","https://openalex.org/W4327522152","https://openalex.org/W4362600622","https://openalex.org/W4362606257","https://openalex.org/W4366680618","https://openalex.org/W4381983181","https://openalex.org/W4383960493","https://openalex.org/W4385338567","https://openalex.org/W4386025864","https://openalex.org/W4386424426","https://openalex.org/W4387917770","https://openalex.org/W4389352426","https://openalex.org/W4389704887","https://openalex.org/W4392825793","https://openalex.org/W4395096433","https://openalex.org/W4399690475","https://openalex.org/W4400078663","https://openalex.org/W4400348495"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"Most":[0],"existing":[1],"dynamic":[2,12],"multi-objective":[3,13],"evolutionary":[4],"algorithms":[5],"(DMOEAs)":[6],"have":[7],"been":[8,38],"designed":[9,110],"to":[10,72,111,122,144],"handle":[11],"optimization":[14],"problems":[15,164],"(DMOPs)":[16],"with":[17,99,149,157,165],"regular":[18],"environmental":[19,27],"changes.":[20,74,101,151,167],"However,":[21],"they":[22],"often":[23],"overlook":[24],"scenarios":[25],"where":[26],"changes":[28,138],"are":[29],"irregular":[30,73,100,137,150,166],"and":[31,181],"less":[32],"predictable.":[33],"Recently,":[34],"knowledge":[35,55,84,114],"transfer":[36,50,85],"has":[37],"proposed":[39,153,175],"as":[40,94],"a":[41,82,89,132,183],"novel":[42,83],"paradigm":[43],"for":[44,96,127,135],"solving":[45,97],"DMOPs.":[46],"Despite":[47],"this,":[48],"most":[49,178],"strategies":[51],"only":[52],"consider":[53],"transferring":[54],"obtained":[56],"from":[57],"the":[58,113,128,146,171],"previous":[59],"environment":[60],"while":[61],"ignoring":[62],"significant":[63],"differences":[64],"that":[65],"may":[66],"exist":[67],"between":[68],"adjacent":[69],"environments":[70],"due":[71],"To":[75],"address":[76],"these":[77],"issues,":[78],"this":[79],"paper":[80],"proposes":[81],"strategy":[86],"based":[87],"on":[88,161],"Gaussian":[90,106],"mixture":[91,107],"model":[92,108],"(denoted":[93],"KTMM)":[95],"DMOPs":[98],"In":[102],"particular,":[103],"an":[104,124],"adaptive":[105],"is":[109,119,139,155],"capture":[112],"of":[115,173],"historical":[116],"environments,":[117],"which":[118],"then":[120],"transferred":[121],"generate":[123],"initial":[125],"population":[126],"new":[129,133],"environment.":[130],"Additionally,":[131],"method":[134,176],"controlling":[136],"introduced":[140],"into":[141],"widely-used":[142],"benchmarks":[143],"form":[145],"DMOP":[147],"benchmark":[148,163],"Our":[152],"KTMM":[154],"compared":[156],"six":[158],"state-of-the-art":[159],"DMOEAs":[160],"several":[162],"Experimental":[168],"results":[169],"demonstrate":[170],"superiority":[172],"our":[174],"in":[177,182],"test":[179],"instances":[180],"real-world":[184],"problem.":[185]},"counts_by_year":[{"year":2026,"cited_by_count":6},{"year":2025,"cited_by_count":8}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
