{"id":"https://openalex.org/W4408609187","doi":"https://doi.org/10.1109/tcyb.2025.3548414","title":"A Subspace Search-Based Evolutionary Algorithm for Large-Scale Constrained Multiobjective Optimization and Application","display_name":"A Subspace Search-Based Evolutionary Algorithm for Large-Scale Constrained Multiobjective Optimization and Application","publication_year":2025,"publication_date":"2025-03-19","ids":{"openalex":"https://openalex.org/W4408609187","doi":"https://doi.org/10.1109/tcyb.2025.3548414","pmid":"https://pubmed.ncbi.nlm.nih.gov/40106244"},"language":"en","primary_location":{"id":"doi:10.1109/tcyb.2025.3548414","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcyb.2025.3548414","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/A5089231816","display_name":"Xuanxuan Ban","orcid":"https://orcid.org/0009-0000-0903-8951"},"institutions":[{"id":"https://openalex.org/I38877650","display_name":"Zhengzhou University","ror":"https://ror.org/04ypx8c21","country_code":"CN","type":"education","lineage":["https://openalex.org/I38877650"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xuanxuan Ban","raw_affiliation_strings":["School of Electrical and Information Engineering, Zhengzhou University, Zhengzhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electrical and Information Engineering, Zhengzhou University, Zhengzhou, China","institution_ids":["https://openalex.org/I38877650"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100676081","display_name":"Jing Liang","orcid":"https://orcid.org/0000-0003-0811-0223"},"institutions":[{"id":"https://openalex.org/I38877650","display_name":"Zhengzhou University","ror":"https://ror.org/04ypx8c21","country_code":"CN","type":"education","lineage":["https://openalex.org/I38877650"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jing Liang","raw_affiliation_strings":["School of Electrical and Information Engineering, Zhengzhou University, Zhengzhou, China"],"raw_orcid":"https://orcid.org/0000-0003-0811-0223","affiliations":[{"raw_affiliation_string":"School of Electrical and Information Engineering, Zhengzhou University, Zhengzhou, China","institution_ids":["https://openalex.org/I38877650"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5042789966","display_name":"Kunjie Yu","orcid":"https://orcid.org/0000-0001-9945-1976"},"institutions":[{"id":"https://openalex.org/I38877650","display_name":"Zhengzhou University","ror":"https://ror.org/04ypx8c21","country_code":"CN","type":"education","lineage":["https://openalex.org/I38877650"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Kunjie Yu","raw_affiliation_strings":["School of Electrical and Information Engineering, Zhengzhou University, Zhengzhou, China"],"raw_orcid":"https://orcid.org/0000-0001-9945-1976","affiliations":[{"raw_affiliation_string":"School of Electrical and Information Engineering, Zhengzhou University, Zhengzhou, China","institution_ids":["https://openalex.org/I38877650"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023816035","display_name":"Kangjia Qiao","orcid":"https://orcid.org/0000-0003-1713-7700"},"institutions":[{"id":"https://openalex.org/I38877650","display_name":"Zhengzhou University","ror":"https://ror.org/04ypx8c21","country_code":"CN","type":"education","lineage":["https://openalex.org/I38877650"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Kangjia Qiao","raw_affiliation_strings":["School of Electrical and Information Engineering, Zhengzhou University, Zhengzhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electrical and Information Engineering, Zhengzhou University, Zhengzhou, China","institution_ids":["https://openalex.org/I38877650"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5025626208","display_name":"Ponnuthurai Nagaratnam Suganthan","orcid":"https://orcid.org/0000-0003-0901-5105"},"institutions":[{"id":"https://openalex.org/I60342839","display_name":"Qatar University","ror":"https://ror.org/00yhnba62","country_code":"QA","type":"education","lineage":["https://openalex.org/I60342839"]}],"countries":["QA"],"is_corresponding":false,"raw_author_name":"Ponnuthurai Nagaratnam Suganthan","raw_affiliation_strings":["KINDI Center for Computing Research, College of Engineering, Qatar University, Doha, Qatar","College of Engineering, KINDI Center for Computing Research, Qatar University, Doha, Qatar"],"raw_orcid":"https://orcid.org/0000-0003-0901-5105","affiliations":[{"raw_affiliation_string":"KINDI Center for Computing Research, College of Engineering, Qatar University, Doha, Qatar","institution_ids":["https://openalex.org/I60342839"]},{"raw_affiliation_string":"College of Engineering, KINDI Center for Computing Research, Qatar University, Doha, Qatar","institution_ids":["https://openalex.org/I60342839"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5025640070","display_name":"Yaonan Wang","orcid":"https://orcid.org/0000-0002-0519-6458"},"institutions":[{"id":"https://openalex.org/I16609230","display_name":"Hunan University","ror":"https://ror.org/05htk5m33","country_code":"CN","type":"education","lineage":["https://openalex.org/I16609230"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yaonan Wang","raw_affiliation_strings":["School of Electrical and Information Engineering, Hunan University, Changsha, China"],"raw_orcid":"https://orcid.org/0000-0002-0519-6458","affiliations":[{"raw_affiliation_string":"School of Electrical and Information Engineering, Hunan University, Changsha, China","institution_ids":["https://openalex.org/I16609230"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":10.6246,"has_fulltext":false,"cited_by_count":12,"citation_normalized_percentile":{"value":0.98452262,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":100},"biblio":{"volume":"55","issue":"5","first_page":"2486","last_page":"2499"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10848","display_name":"Advanced Multi-Objective Optimization Algorithms","score":0.8894000053405762,"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":0.8894000053405762,"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/subspace-topology","display_name":"Subspace topology","score":0.6961588859558105},{"id":"https://openalex.org/keywords/scale","display_name":"Scale (ratio)","score":0.644065260887146},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.5761682391166687},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5201749801635742},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.45886561274528503},{"id":"https://openalex.org/keywords/evolutionary-algorithm","display_name":"Evolutionary algorithm","score":0.44572508335113525},{"id":"https://openalex.org/keywords/multi-objective-optimization","display_name":"Multi-objective optimization","score":0.4138960540294647},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.3350715935230255},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.2224993109703064}],"concepts":[{"id":"https://openalex.org/C32834561","wikidata":"https://www.wikidata.org/wiki/Q660730","display_name":"Subspace topology","level":2,"score":0.6961588859558105},{"id":"https://openalex.org/C2778755073","wikidata":"https://www.wikidata.org/wiki/Q10858537","display_name":"Scale (ratio)","level":2,"score":0.644065260887146},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.5761682391166687},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5201749801635742},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.45886561274528503},{"id":"https://openalex.org/C159149176","wikidata":"https://www.wikidata.org/wiki/Q14489129","display_name":"Evolutionary algorithm","level":2,"score":0.44572508335113525},{"id":"https://openalex.org/C68781425","wikidata":"https://www.wikidata.org/wiki/Q2052203","display_name":"Multi-objective optimization","level":2,"score":0.4138960540294647},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.3350715935230255},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2224993109703064},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/tcyb.2025.3548414","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcyb.2025.3548414","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:40106244","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/40106244","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/G1393395365","display_name":null,"funder_award_id":"62106230","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3962648450","display_name":null,"funder_award_id":"62476254","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5107126576","display_name":null,"funder_award_id":"U23A20340","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7604087335","display_name":null,"funder_award_id":"2022YFD2001200","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7719487381","display_name":null,"funder_award_id":"62176238","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"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":39,"referenced_works":["https://openalex.org/W1996020571","https://openalex.org/W2050967556","https://openalex.org/W2057057119","https://openalex.org/W2103862045","https://openalex.org/W2146713522","https://openalex.org/W2159779037","https://openalex.org/W2329749247","https://openalex.org/W2510493362","https://openalex.org/W2791738125","https://openalex.org/W2803896320","https://openalex.org/W2914106598","https://openalex.org/W2963371534","https://openalex.org/W2979619501","https://openalex.org/W3036925570","https://openalex.org/W3045883990","https://openalex.org/W3119755290","https://openalex.org/W3123270512","https://openalex.org/W3140707475","https://openalex.org/W3164463895","https://openalex.org/W3169726339","https://openalex.org/W3201929238","https://openalex.org/W3212122253","https://openalex.org/W3214147193","https://openalex.org/W4214941022","https://openalex.org/W4225634031","https://openalex.org/W4281788498","https://openalex.org/W4293093624","https://openalex.org/W4312246040","https://openalex.org/W4312801625","https://openalex.org/W4376108268","https://openalex.org/W4386698152","https://openalex.org/W4390660032","https://openalex.org/W4391939519","https://openalex.org/W4392380523","https://openalex.org/W4393034400","https://openalex.org/W4401732198","https://openalex.org/W4403150845","https://openalex.org/W4406457662","https://openalex.org/W6717764351"],"related_works":["https://openalex.org/W4318426920","https://openalex.org/W2055791821","https://openalex.org/W2751605210","https://openalex.org/W2977596624","https://openalex.org/W2162013778","https://openalex.org/W2145877535","https://openalex.org/W2153873031","https://openalex.org/W570431388","https://openalex.org/W2637862190","https://openalex.org/W2611723089"],"abstract_inverted_index":{"Large-scale":[0],"constrained":[1],"multiobjective":[2],"optimization":[3],"problems":[4,177],"(LSCMOPs)":[5],"exist":[6],"widely":[7],"in":[8,31,64,124,199],"science":[9],"and":[10,27,188],"technology.":[11],"LSCMOPs":[12],"pose":[13],"great":[14],"challenges":[15],"to":[16,19,22,57,62,68,78,82,96,117,121,153],"algorithms":[17],"due":[18],"the":[20,60,72,80,85,90,97,103,119,139,143,148,156,161,167,194],"need":[21],"optimize":[23],"multiple":[24,29],"conflicting":[25],"objectives":[26],"satisfy":[28],"constraints":[30],"a":[32,44,65,110,125,173],"large":[33],"search":[34,63,84,123],"space.":[35,88,163],"To":[36],"better":[37,159],"address":[38],"such":[39],"problems,":[40],"this":[41],"article":[42],"proposes":[43],"dynamic":[45],"subspace":[46,67,74,127,149],"search-based":[47],"evolutionary":[48],"algorithm":[49,169,196],"for":[50],"solving":[51,200],"LSCMOPs.":[52,201],"The":[53,164],"main":[54],"idea":[55],"is":[56,75,99,115,150,170,197],"initially":[58],"allow":[59],"population":[61,81,120,157],"low-dimensional":[66,126],"increase":[69],"convergence,":[70],"then":[71],"searched":[73],"gradually":[76,151],"expanded":[77,152],"encourage":[79,118],"further":[83],"full":[86],"decision":[87,94,105,130,180],"Specifically,":[89],"contribution":[91,134],"of":[92,129,146,166,175],"each":[93],"variable":[95,106],"evolution":[98],"first":[100],"calculated":[101],"using":[102],"proposed":[104,168,195],"analysis":[107],"method.":[108],"Then,":[109],"probability-based":[111],"offspring":[112],"generation":[113],"strategy":[114],"developed":[116],"preferentially":[122],"composed":[128],"variables":[131],"with":[132,178],"high":[133],"degrees,":[135],"thus":[136],"speeding":[137],"up":[138],"early":[140],"convergence.":[141],"With":[142],"continuous":[144],"progress":[145],"evolution,":[147],"ensure":[154],"that":[155,193],"can":[158],"explore":[160],"entire":[162],"performance":[165],"evaluated":[171],"on":[172,184],"variety":[174],"test":[176,186],"100-1000":[179],"variables.":[181],"Experimental":[182],"results":[183],"four":[185],"suits":[187],"three":[189],"real-world":[190],"instances":[191],"show":[192],"efficient":[198]},"counts_by_year":[{"year":2026,"cited_by_count":7},{"year":2025,"cited_by_count":5}],"updated_date":"2025-12-28T23:10:05.387466","created_date":"2025-10-10T00:00:00"}