{"id":"https://openalex.org/W4415063410","doi":"https://doi.org/10.1109/tcyb.2025.3614438","title":"Fuzzy Adaptive Multitask Optimization","display_name":"Fuzzy Adaptive Multitask Optimization","publication_year":2025,"publication_date":"2025-10-09","ids":{"openalex":"https://openalex.org/W4415063410","doi":"https://doi.org/10.1109/tcyb.2025.3614438","pmid":"https://pubmed.ncbi.nlm.nih.gov/41066293"},"language":"en","primary_location":{"id":"doi:10.1109/tcyb.2025.3614438","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcyb.2025.3614438","pdf_url":null,"source":{"id":"https://openalex.org/S4210191041","display_name":"IEEE Transactions on Cybernetics","issn_l":"2168-2267","issn":["2168-2267","2168-2275"],"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 Cybernetics","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"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/A5100603934","display_name":"Changlong Wang","orcid":"https://orcid.org/0000-0001-9710-812X"},"institutions":[{"id":"https://openalex.org/I37987034","display_name":"Guangzhou University","ror":"https://ror.org/05ar8rn06","country_code":"CN","type":"education","lineage":["https://openalex.org/I37987034"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chang-Long Wang","raw_affiliation_strings":["School of Computer Science and Cyber Engineering, Guangzhou University, Guangzhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Cyber Engineering, Guangzhou University, Guangzhou, China","institution_ids":["https://openalex.org/I37987034"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101849635","display_name":"Zijia Wang","orcid":"https://orcid.org/0000-0002-2594-0934"},"institutions":[{"id":"https://openalex.org/I37987034","display_name":"Guangzhou University","ror":"https://ror.org/05ar8rn06","country_code":"CN","type":"education","lineage":["https://openalex.org/I37987034"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zi-Jia Wang","raw_affiliation_strings":["School of Computer Science and Cyber Engineering, Guangzhou University, Guangzhou, China"],"raw_orcid":"https://orcid.org/0000-0002-2594-0934","affiliations":[{"raw_affiliation_string":"School of Computer Science and Cyber Engineering, Guangzhou University, Guangzhou, China","institution_ids":["https://openalex.org/I37987034"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5109798543","display_name":"Zhao-Feng Xue","orcid":null},"institutions":[{"id":"https://openalex.org/I37987034","display_name":"Guangzhou University","ror":"https://ror.org/05ar8rn06","country_code":"CN","type":"education","lineage":["https://openalex.org/I37987034"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhao-Feng Xue","raw_affiliation_strings":["School of Computer Science and Cyber Engineering, Guangzhou University, Guangzhou, China"],"raw_orcid":"https://orcid.org/0009-0008-9423-0638","affiliations":[{"raw_affiliation_string":"School of Computer Science and Cyber Engineering, Guangzhou University, Guangzhou, China","institution_ids":["https://openalex.org/I37987034"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011145004","display_name":"Zhi\u2010Hui Zhan","orcid":"https://orcid.org/0000-0003-0862-0514"},"institutions":[{"id":"https://openalex.org/I205237279","display_name":"Nankai University","ror":"https://ror.org/01y1kjr75","country_code":"CN","type":"education","lineage":["https://openalex.org/I205237279"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhi-Hui Zhan","raw_affiliation_strings":["College of Artificial Intelligence, Nankai University, Tianjin, China"],"raw_orcid":"https://orcid.org/0000-0003-0862-0514","affiliations":[{"raw_affiliation_string":"College of Artificial Intelligence, Nankai University, Tianjin, China","institution_ids":["https://openalex.org/I205237279"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008386708","display_name":"Sam Kwong","orcid":"https://orcid.org/0000-0001-7484-7261"},"institutions":[{"id":"https://openalex.org/I165488957","display_name":"Lingnan University","ror":"https://ror.org/0563pg902","country_code":"HK","type":"education","lineage":["https://openalex.org/I165488957"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Sam Kwong","raw_affiliation_strings":["Department of Data Science, Lingnan University, Tuen Mun, Hong Kong"],"raw_orcid":"https://orcid.org/0000-0001-7484-7261","affiliations":[{"raw_affiliation_string":"Department of Data Science, Lingnan University, Tuen Mun, Hong Kong","institution_ids":["https://openalex.org/I165488957"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5108033203","display_name":"Jun Zhang","orcid":"https://orcid.org/0000-0001-7835-9871"},"institutions":[{"id":"https://openalex.org/I205237279","display_name":"Nankai University","ror":"https://ror.org/01y1kjr75","country_code":"CN","type":"education","lineage":["https://openalex.org/I205237279"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jun Zhang","raw_affiliation_strings":["Nankai University, Tianjin, China"],"raw_orcid":"https://orcid.org/0000-0001-7835-9871","affiliations":[{"raw_affiliation_string":"Nankai University, Tianjin, China","institution_ids":["https://openalex.org/I205237279"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.3228,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.56839483,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":97},"biblio":{"volume":"56","issue":"1","first_page":"107","last_page":"121"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11409","display_name":"Advanced Wireless Network Optimization","score":0.8978000283241272,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11409","display_name":"Advanced Wireless Network Optimization","score":0.8978000283241272,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10100","display_name":"Metaheuristic Optimization Algorithms Research","score":0.8205999732017517,"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/T10575","display_name":"Wireless Communication Networks Research","score":0.7735999822616577,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/fuzzy-logic","display_name":"Fuzzy logic","score":0.6216999888420105},{"id":"https://openalex.org/keywords/adaptability","display_name":"Adaptability","score":0.5530999898910522},{"id":"https://openalex.org/keywords/human-multitasking","display_name":"Human multitasking","score":0.49239999055862427},{"id":"https://openalex.org/keywords/fuzzy-control-system","display_name":"Fuzzy control system","score":0.4657999873161316},{"id":"https://openalex.org/keywords/scalability","display_name":"Scalability","score":0.45410001277923584},{"id":"https://openalex.org/keywords/evolutionary-algorithm","display_name":"Evolutionary algorithm","score":0.38999998569488525},{"id":"https://openalex.org/keywords/flexibility","display_name":"Flexibility (engineering)","score":0.38339999318122864},{"id":"https://openalex.org/keywords/evolutionary-computation","display_name":"Evolutionary computation","score":0.37630000710487366}],"concepts":[{"id":"https://openalex.org/C58166","wikidata":"https://www.wikidata.org/wiki/Q224821","display_name":"Fuzzy logic","level":2,"score":0.6216999888420105},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6036999821662903},{"id":"https://openalex.org/C177606310","wikidata":"https://www.wikidata.org/wiki/Q5674297","display_name":"Adaptability","level":2,"score":0.5530999898910522},{"id":"https://openalex.org/C107418235","wikidata":"https://www.wikidata.org/wiki/Q1520565","display_name":"Human multitasking","level":2,"score":0.49239999055862427},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.48010000586509705},{"id":"https://openalex.org/C195975749","wikidata":"https://www.wikidata.org/wiki/Q1475705","display_name":"Fuzzy control system","level":3,"score":0.4657999873161316},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.45410001277923584},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.40709999203681946},{"id":"https://openalex.org/C159149176","wikidata":"https://www.wikidata.org/wiki/Q14489129","display_name":"Evolutionary algorithm","level":2,"score":0.38999998569488525},{"id":"https://openalex.org/C2780598303","wikidata":"https://www.wikidata.org/wiki/Q65921492","display_name":"Flexibility (engineering)","level":2,"score":0.38339999318122864},{"id":"https://openalex.org/C105902424","wikidata":"https://www.wikidata.org/wiki/Q1197129","display_name":"Evolutionary computation","level":2,"score":0.37630000710487366},{"id":"https://openalex.org/C137836250","wikidata":"https://www.wikidata.org/wiki/Q984063","display_name":"Optimization problem","level":2,"score":0.3434999883174896},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.32190001010894775},{"id":"https://openalex.org/C207002847","wikidata":"https://www.wikidata.org/wiki/Q2912857","display_name":"Evolution strategy","level":3,"score":0.31029999256134033},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.30820000171661377},{"id":"https://openalex.org/C17020691","wikidata":"https://www.wikidata.org/wiki/Q139677","display_name":"Operator (biology)","level":5,"score":0.28679999709129333},{"id":"https://openalex.org/C52970973","wikidata":"https://www.wikidata.org/wiki/Q2497134","display_name":"Adaptive system","level":2,"score":0.2822999954223633},{"id":"https://openalex.org/C42011625","wikidata":"https://www.wikidata.org/wiki/Q1055058","display_name":"Fuzzy set","level":3,"score":0.27619999647140503},{"id":"https://openalex.org/C107464732","wikidata":"https://www.wikidata.org/wiki/Q235781","display_name":"Adaptive control","level":3,"score":0.26170000433921814},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.2596000134944916}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/tcyb.2025.3614438","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcyb.2025.3614438","pdf_url":null,"source":{"id":"https://openalex.org/S4210191041","display_name":"IEEE Transactions on Cybernetics","issn_l":"2168-2267","issn":["2168-2267","2168-2275"],"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 Cybernetics","raw_type":"journal-article"},{"id":"pmid:41066293","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/41066293","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE transactions on cybernetics","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G3055791380","display_name":null,"funder_award_id":"2025A1515010256","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G656876241","display_name":null,"funder_award_id":"2025A1515010256","funder_id":"https://openalex.org/F4320321921","funder_display_name":"Natural Science Foundation of Guangdong Province"}],"funders":[{"id":"https://openalex.org/F4320306076","display_name":"National Science Foundation","ror":"https://ror.org/021nxhr62"},{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320321921","display_name":"Natural Science Foundation of Guangdong Province","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":48,"referenced_works":["https://openalex.org/W1969803830","https://openalex.org/W2103862045","https://openalex.org/W2131202986","https://openalex.org/W2143245714","https://openalex.org/W2410677328","https://openalex.org/W2413527939","https://openalex.org/W2579361096","https://openalex.org/W2581156000","https://openalex.org/W2727592975","https://openalex.org/W2730438699","https://openalex.org/W2734259173","https://openalex.org/W2776317535","https://openalex.org/W2810440851","https://openalex.org/W2884259684","https://openalex.org/W2898165977","https://openalex.org/W2904693359","https://openalex.org/W2921687288","https://openalex.org/W2923639984","https://openalex.org/W2939441004","https://openalex.org/W2948943518","https://openalex.org/W2998409228","https://openalex.org/W3001257018","https://openalex.org/W3008773008","https://openalex.org/W3010117582","https://openalex.org/W3048904406","https://openalex.org/W3083389730","https://openalex.org/W3084862617","https://openalex.org/W3085986313","https://openalex.org/W3101667383","https://openalex.org/W3111929660","https://openalex.org/W3124495982","https://openalex.org/W3138622452","https://openalex.org/W3152038424","https://openalex.org/W3196004889","https://openalex.org/W3203702773","https://openalex.org/W3216331645","https://openalex.org/W4226060744","https://openalex.org/W4226311111","https://openalex.org/W4285235201","https://openalex.org/W4285244731","https://openalex.org/W4310460665","https://openalex.org/W4312402790","https://openalex.org/W4376122113","https://openalex.org/W4377232665","https://openalex.org/W4379793453","https://openalex.org/W4388347843","https://openalex.org/W4393409624","https://openalex.org/W4399731790"],"related_works":[],"abstract_inverted_index":{"evolutionary":[0,53],"multitask":[1,101,213,225],"optimization":[2,34,102,194,240],"(EMTO)":[3],"aims":[4],"to":[5,24,91,115,152,182,222],"optimize":[6],"multiple":[7,74,158],"tasks":[8,30],"simultaneously.":[9],"In":[10,144,169],"recent":[11],"years,":[12],"various":[13],"EMTO":[14,208],"algorithms":[15,209],"based":[16],"on":[17,210,238],"knowledge":[18,83],"transfer":[19,109],"(KT)":[20],"have":[21],"been":[22],"developed":[23,178],"utilize":[25],"the":[26,33,36,45,58,69,81,117,121,135,139,147,154,162,184,235,244],"information":[27],"from":[28,131],"other":[29,206],"and":[31,50,66,138,165,216],"promote":[32],"of":[35,41,120,141,246],"current":[37],"task.":[38],"However,":[39],"most":[40],"them":[42],"often":[43],"use":[44],"fixed":[46],"KT":[47,114,129],"probability":[48],"(ktp)":[49],"a":[51,98,106,125,223],"single":[52],"search":[54],"operator":[55],"(ESO)":[56],"during":[57],"evolution":[59],"process,":[60],"which":[61,87,104],"lacks":[62],"an":[63,171],"adaption":[64],"mechanism":[65],"cannot":[67],"meet":[68],"different":[70],"searching":[71],"requirements":[72],"among":[73,157],"tasks.":[75],"Fuzzy":[76],"system":[77],"can":[78],"effectively":[79],"express":[80],"qualitative":[82],"with":[84],"unclear":[85],"boundaries,":[86],"has":[88],"good":[89],"adaptability":[90],"nonindependent":[92],"EMTO.":[93],"Therefore,":[94],"this":[95],"article":[96],"proposes":[97],"fuzzy":[99,107,148,191],"adaptive":[100,108,118,166,192],"(FAMTO),":[103],"employs":[105],"(FAT)":[110],"strategy":[111,176],"for":[112,179,187],"intertask":[113],"achieve":[116],"adjustment":[119],"ktp":[122,167],"by":[123],"designing":[124],"comprehensive":[126],"evaluation":[127],"in":[128,190],"performance":[130,204],"two":[132,211],"aspects,":[133],"including":[134],"survival":[136],"rate":[137],"quality":[140],"transferred":[142],"offspring.":[143],"FAT":[145],"strategy,":[146],"logical":[149],"is":[150,177,220],"employed":[151],"handle":[153],"interdependent":[155],"relationships":[156],"indicators,":[159],"further":[160],"achieving":[161],"more":[163],"robust":[164],"adjustment.":[168],"addition,":[170],"individual-based":[172],"random":[173],"selection":[174],"(IRS)":[175],"each":[180],"individual":[181],"choose":[183],"suitable":[185],"ESO":[186],"intratask":[188],"self-evolution":[189],"multitasking":[193],"(FAMTO).":[195],"Experimental":[196],"results":[197],"show":[198],"that":[199],"FAMTO":[200,219],"achieves":[201],"significantly":[202],"better":[203],"than":[205],"state-of-the-art":[207],"well-known":[212],"benchmarks,":[214],"CEC17":[215],"CEC22.":[217],"Furthermore,":[218],"applied":[221],"real-world":[224],"planar":[226],"kinematic":[227],"arm":[228],"control":[229],"application,":[230],"demonstrating":[231],"its":[232],"applicability.":[233],"Finally,":[234],"extended":[236],"experiments":[237],"many-task":[239],"problems":[241],"(MaTOPs)":[242],"illustrate":[243],"scalability":[245],"FAMTO.":[247]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-07-18T07:39:51.176621","created_date":"2025-10-11T00:00:00"}
