{"id":"https://openalex.org/W2901579871","doi":"https://doi.org/10.1109/tevc.2018.2881153","title":"A Scalable Indicator-Based Evolutionary Algorithm for Large-Scale Multiobjective Optimization","display_name":"A Scalable Indicator-Based Evolutionary Algorithm for Large-Scale Multiobjective Optimization","publication_year":2018,"publication_date":"2018-11-13","ids":{"openalex":"https://openalex.org/W2901579871","doi":"https://doi.org/10.1109/tevc.2018.2881153","mag":"2901579871"},"language":"en","primary_location":{"is_oa":false,"landing_page_url":"https://doi.org/10.1109/tevc.2018.2881153","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_indexed_in_scopus":true,"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":null,"is_accepted":false,"is_published":false},"type":"article","type_crossref":"journal-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/A5014106677","display_name":"Wenjing Hong","orcid":"https://orcid.org/0000-0001-9054-5714"},"institutions":[{"id":"https://openalex.org/I3045169105","display_name":"Southern University of Science and Technology","ror":"https://ror.org/049tv2d57","country_code":"CN","type":"funder","lineage":["https://openalex.org/I3045169105"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wenjing Hong","raw_affiliation_strings":["University Key Laboratory of Evolving Intelligent Systems of Guangdong Province, Southern University of Science and Technology, Shenzhen, China"],"affiliations":[{"raw_affiliation_string":"University Key Laboratory of Evolving Intelligent Systems of Guangdong Province, Southern University of Science and Technology, Shenzhen, China","institution_ids":["https://openalex.org/I3045169105"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5021254405","display_name":"Ke Tang","orcid":"https://orcid.org/0000-0002-6236-2002"},"institutions":[{"id":"https://openalex.org/I3045169105","display_name":"Southern University of Science and Technology","ror":"https://ror.org/049tv2d57","country_code":"CN","type":"funder","lineage":["https://openalex.org/I3045169105"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ke Tang","raw_affiliation_strings":["University Key Laboratory of Evolving Intelligent Systems of Guangdong Province, Southern University of Science and Technology, Shenzhen, China"],"affiliations":[{"raw_affiliation_string":"University Key Laboratory of Evolving Intelligent Systems of Guangdong Province, Southern University of Science and Technology, Shenzhen, China","institution_ids":["https://openalex.org/I3045169105"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5050248676","display_name":"Aimin Zhou","orcid":"https://orcid.org/0000-0002-4768-5946"},"institutions":[{"id":"https://openalex.org/I66867065","display_name":"East China Normal University","ror":"https://ror.org/02n96ep67","country_code":"CN","type":"funder","lineage":["https://openalex.org/I66867065"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Aimin Zhou","raw_affiliation_strings":["Department of Computer Science and Technology, East China Normal University, Shanghai, China"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Technology, East China Normal University, Shanghai, China","institution_ids":["https://openalex.org/I66867065"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5035595838","display_name":"Hisao Ishibuchi","orcid":"https://orcid.org/0000-0001-9186-6472"},"institutions":[{"id":"https://openalex.org/I3045169105","display_name":"Southern University of Science and Technology","ror":"https://ror.org/049tv2d57","country_code":"CN","type":"funder","lineage":["https://openalex.org/I3045169105"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hisao Ishibuchi","raw_affiliation_strings":["University Key Laboratory of Evolving Intelligent Systems of Guangdong Province, Southern University of Science and Technology, Shenzhen, China"],"affiliations":[{"raw_affiliation_string":"University Key Laboratory of Evolving Intelligent Systems of Guangdong Province, Southern University of Science and Technology, Shenzhen, China","institution_ids":["https://openalex.org/I3045169105"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100635494","display_name":"Xin Yao","orcid":"https://orcid.org/0000-0001-8837-4442"},"institutions":[{"id":"https://openalex.org/I3045169105","display_name":"Southern University of Science and Technology","ror":"https://ror.org/049tv2d57","country_code":"CN","type":"funder","lineage":["https://openalex.org/I3045169105"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xin Yao","raw_affiliation_strings":["University Key Laboratory of Evolving Intelligent Systems of Guangdong Province, Southern University of Science and Technology, Shenzhen, China"],"affiliations":[{"raw_affiliation_string":"University Key Laboratory of Evolving Intelligent Systems of Guangdong Province, Southern University of Science and Technology, Shenzhen, China","institution_ids":["https://openalex.org/I3045169105"]}]}],"institution_assertions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":7.963,"has_fulltext":true,"fulltext_origin":"ngrams","cited_by_count":124,"citation_normalized_percentile":{"value":0.915503,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":"23","issue":"3","first_page":"525","last_page":"537"},"is_retracted":false,"is_paratext":false,"primary_topic":{"id":"https://openalex.org/T10848","display_name":"Advanced Multi-Objective Optimization Algorithms","score":1.0,"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":1.0,"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":0.998,"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/T11975","display_name":"Evolutionary Algorithms and Applications","score":0.9929,"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"}}],"keywords":[],"concepts":[{"id":"https://openalex.org/C68781425","wikidata":"https://www.wikidata.org/wiki/Q2052203","display_name":"Multi-objective optimization","level":2,"score":0.75765115},{"id":"https://openalex.org/C159149176","wikidata":"https://www.wikidata.org/wiki/Q14489129","display_name":"Evolutionary algorithm","level":2,"score":0.70749664},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.6549926},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5450738},{"id":"https://openalex.org/C2777303404","wikidata":"https://www.wikidata.org/wiki/Q759757","display_name":"Convergence (economics)","level":2,"score":0.5425866},{"id":"https://openalex.org/C137836250","wikidata":"https://www.wikidata.org/wiki/Q984063","display_name":"Optimization problem","level":2,"score":0.5087641},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.49992204},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.4825339},{"id":"https://openalex.org/C2778755073","wikidata":"https://www.wikidata.org/wiki/Q10858537","display_name":"Scale (ratio)","level":2,"score":0.4636572},{"id":"https://openalex.org/C105902424","wikidata":"https://www.wikidata.org/wiki/Q1197129","display_name":"Evolutionary computation","level":2,"score":0.44281226},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.39003944},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.37012714},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C50522688","wikidata":"https://www.wikidata.org/wiki/Q189833","display_name":"Economic growth","level":1,"score":0.0},{"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},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"is_oa":false,"landing_page_url":"https://doi.org/10.1109/tevc.2018.2881153","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_indexed_in_scopus":true,"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":null,"is_accepted":false,"is_published":false}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.58,"display_name":"Peace, justice, and strong institutions","id":"https://metadata.un.org/sdg/16"}],"grants":[{"funder":"https://openalex.org/F4320320006","funder_display_name":"Royal Society","award_id":"NA150123"},{"funder":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China","award_id":"61672478"},{"funder":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China","award_id":"2017YFB1003102"},{"funder":"https://openalex.org/F4320335790","funder_display_name":"Shenzhen Peacock Plan","award_id":"KQTD2016112514355531"}],"datasets":[],"versions":[],"referenced_works_count":45,"referenced_works":["https://openalex.org/W1480330138","https://openalex.org/W1608317386","https://openalex.org/W1846834309","https://openalex.org/W1967157470","https://openalex.org/W1971537182","https://openalex.org/W1996673440","https://openalex.org/W2000825106","https://openalex.org/W2020320008","https://openalex.org/W2025525377","https://openalex.org/W2038420231","https://openalex.org/W2040622444","https://openalex.org/W2045050140","https://openalex.org/W2062166073","https://openalex.org/W2091342063","https://openalex.org/W2108968575","https://openalex.org/W2116961716","https://openalex.org/W2121429049","https://openalex.org/W2125899728","https://openalex.org/W2126105956","https://openalex.org/W2127459836","https://openalex.org/W2143381319","https://openalex.org/W2145479420","https://openalex.org/W2150719549","https://openalex.org/W2153654820","https://openalex.org/W2158591074","https://openalex.org/W2312339748","https://openalex.org/W2329749247","https://openalex.org/W2432516117","https://openalex.org/W2466060750","https://openalex.org/W2495327698","https://openalex.org/W2510493362","https://openalex.org/W2513211214","https://openalex.org/W2513770613","https://openalex.org/W2529253627","https://openalex.org/W2558118859","https://openalex.org/W2594344284","https://openalex.org/W2605088800","https://openalex.org/W2616257225","https://openalex.org/W2728574511","https://openalex.org/W2764251381","https://openalex.org/W2786330044","https://openalex.org/W2803313636","https://openalex.org/W3099328850","https://openalex.org/W4247067162","https://openalex.org/W4252684946"],"related_works":["https://openalex.org/W4378676958","https://openalex.org/W4312461518","https://openalex.org/W3174049743","https://openalex.org/W3038685036","https://openalex.org/W2765202572","https://openalex.org/W2557786635","https://openalex.org/W2514768210","https://openalex.org/W2104456211","https://openalex.org/W2058142975","https://openalex.org/W2040295584"],"abstract_inverted_index":{"The":[0,133,210,239],"performance":[1],"of":[2,14,63,66,68,135,229,251],"traditional":[3],"multiobjective":[4,47,70],"evolutionary":[5],"algorithms":[6,26],"(MOEAs)":[7],"often":[8],"deteriorates":[9],"rapidly":[10],"as":[11,130,161],"the":[12,36,39,56,61,64,78,89,131,136,144,162,171,174,188,224,230,244,270,274,282],"number":[13,65],"decision":[15],"variables":[16,67,261],"increases.":[17],"While":[18,164],"some":[19],"efforts":[20],"were":[21],"made":[22],"to":[23,31,35,95,115,143,185,247,259],"design":[24],"new":[25,215],"by":[27,150,242],"adapting":[28],"existing":[29,165],"techniques":[30,105],"large-scale":[32,46,108,166,193],"single-objective":[33,109],"optimization":[34,48,71],"MOEA":[37],"context,":[38],"specific":[40],"difficulties":[41],"that":[42,112,138,263],"may":[43],"arise":[44],"from":[45],"have":[49,96,116,199],"rarely":[50],"been":[51],"studied.":[52],"In":[53],"this":[54,196],"paper,":[55],"exclusive":[57],"challenges":[58],"along":[59],"with":[60,205,218,257],"increase":[62],"a":[69,121,140,152,180,201,214,234,248],"problem":[72],"(MOP)":[73],"are":[74,81,128,159],"examined":[75,271],"empirically,":[76],"and":[77,99,125,148,156,277,286],"popular":[79],"benchmarks":[80],"categorized":[82],"into":[83],"three":[84],"groups":[85],"accordingly.":[86],"Problems":[87,111],"in":[88,107,173,187,195,255,273,281],"first":[90,175],"category":[91,276],"only":[92],"require":[93,113],"MOEAs":[94,114,167],"stronger":[97,117],"convergence,":[98],"can":[100],"thus":[101,222],"be":[102],"mitigated":[103],"using":[104,233],"employed":[106],"optimization.":[110],"diversification":[118,147,208,285],"but":[119],"ignore":[120],"correlation":[122,153],"between":[123,146,154,284],"position":[124,155],"distance":[126,157],"functions":[127,158],"grouped":[129,160],"second.":[132],"rest":[134],"problems":[137,172,252,272],"pose":[139],"great":[141],"challenge":[142],"balance":[145,283],"convergence":[149],"considering":[151],"third.":[163],"perform":[168],"well":[169],"on":[170,269],"two":[176],"categories,":[177],"they":[178],"suffer":[179],"significant":[181],"loss":[182],"when":[183],"applied":[184],"those":[186],"third":[189,275],"category.":[190],"To":[191],"solve":[192],"MOPs":[194],"category,":[197],"we":[198],"developed":[200],"novel":[202],"indicator-based":[203],"algorithm":[204,212,246],"an":[206,219],"enhanced":[207],"mechanism.":[209,238],"proposed":[211,245],"incorporates":[213],"solution":[216],"generator":[217],"external":[220],"archive,":[221],"forcing":[223],"search":[225,237],"toward":[226],"different":[227],"subregions":[228],"Pareto":[231],"front":[232],"dual":[235],"local":[236],"results":[240],"obtained":[241],"applying":[243],"wide":[249],"variety":[250],"(108":[253],"instances":[254],"total)":[256],"up":[258],"8192":[260],"demonstrate":[262],"it":[264],"outperforms":[265],"eight":[266],"state-of-the-art":[267],"approaches":[268],"show":[278],"its":[279],"advantage":[280],"convergence.":[287]},"abstract_inverted_index_v3":null,"cited_by_api_url":"https://api.openalex.org/works?filter=cites:W2901579871","counts_by_year":[{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":10},{"year":2023,"cited_by_count":30},{"year":2022,"cited_by_count":35},{"year":2021,"cited_by_count":23},{"year":2020,"cited_by_count":15},{"year":2019,"cited_by_count":8}],"updated_date":"2025-05-05T03:40:39.770753","created_date":"2018-11-29"}