{"id":"https://openalex.org/W3119965053","doi":"https://doi.org/10.1007/s11633-020-1253-0","title":"Evolutionary Computation for Large-scale Multi-objective Optimization: A Decade of Progresses","display_name":"Evolutionary Computation for Large-scale Multi-objective Optimization: A Decade of Progresses","publication_year":2021,"publication_date":"2021-01-05","ids":{"openalex":"https://openalex.org/W3119965053","doi":"https://doi.org/10.1007/s11633-020-1253-0","mag":"3119965053"},"language":"en","primary_location":{"id":"doi:10.1007/s11633-020-1253-0","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s11633-020-1253-0","pdf_url":"https://link.springer.com/content/pdf/10.1007/s11633-020-1253-0.pdf","source":{"id":"https://openalex.org/S28082686","display_name":"International Journal of Automation and Computing","issn_l":"1476-8186","issn":["1476-8186","1751-8520"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Automation and Computing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s11633-020-1253-0.pdf","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/I126520041","display_name":"University of Science and Technology of China","ror":"https://ror.org/04c4dkn09","country_code":"CN","type":"education","lineage":["https://openalex.org/I126520041","https://openalex.org/I19820366"]},{"id":"https://openalex.org/I3045169105","display_name":"Southern University of Science and Technology","ror":"https://ror.org/049tv2d57","country_code":"CN","type":"education","lineage":["https://openalex.org/I3045169105"]},{"id":"https://openalex.org/I4210164150","display_name":"Shanghai Center for Brain Science and Brain-Inspired Technology","ror":"https://ror.org/0551a0y31","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210164150"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wen-Jing Hong","raw_affiliation_strings":["Department of Management Science, University of Science and Technology of China, Hefei, 230027, China","Guangdong Provincial Key Laboratory of Brain-inspired Intelligent Computation, Department of Computer Science and Engineering, Southern University of Science and Technology, Shenzhen, 518055, China","Guangdong-Hong Kong-Macao Greater Bay Area Center for Brain Science and Brain-inspired Intelligence, Guangzhou, 510515, China"],"raw_orcid":"https://orcid.org/0000-0001-9054-5714","affiliations":[{"raw_affiliation_string":"Department of Management Science, University of Science and Technology of China, Hefei, 230027, China","institution_ids":["https://openalex.org/I126520041"]},{"raw_affiliation_string":"Guangdong Provincial Key Laboratory of Brain-inspired Intelligent Computation, Department of Computer Science and Engineering, Southern University of Science and Technology, Shenzhen, 518055, China","institution_ids":["https://openalex.org/I3045169105"]},{"raw_affiliation_string":"Guangdong-Hong Kong-Macao Greater Bay Area Center for Brain Science and Brain-inspired Intelligence, Guangzhou, 510515, China","institution_ids":["https://openalex.org/I4210164150"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076720384","display_name":"Peng Yang","orcid":"https://orcid.org/0000-0001-5333-6155"},"institutions":[{"id":"https://openalex.org/I3045169105","display_name":"Southern University of Science and Technology","ror":"https://ror.org/049tv2d57","country_code":"CN","type":"education","lineage":["https://openalex.org/I3045169105"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Peng Yang","raw_affiliation_strings":["Guangdong Provincial Key Laboratory of Brain-inspired Intelligent Computation, Department of Computer Science and Engineering, Southern University of Science and Technology, Shenzhen, 518055, China"],"raw_orcid":"https://orcid.org/0000-0001-5333-6155","affiliations":[{"raw_affiliation_string":"Guangdong Provincial Key Laboratory of Brain-inspired Intelligent Computation, Department of Computer Science and Engineering, Southern University of Science and Technology, Shenzhen, 518055, China","institution_ids":["https://openalex.org/I3045169105"]}]},{"author_position":"last","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":"education","lineage":["https://openalex.org/I3045169105"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Ke Tang","raw_affiliation_strings":["Guangdong Provincial Key Laboratory of Brain-inspired Intelligent Computation, Department of Computer Science and Engineering, Southern University of Science and Technology, Shenzhen, 518055, China"],"raw_orcid":"https://orcid.org/0000-0002-6236-2002","affiliations":[{"raw_affiliation_string":"Guangdong Provincial Key Laboratory of Brain-inspired Intelligent Computation, Department of Computer Science and Engineering, Southern University of Science and Technology, Shenzhen, 518055, China","institution_ids":["https://openalex.org/I3045169105"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5021254405"],"corresponding_institution_ids":["https://openalex.org/I3045169105"],"apc_list":{"value":2890,"currency":"USD","value_usd":2890},"apc_paid":{"value":2890,"currency":"USD","value_usd":2890},"fwci":9.6267,"has_fulltext":true,"cited_by_count":109,"citation_normalized_percentile":{"value":0.98445771,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":100},"biblio":{"volume":"18","issue":"2","first_page":"155","last_page":"169"},"is_retracted":false,"is_paratext":false,"is_xpac":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":0.9991999864578247,"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":0.9941999912261963,"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":[{"id":"https://openalex.org/keywords/scalability","display_name":"Scalability","score":0.6454008221626282},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6367623805999756},{"id":"https://openalex.org/keywords/evolutionary-computation","display_name":"Evolutionary computation","score":0.5981625318527222},{"id":"https://openalex.org/keywords/scale","display_name":"Scale (ratio)","score":0.5838429927825928},{"id":"https://openalex.org/keywords/curse-of-dimensionality","display_name":"Curse of dimensionality","score":0.5659698247909546},{"id":"https://openalex.org/keywords/evolutionary-algorithm","display_name":"Evolutionary algorithm","score":0.5337444543838501},{"id":"https://openalex.org/keywords/perspective","display_name":"Perspective (graphical)","score":0.46358203887939453},{"id":"https://openalex.org/keywords/dimensionality-reduction","display_name":"Dimensionality reduction","score":0.45958414673805237},{"id":"https://openalex.org/keywords/computation","display_name":"Computation","score":0.43347179889678955},{"id":"https://openalex.org/keywords/optimization-problem","display_name":"Optimization problem","score":0.4317430555820465},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.3750227093696594},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.37120118737220764},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3710249066352844},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.22165226936340332},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.1331392526626587}],"concepts":[{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.6454008221626282},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6367623805999756},{"id":"https://openalex.org/C105902424","wikidata":"https://www.wikidata.org/wiki/Q1197129","display_name":"Evolutionary computation","level":2,"score":0.5981625318527222},{"id":"https://openalex.org/C2778755073","wikidata":"https://www.wikidata.org/wiki/Q10858537","display_name":"Scale (ratio)","level":2,"score":0.5838429927825928},{"id":"https://openalex.org/C111030470","wikidata":"https://www.wikidata.org/wiki/Q1430460","display_name":"Curse of dimensionality","level":2,"score":0.5659698247909546},{"id":"https://openalex.org/C159149176","wikidata":"https://www.wikidata.org/wiki/Q14489129","display_name":"Evolutionary algorithm","level":2,"score":0.5337444543838501},{"id":"https://openalex.org/C12713177","wikidata":"https://www.wikidata.org/wiki/Q1900281","display_name":"Perspective (graphical)","level":2,"score":0.46358203887939453},{"id":"https://openalex.org/C70518039","wikidata":"https://www.wikidata.org/wiki/Q16000077","display_name":"Dimensionality reduction","level":2,"score":0.45958414673805237},{"id":"https://openalex.org/C45374587","wikidata":"https://www.wikidata.org/wiki/Q12525525","display_name":"Computation","level":2,"score":0.43347179889678955},{"id":"https://openalex.org/C137836250","wikidata":"https://www.wikidata.org/wiki/Q984063","display_name":"Optimization problem","level":2,"score":0.4317430555820465},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.3750227093696594},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.37120118737220764},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3710249066352844},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.22165226936340332},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.1331392526626587},{"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/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"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":[{"id":"doi:10.1007/s11633-020-1253-0","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s11633-020-1253-0","pdf_url":"https://link.springer.com/content/pdf/10.1007/s11633-020-1253-0.pdf","source":{"id":"https://openalex.org/S28082686","display_name":"International Journal of Automation and Computing","issn_l":"1476-8186","issn":["1476-8186","1751-8520"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Automation and Computing","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1007/s11633-020-1253-0","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s11633-020-1253-0","pdf_url":"https://link.springer.com/content/pdf/10.1007/s11633-020-1253-0.pdf","source":{"id":"https://openalex.org/S28082686","display_name":"International Journal of Automation and Computing","issn_l":"1476-8186","issn":["1476-8186","1751-8520"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Automation and Computing","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Peace, Justice and strong institutions","id":"https://metadata.un.org/sdg/16","score":0.7599999904632568}],"awards":[{"id":"https://openalex.org/G1308942226","display_name":null,"funder_award_id":"2020B121201001","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3814908347","display_name":null,"funder_award_id":"KQTD2016112514355531","funder_id":"https://openalex.org/F4320335790","funder_display_name":"Shenzhen Peacock Plan"},{"id":"https://openalex.org/G521923880","display_name":null,"funder_award_id":"KQTD2016112514355531","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7590718613","display_name":null,"funder_award_id":"2020B121201001","funder_id":"https://openalex.org/F4320335790","funder_display_name":"Shenzhen Peacock Plan"},{"id":"https://openalex.org/G891202793","display_name":null,"funder_award_id":"2017YFB1003102","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"}],"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/F4320335777","display_name":"National Key Research and Development Program of China","ror":null},{"id":"https://openalex.org/F4320335790","display_name":"Shenzhen Peacock Plan","ror":null}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3119965053.pdf","grobid_xml":"https://content.openalex.org/works/W3119965053.grobid-xml"},"referenced_works_count":105,"referenced_works":["https://openalex.org/W414982675","https://openalex.org/W1480428252","https://openalex.org/W1485910948","https://openalex.org/W1525375343","https://openalex.org/W1544309315","https://openalex.org/W1558919105","https://openalex.org/W1563728692","https://openalex.org/W1585939719","https://openalex.org/W1587294773","https://openalex.org/W1591609705","https://openalex.org/W1605909330","https://openalex.org/W1608317386","https://openalex.org/W1822778767","https://openalex.org/W1871676304","https://openalex.org/W1957430778","https://openalex.org/W1963550655","https://openalex.org/W1963679962","https://openalex.org/W1967157470","https://openalex.org/W1967981290","https://openalex.org/W1971537182","https://openalex.org/W1975791498","https://openalex.org/W1983947028","https://openalex.org/W1989009305","https://openalex.org/W2000479281","https://openalex.org/W2020320008","https://openalex.org/W2024674085","https://openalex.org/W2036643871","https://openalex.org/W2038420231","https://openalex.org/W2040622444","https://openalex.org/W2045050140","https://openalex.org/W2062166073","https://openalex.org/W2097998348","https://openalex.org/W2098631900","https://openalex.org/W2098792460","https://openalex.org/W2098907614","https://openalex.org/W2102233757","https://openalex.org/W2102365077","https://openalex.org/W2106334424","https://openalex.org/W2109865546","https://openalex.org/W2112912151","https://openalex.org/W2121429049","https://openalex.org/W2125899728","https://openalex.org/W2126105956","https://openalex.org/W2140886193","https://openalex.org/W2143185749","https://openalex.org/W2143381319","https://openalex.org/W2144293671","https://openalex.org/W2145418868","https://openalex.org/W2145479420","https://openalex.org/W2150719549","https://openalex.org/W2152551290","https://openalex.org/W2152688255","https://openalex.org/W2155345556","https://openalex.org/W2158591074","https://openalex.org/W2170766832","https://openalex.org/W2262789434","https://openalex.org/W2293025108","https://openalex.org/W2329749247","https://openalex.org/W2345476775","https://openalex.org/W2346512913","https://openalex.org/W2410777154","https://openalex.org/W2432516117","https://openalex.org/W2466060750","https://openalex.org/W2490561050","https://openalex.org/W2495327698","https://openalex.org/W2504146480","https://openalex.org/W2510493362","https://openalex.org/W2513211214","https://openalex.org/W2513770613","https://openalex.org/W2514037459","https://openalex.org/W2519112510","https://openalex.org/W2529253627","https://openalex.org/W2558118859","https://openalex.org/W2588764485","https://openalex.org/W2594344284","https://openalex.org/W2605088800","https://openalex.org/W2616257225","https://openalex.org/W2624572723","https://openalex.org/W2724533340","https://openalex.org/W2727233496","https://openalex.org/W2782119571","https://openalex.org/W2786330044","https://openalex.org/W2787132612","https://openalex.org/W2791228282","https://openalex.org/W2808165282","https://openalex.org/W2808384944","https://openalex.org/W2894825269","https://openalex.org/W2901579871","https://openalex.org/W2902365280","https://openalex.org/W2912180855","https://openalex.org/W2914542742","https://openalex.org/W2946739419","https://openalex.org/W2952764015","https://openalex.org/W2963177632","https://openalex.org/W2964131837","https://openalex.org/W2966894080","https://openalex.org/W2976693876","https://openalex.org/W2997139301","https://openalex.org/W3005220490","https://openalex.org/W3012911890","https://openalex.org/W3015759398","https://openalex.org/W3099328850","https://openalex.org/W3101376559","https://openalex.org/W4249302577","https://openalex.org/W6674385629"],"related_works":["https://openalex.org/W1995622179","https://openalex.org/W1552543208","https://openalex.org/W2074396517","https://openalex.org/W2166963679","https://openalex.org/W2187269125","https://openalex.org/W1641615907","https://openalex.org/W3089231081","https://openalex.org/W2093956241","https://openalex.org/W2354420595","https://openalex.org/W4297582752"],"abstract_inverted_index":{"Abstract":[0],"Large-scale":[1],"multi-objective":[2,59,108],"optimization":[3,109],"problems":[4],"(MOPs)":[5],"that":[6,57],"involve":[7],"a":[8,29,72],"large":[9],"number":[10,143],"of":[11,40,68,79,84,103,117,131,141,144,150],"decision":[12,49,69,145],"variables,":[13],"have":[14,24,42],"emerged":[15],"from":[16,110],"many":[17],"real-world":[18,80],"applications.":[19],"While":[20],"evolutionary":[21,104],"algorithms":[22],"(EAs)":[23],"been":[25,43,55],"widely":[26],"acknowledged":[27],"as":[28],"mainstream":[30],"method":[31],"for":[32,106],"MOPs,":[33,82,120],"most":[34],"research":[35,176],"progress":[36,102],"and":[37,74,134,160,164,170],"successful":[38],"applications":[39],"EAs":[41,60],"restricted":[44],"to":[45],"MOPs":[46],"with":[47,65],"small-scale":[48],"variables.":[50,70,146],"More":[51],"recently,":[52],"it":[53],"has":[54,89],"reported":[56],"traditional":[58],"(MOEAs)":[61],"suffer":[62],"severe":[63],"deterioration":[64],"the":[66,77,95,101,114,118,121,129,135,139,142,148,152],"increase":[67,140],"As":[71],"result,":[73],"motivated":[75],"by":[76,126,138],"emergence":[78],"large-scale":[81,107,119,153],"investigation":[83],"MOEAs":[85,133,154],"in":[86,94],"this":[87],"aspect":[88],"attracted":[90],"much":[91],"more":[92],"attention":[93],"past":[96],"decade.":[97],"This":[98],"paper":[99],"reviews":[100],"computation":[105],"two":[111],"angles.":[112],"From":[113,147],"key":[115],"difficulties":[116],"scalability":[122],"analysis":[123],"is":[124],"discussed":[125],"focusing":[127],"on":[128],"performance":[130],"existing":[132],"challenges":[136],"induced":[137],"perspective":[149],"methodology,":[151],"are":[155,178],"categorized":[156],"into":[157],"three":[158],"classes":[159],"introduced":[161],"respectively:":[162],"divide":[163],"conquer":[165],"based,":[166],"dimensionality":[167],"reduction":[168],"based":[169],"enhanced":[171],"search-based":[172],"approaches.":[173],"Several":[174],"future":[175],"directions":[177],"also":[179],"discussed.":[180]},"counts_by_year":[{"year":2026,"cited_by_count":11},{"year":2025,"cited_by_count":24},{"year":2024,"cited_by_count":24},{"year":2023,"cited_by_count":16},{"year":2022,"cited_by_count":25},{"year":2021,"cited_by_count":8},{"year":2018,"cited_by_count":1}],"updated_date":"2026-07-23T08:03:31.855105","created_date":"2025-10-10T00:00:00"}
