{"id":"https://openalex.org/W7134917679","doi":"https://doi.org/10.1109/tsmc.2026.3669395","title":"Multiknowledge Adaptive Transfer Framework and Auxiliary Value Assessment Strategy for Constrained Multiobjective Optimization","display_name":"Multiknowledge Adaptive Transfer Framework and Auxiliary Value Assessment Strategy for Constrained Multiobjective Optimization","publication_year":2026,"publication_date":"2026-03-10","ids":{"openalex":"https://openalex.org/W7134917679","doi":"https://doi.org/10.1109/tsmc.2026.3669395"},"language":null,"primary_location":{"id":"doi:10.1109/tsmc.2026.3669395","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tsmc.2026.3669395","pdf_url":null,"source":{"id":"https://openalex.org/S4210209078","display_name":"IEEE Transactions on Systems Man and Cybernetics Systems","issn_l":"2168-2216","issn":["2168-2216","2168-2232"],"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 Systems, Man, and Cybernetics: Systems","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/A5108705884","display_name":"Xiaochuan Gao","orcid":"https://orcid.org/0009-0005-3505-3772"},"institutions":[{"id":"https://openalex.org/I89652312","display_name":"Northwest A&F University","ror":"https://ror.org/0051rme32","country_code":"CN","type":"education","lineage":["https://openalex.org/I89652312"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaochuan Gao","raw_affiliation_strings":["College of Science, Northwest A&#x0026;F University, Yangling, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Science, Northwest A&#x0026;F University, Yangling, China","institution_ids":["https://openalex.org/I89652312"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002722983","display_name":"Qianlong Dang","orcid":"https://orcid.org/0000-0001-9295-1361"},"institutions":[{"id":"https://openalex.org/I89652312","display_name":"Northwest A&F University","ror":"https://ror.org/0051rme32","country_code":"CN","type":"education","lineage":["https://openalex.org/I89652312"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qianlong Dang","raw_affiliation_strings":["College of Science, Northwest A&#x0026;F University, Yangling, China"],"raw_orcid":"https://orcid.org/0000-0001-9295-1361","affiliations":[{"raw_affiliation_string":"College of Science, Northwest A&#x0026;F University, Yangling, China","institution_ids":["https://openalex.org/I89652312"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113737209","display_name":"Xinyu Feng","orcid":"https://orcid.org/0009-0002-1569-8483"},"institutions":[{"id":"https://openalex.org/I89652312","display_name":"Northwest A&F University","ror":"https://ror.org/0051rme32","country_code":"CN","type":"education","lineage":["https://openalex.org/I89652312"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xinyu Feng","raw_affiliation_strings":["College of Science, Northwest A&#x0026;F University, Yangling, China"],"raw_orcid":"https://orcid.org/0009-0002-1569-8483","affiliations":[{"raw_affiliation_string":"College of Science, Northwest A&#x0026;F University, Yangling, China","institution_ids":["https://openalex.org/I89652312"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5128745215","display_name":"Xiaofang Li","orcid":null},"institutions":[{"id":"https://openalex.org/I89652312","display_name":"Northwest A&F University","ror":"https://ror.org/0051rme32","country_code":"CN","type":"education","lineage":["https://openalex.org/I89652312"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaofang Li","raw_affiliation_strings":["College of Science, Northwest A&#x0026;F University, Yangling, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Science, Northwest A&#x0026;F University, Yangling, China","institution_ids":["https://openalex.org/I89652312"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5042399424","display_name":"Qiqi Liu","orcid":"https://orcid.org/0000-0003-1587-5515"},"institutions":[{"id":"https://openalex.org/I3133055985","display_name":"Westlake University","ror":"https://ror.org/05hfa4n20","country_code":"CN","type":"education","lineage":["https://openalex.org/I3133055985"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qiqi Liu","raw_affiliation_strings":["Trustworthy and General AI Laboratory, School of Engineering, Westlake University, Hangzhou, China"],"raw_orcid":"https://orcid.org/0000-0003-1587-5515","affiliations":[{"raw_affiliation_string":"Trustworthy and General AI Laboratory, School of Engineering, Westlake University, Hangzhou, China","institution_ids":["https://openalex.org/I3133055985"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5040618725","display_name":"Tao Zhan","orcid":"https://orcid.org/0000-0002-9283-4488"},"institutions":[{"id":"https://openalex.org/I89652312","display_name":"Northwest A&F University","ror":"https://ror.org/0051rme32","country_code":"CN","type":"education","lineage":["https://openalex.org/I89652312"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tao Zhan","raw_affiliation_strings":["College of Information Engineering, Northwest A&#x0026;F University, Yangling, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Information Engineering, Northwest A&#x0026;F University, Yangling, China","institution_ids":["https://openalex.org/I89652312"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":33.6231,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.99564799,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":"56","issue":"7","first_page":"4181","last_page":"4194"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10848","display_name":"Advanced Multi-Objective Optimization Algorithms","score":0.9876000285148621,"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":0.9876000285148621,"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":0.004600000102072954,"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/T11053","display_name":"Process Optimization and Integration","score":0.0010999999940395355,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems 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/population","display_name":"Population","score":0.5992000102996826},{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.5902000069618225},{"id":"https://openalex.org/keywords/multi-objective-optimization","display_name":"Multi-objective optimization","score":0.5486000180244446},{"id":"https://openalex.org/keywords/evolutionary-algorithm","display_name":"Evolutionary algorithm","score":0.4677000045776367},{"id":"https://openalex.org/keywords/constrained-optimization","display_name":"Constrained optimization","score":0.42590001225471497},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.423799991607666},{"id":"https://openalex.org/keywords/optimization-problem","display_name":"Optimization problem","score":0.3882000148296356}],"concepts":[{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.6890000104904175},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.621999979019165},{"id":"https://openalex.org/C2908647359","wikidata":"https://www.wikidata.org/wiki/Q2625603","display_name":"Population","level":2,"score":0.5992000102996826},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.5902000069618225},{"id":"https://openalex.org/C68781425","wikidata":"https://www.wikidata.org/wiki/Q2052203","display_name":"Multi-objective optimization","level":2,"score":0.5486000180244446},{"id":"https://openalex.org/C159149176","wikidata":"https://www.wikidata.org/wiki/Q14489129","display_name":"Evolutionary algorithm","level":2,"score":0.4677000045776367},{"id":"https://openalex.org/C55660270","wikidata":"https://www.wikidata.org/wiki/Q5164377","display_name":"Constrained optimization","level":2,"score":0.42590001225471497},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.423799991607666},{"id":"https://openalex.org/C137836250","wikidata":"https://www.wikidata.org/wiki/Q984063","display_name":"Optimization problem","level":2,"score":0.3882000148296356},{"id":"https://openalex.org/C105902424","wikidata":"https://www.wikidata.org/wiki/Q1197129","display_name":"Evolutionary computation","level":2,"score":0.3797999918460846},{"id":"https://openalex.org/C2778562939","wikidata":"https://www.wikidata.org/wiki/Q1298791","display_name":"Synchronization (alternating current)","level":3,"score":0.3497999906539917},{"id":"https://openalex.org/C2778770139","wikidata":"https://www.wikidata.org/wiki/Q1966904","display_name":"Solver","level":2,"score":0.33239999413490295},{"id":"https://openalex.org/C2776291640","wikidata":"https://www.wikidata.org/wiki/Q2912517","display_name":"Value (mathematics)","level":2,"score":0.33070001006126404},{"id":"https://openalex.org/C107418235","wikidata":"https://www.wikidata.org/wiki/Q1520565","display_name":"Human multitasking","level":2,"score":0.3160000145435333},{"id":"https://openalex.org/C192209626","wikidata":"https://www.wikidata.org/wiki/Q190909","display_name":"Focus (optics)","level":2,"score":0.3041999936103821},{"id":"https://openalex.org/C207002847","wikidata":"https://www.wikidata.org/wiki/Q2912857","display_name":"Evolution strategy","level":3,"score":0.2671000063419342},{"id":"https://openalex.org/C204323151","wikidata":"https://www.wikidata.org/wiki/Q905424","display_name":"Range (aeronautics)","level":2,"score":0.2565999925136566}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tsmc.2026.3669395","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tsmc.2026.3669395","pdf_url":null,"source":{"id":"https://openalex.org/S4210209078","display_name":"IEEE Transactions on Systems Man and Cybernetics Systems","issn_l":"2168-2216","issn":["2168-2216","2168-2232"],"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 Systems, Man, and Cybernetics: Systems","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Peace, Justice and strong institutions","score":0.6828675866127014,"id":"https://metadata.un.org/sdg/16"}],"awards":[{"id":"https://openalex.org/G3068750167","display_name":null,"funder_award_id":"2024M762632","funder_id":"https://openalex.org/F4320321543","funder_display_name":"China Postdoctoral Science Foundation"},{"id":"https://openalex.org/G5403640459","display_name":null,"funder_award_id":"12501711","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G760827425","display_name":null,"funder_award_id":"2024R027","funder_id":"https://openalex.org/F4320329794","funder_display_name":"Social Science Foundation of Shaanxi Province"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320321543","display_name":"China Postdoctoral Science Foundation","ror":"https://ror.org/0426zh255"},{"id":"https://openalex.org/F4320329794","display_name":"Social Science Foundation of Shaanxi Province","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Constrained":[0],"multiobjective":[1,34,189],"optimization":[2,35,190],"problems":[3,199,205],"(CMOPs)":[4],"are":[5],"widely":[6],"present":[7],"in":[8,16,20,101],"the":[9,13,23,47,102,126,136,154,157,163,166,170,208],"real":[10],"world,":[11],"and":[12,28,105,139,200],"key":[14],"difficulty":[15],"solving":[17,43],"CMOPs":[18],"lies":[19],"effectively":[21,73,114],"handling":[22],"interplay":[24],"between":[25,77],"satisfying":[26],"constraints":[27],"optimizing":[29],"conflicting":[30],"objectives.":[31],"Many":[32],"constrained":[33,188],"evolutionary":[36,48,106],"algorithms":[37],"(CMOEAs)":[38],"have":[39,52],"been":[40],"proposed":[41,209],"for":[42,187],"CMOPs,":[44],"among":[45],"which":[46],"multitasking":[49],"(EMT)-based":[50],"CMOEAs":[51,60],"demonstrated":[53],"notable":[54],"performance.":[55],"However,":[56],"most":[57],"existing":[58],"EMT-based":[59,121],"focus":[61],"on":[62,81,174,195],"designing":[63],"reasonable":[64],"auxiliary":[65,127,145,158,167],"tasks":[66],"but":[67],"do":[68],"not":[69],"address":[70],"how":[71],"to":[72,119,124,131,135,152,169],"facilitate":[74],"knowledge":[75,100],"transfer":[76,90,185],"multiple":[78],"tasks.":[79],"Building":[80],"these":[82,175],"considerations,":[83],"this":[84,178],"article":[85,179],"proposes":[86],"a":[87,143,181],"multiknowledge":[88,183],"adaptive":[89,184],"framework":[91,186],"that":[92,207],"incorporates":[93],"two":[94,176],"novel":[95,182],"categories":[96],"of":[97,156,165],"knowledge:":[98],"synchronization":[99],"decision":[103],"space":[104],"direction":[107],"knowledge.":[108],"This":[109],"approach":[110],"can":[111],"learn":[112],"more":[113],"from":[115,129],"other":[116],"populations":[117],"compared":[118,214],"traditional":[120],"CMOEAs.":[122,219],"Moreover,":[123],"prevent":[125],"population":[128,138,159,168],"failing":[130],"provide":[132],"effective":[133],"value":[134,146,164],"main":[137,171],"wasting":[140],"computational":[141],"resources,":[142],"reward-based":[144],"assessment":[147],"strategy":[148],"is":[149,160],"proposed.":[150],"Whether":[151],"terminate":[153],"reproduction":[155],"evaluated":[161],"by":[162],"population.":[172],"Based":[173],"improvements,":[177],"introduces":[180],"(MKATCMO).":[191],"The":[192],"experimental":[193],"results":[194],"33":[196],"benchmark":[197],"test":[198],"28":[201],"practical":[202],"engineering":[203],"application":[204],"demonstrate":[206],"MKATCMO":[210],"has":[211],"excellent":[212],"performance":[213],"with":[215],"nine":[216],"state-of-the-art":[217],"(SOTA)":[218]},"counts_by_year":[{"year":2026,"cited_by_count":4}],"updated_date":"2026-07-23T08:03:31.855105","created_date":"2026-03-12T00:00:00"}
