{"id":"https://openalex.org/W4411600993","doi":"https://doi.org/10.1109/cec65147.2025.11042956","title":"An Enhanced Search Direction-Based Knowledge Transfer for Multiobjective Many-Tasking Evolutionary Optimization","display_name":"An Enhanced Search Direction-Based Knowledge Transfer for Multiobjective Many-Tasking Evolutionary Optimization","publication_year":2025,"publication_date":"2025-06-08","ids":{"openalex":"https://openalex.org/W4411600993","doi":"https://doi.org/10.1109/cec65147.2025.11042956"},"language":"en","primary_location":{"id":"doi:10.1109/cec65147.2025.11042956","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cec65147.2025.11042956","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE Congress on Evolutionary Computation (CEC)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5074166870","display_name":"Lin Wu","orcid":"https://orcid.org/0000-0002-2271-7673"},"institutions":[{"id":"https://openalex.org/I180726961","display_name":"Shenzhen University","ror":"https://ror.org/01vy4gh70","country_code":"CN","type":"education","lineage":["https://openalex.org/I180726961"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wu Lin","raw_affiliation_strings":["Shenzhen University,College of Computer Science and Software Engineering,Shenzhen,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Shenzhen University,College of Computer Science and Software Engineering,Shenzhen,China","institution_ids":["https://openalex.org/I180726961"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037871091","display_name":"Songbai Liu","orcid":"https://orcid.org/0000-0003-1048-4486"},"institutions":[{"id":"https://openalex.org/I180726961","display_name":"Shenzhen University","ror":"https://ror.org/01vy4gh70","country_code":"CN","type":"education","lineage":["https://openalex.org/I180726961"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Songbai Liu","raw_affiliation_strings":["Shenzhen University,College of Computer Science and Software Engineering,Shenzhen,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Shenzhen University,College of Computer Science and Software Engineering,Shenzhen,China","institution_ids":["https://openalex.org/I180726961"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020773800","display_name":"Qingling Zhu","orcid":null},"institutions":[{"id":"https://openalex.org/I180726961","display_name":"Shenzhen University","ror":"https://ror.org/01vy4gh70","country_code":"CN","type":"education","lineage":["https://openalex.org/I180726961"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qingling Zhu","raw_affiliation_strings":["Shenzhen University,School of Artificial Intelligence,Shenzhen,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Shenzhen University,School of Artificial Intelligence,Shenzhen,China","institution_ids":["https://openalex.org/I180726961"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5066935890","display_name":"Qiuzhen Lin","orcid":"https://orcid.org/0000-0003-2415-0401"},"institutions":[{"id":"https://openalex.org/I180726961","display_name":"Shenzhen University","ror":"https://ror.org/01vy4gh70","country_code":"CN","type":"education","lineage":["https://openalex.org/I180726961"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qiuzhen Lin","raw_affiliation_strings":["Shenzhen University,College of Computer Science and Software Engineering,Shenzhen,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Shenzhen University,College of Computer Science and Software Engineering,Shenzhen,China","institution_ids":["https://openalex.org/I180726961"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I180726961"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"4"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10848","display_name":"Advanced Multi-Objective Optimization Algorithms","score":0.8949999809265137,"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":0.8949999809265137,"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":0.6933857202529907},{"id":"https://openalex.org/keywords/multi-objective-optimization","display_name":"Multi-objective optimization","score":0.5180104374885559},{"id":"https://openalex.org/keywords/evolutionary-computation","display_name":"Evolutionary computation","score":0.5034379363059998},{"id":"https://openalex.org/keywords/evolutionary-algorithm","display_name":"Evolutionary algorithm","score":0.49357521533966064},{"id":"https://openalex.org/keywords/human-multitasking","display_name":"Human multitasking","score":0.4375301003456116},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.34307754039764404},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.31008464097976685},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.14664572477340698},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.12465068697929382},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.11230751872062683},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.08816942572593689}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6933857202529907},{"id":"https://openalex.org/C68781425","wikidata":"https://www.wikidata.org/wiki/Q2052203","display_name":"Multi-objective optimization","level":2,"score":0.5180104374885559},{"id":"https://openalex.org/C105902424","wikidata":"https://www.wikidata.org/wiki/Q1197129","display_name":"Evolutionary computation","level":2,"score":0.5034379363059998},{"id":"https://openalex.org/C159149176","wikidata":"https://www.wikidata.org/wiki/Q14489129","display_name":"Evolutionary algorithm","level":2,"score":0.49357521533966064},{"id":"https://openalex.org/C107418235","wikidata":"https://www.wikidata.org/wiki/Q1520565","display_name":"Human multitasking","level":2,"score":0.4375301003456116},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.34307754039764404},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.31008464097976685},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.14664572477340698},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.12465068697929382},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.11230751872062683},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.08816942572593689}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/cec65147.2025.11042956","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cec65147.2025.11042956","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE Congress on Evolutionary Computation (CEC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"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":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":25,"referenced_works":["https://openalex.org/W2006982701","https://openalex.org/W2019437468","https://openalex.org/W2098907614","https://openalex.org/W2126105956","https://openalex.org/W2143381319","https://openalex.org/W2147573707","https://openalex.org/W2413527939","https://openalex.org/W2810440851","https://openalex.org/W2967671868","https://openalex.org/W3010117582","https://openalex.org/W3019361465","https://openalex.org/W3043065261","https://openalex.org/W3046910774","https://openalex.org/W3111929660","https://openalex.org/W3120732119","https://openalex.org/W3134282981","https://openalex.org/W3192322776","https://openalex.org/W4226466736","https://openalex.org/W4322706826","https://openalex.org/W4328007163","https://openalex.org/W4385488888","https://openalex.org/W4389352426","https://openalex.org/W4400412339","https://openalex.org/W4401110333","https://openalex.org/W4402811201"],"related_works":["https://openalex.org/W4294811653","https://openalex.org/W4318426920","https://openalex.org/W2055791821","https://openalex.org/W2751605210","https://openalex.org/W4297582752","https://openalex.org/W4285805405","https://openalex.org/W2977596624","https://openalex.org/W2162013778","https://openalex.org/W2145877535","https://openalex.org/W2153873031"],"abstract_inverted_index":{"This":[0],"paper":[1],"proposes":[2],"a":[3,96],"multiobjective":[4,99],"many-tasking":[5,100],"evolutionary":[6,33],"algorithm":[7],"with":[8],"enhanced":[9,83],"search":[10,17,34,38,84],"direction-based":[11],"knowledge":[12,87],"transfer":[13],"(MMaTEA-ESD).":[14],"Specifically,":[15],"the":[16,28,32,37,41,52,70,74,82,105],"directions":[18,56,77],"for":[19,86],"all":[20],"tasks":[21,60],"are":[22,61,78],"first":[23],"dynamically":[24],"computed":[25],"based":[26],"on":[27,95],"populations":[29],"obtained":[30],"during":[31],"process.":[35],"Subsequently,":[36],"direction":[39,85],"of":[40,69,108],"target":[42,71],"task":[43],"is":[44],"divided":[45],"into":[46],"multiple":[47],"subsearch":[48,55,76],"directions.":[49],"After":[50],"that,":[51],"most":[53],"similar":[54],"from":[57],"candidate":[58],"source":[59],"identified":[62],"by":[63],"measuring":[64],"their":[65],"similarity":[66],"to":[67,80],"those":[68],"task.":[72],"Finally,":[73],"selected":[75],"combined":[79],"form":[81],"transfer,":[88],"effectively":[89],"mitigating":[90],"negative":[91],"transfer.":[92],"Numerical":[93],"results":[94],"widely":[97],"used":[98],"benchmark":[101],"test":[102],"suite":[103],"demonstrate":[104],"competitive":[106],"performance":[107],"MMaTEA-ESD":[109],"over":[110],"some":[111],"state-of-the-art":[112],"algorithms.":[113]},"counts_by_year":[],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}