{"id":"https://openalex.org/W3113211526","doi":"https://doi.org/10.1109/tcyb.2020.3036100","title":"Adaptive Control of Subpopulations in Evolutionary Dynamic Optimization","display_name":"Adaptive Control of Subpopulations in Evolutionary Dynamic Optimization","publication_year":2020,"publication_date":"2020-12-08","ids":{"openalex":"https://openalex.org/W3113211526","doi":"https://doi.org/10.1109/tcyb.2020.3036100","mag":"3113211526","pmid":"https://pubmed.ncbi.nlm.nih.gov/33284776"},"language":"en","primary_location":{"id":"doi:10.1109/tcyb.2020.3036100","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcyb.2020.3036100","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/A5044801385","display_name":"Danial Yazdani","orcid":"https://orcid.org/0000-0002-7799-5013"},"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":"Danial Yazdani","raw_affiliation_strings":["Department of Computer Science and Engineering, Guangdong Provincial Key Laboratory of Brain-Inspired Intelligent Computation, Southern University of Science and Technology, Shenzhen, China"],"raw_orcid":"https://orcid.org/0000-0002-7799-5013","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Guangdong Provincial Key Laboratory of Brain-Inspired Intelligent Computation, Southern University of Science and Technology, Shenzhen, China","institution_ids":["https://openalex.org/I3045169105"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004036087","display_name":"Ran Cheng","orcid":"https://orcid.org/0000-0001-9410-8263"},"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":"Ran Cheng","raw_affiliation_strings":["Department of Computer Science and Engineering, Guangdong Provincial Key Laboratory of Brain-Inspired Intelligent Computation, Southern University of Science and Technology, Shenzhen, China"],"raw_orcid":"https://orcid.org/0000-0001-9410-8263","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Guangdong Provincial Key Laboratory of Brain-Inspired Intelligent Computation, Southern University of Science and Technology, Shenzhen, China","institution_ids":["https://openalex.org/I3045169105"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100330330","display_name":"Cheng He","orcid":"https://orcid.org/0000-0003-4218-8454"},"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":"Cheng He","raw_affiliation_strings":["Department of Computer Science and Engineering, Guangdong Provincial Key Laboratory of Brain-Inspired Intelligent Computation, Southern University of Science and Technology, Shenzhen, China"],"raw_orcid":"https://orcid.org/0000-0003-4218-8454","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Guangdong Provincial Key Laboratory of Brain-Inspired Intelligent Computation, Southern University of Science and Technology, Shenzhen, China","institution_ids":["https://openalex.org/I3045169105"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5109451045","display_name":"J\u00fcrgen Branke","orcid":null},"institutions":[{"id":"https://openalex.org/I39555362","display_name":"University of Warwick","ror":"https://ror.org/01a77tt86","country_code":"GB","type":"education","lineage":["https://openalex.org/I39555362"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Jurgen Branke","raw_affiliation_strings":["Operational Research and Management Sciences Group in Warwick Business School, University of Warwick, Coventry, U.K"],"raw_orcid":"https://orcid.org/0000-0002-4343-5878","affiliations":[{"raw_affiliation_string":"Operational Research and Management Sciences Group in Warwick Business School, University of Warwick, Coventry, U.K","institution_ids":["https://openalex.org/I39555362"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.043,"has_fulltext":false,"cited_by_count":26,"citation_normalized_percentile":{"value":0.82743801,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":100},"biblio":{"volume":"52","issue":"7","first_page":"6476","last_page":"6489"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10100","display_name":"Metaheuristic Optimization Algorithms Research","score":0.9987000226974487,"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"}},"topics":[{"id":"https://openalex.org/T10100","display_name":"Metaheuristic Optimization Algorithms Research","score":0.9987000226974487,"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":0.9926999807357788,"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/T10848","display_name":"Advanced Multi-Objective Optimization Algorithms","score":0.9915000200271606,"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/benchmark","display_name":"Benchmark (surveying)","score":0.7677946090698242},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.6704432964324951},{"id":"https://openalex.org/keywords/resource-allocation","display_name":"Resource allocation","score":0.5728630423545837},{"id":"https://openalex.org/keywords/convergence","display_name":"Convergence (economics)","score":0.5214157104492188},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5183035731315613},{"id":"https://openalex.org/keywords/local-optimum","display_name":"Local optimum","score":0.42799338698387146},{"id":"https://openalex.org/keywords/upper-and-lower-bounds","display_name":"Upper and lower bounds","score":0.42133161425590515},{"id":"https://openalex.org/keywords/computational-resource","display_name":"Computational resource","score":0.4173663258552551},{"id":"https://openalex.org/keywords/computational-complexity-theory","display_name":"Computational complexity theory","score":0.3529384732246399},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.33417385816574097},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.24773621559143066}],"concepts":[{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.7677946090698242},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.6704432964324951},{"id":"https://openalex.org/C29202148","wikidata":"https://www.wikidata.org/wiki/Q287260","display_name":"Resource allocation","level":2,"score":0.5728630423545837},{"id":"https://openalex.org/C2777303404","wikidata":"https://www.wikidata.org/wiki/Q759757","display_name":"Convergence (economics)","level":2,"score":0.5214157104492188},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5183035731315613},{"id":"https://openalex.org/C141934464","wikidata":"https://www.wikidata.org/wiki/Q3305386","display_name":"Local optimum","level":2,"score":0.42799338698387146},{"id":"https://openalex.org/C77553402","wikidata":"https://www.wikidata.org/wiki/Q13222579","display_name":"Upper and lower bounds","level":2,"score":0.42133161425590515},{"id":"https://openalex.org/C127964446","wikidata":"https://www.wikidata.org/wiki/Q1092142","display_name":"Computational resource","level":3,"score":0.4173663258552551},{"id":"https://openalex.org/C179799912","wikidata":"https://www.wikidata.org/wiki/Q205084","display_name":"Computational complexity theory","level":2,"score":0.3529384732246399},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.33417385816574097},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.24773621559143066},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.0},{"id":"https://openalex.org/C13280743","wikidata":"https://www.wikidata.org/wiki/Q131089","display_name":"Geodesy","level":1,"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/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","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}],"mesh":[{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D003198","descriptor_name":"Computer Simulation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003198","descriptor_name":"Computer Simulation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003198","descriptor_name":"Computer Simulation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005075","descriptor_name":"Biological Evolution","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D005075","descriptor_name":"Biological Evolution","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D005075","descriptor_name":"Biological Evolution","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":3,"locations":[{"id":"doi:10.1109/tcyb.2020.3036100","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcyb.2020.3036100","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:33284776","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/33284776","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},{"id":"pmh:oai:wrap.warwick.ac.uk:143868","is_oa":false,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4306400665","display_name":"Warwick Research Archive Portal (University of Warwick)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I39555362","host_organization_name":"University of Warwick","host_organization_lineage":["https://openalex.org/I39555362"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":"","raw_type":"Journal Article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Reduced inequalities","score":0.6600000262260437,"id":"https://metadata.un.org/sdg/10"}],"awards":[{"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/G5251748003","display_name":null,"funder_award_id":"2017KSYS008","funder_id":"https://openalex.org/F4320316333","funder_display_name":"Program for University Key Laboratory of Guangdong Province"},{"id":"https://openalex.org/G6134954938","display_name":null,"funder_award_id":"61903178","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7659008788","display_name":null,"funder_award_id":"61906081","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320316333","display_name":"Program for University Key Laboratory of Guangdong Province","ror":null},{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320335790","display_name":"Shenzhen Peacock Plan","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":49,"referenced_works":["https://openalex.org/W117011241","https://openalex.org/W185184210","https://openalex.org/W1498124058","https://openalex.org/W1519759709","https://openalex.org/W1549164152","https://openalex.org/W1563447057","https://openalex.org/W1607946892","https://openalex.org/W1764243974","https://openalex.org/W1875348914","https://openalex.org/W1975540119","https://openalex.org/W1983991003","https://openalex.org/W2030543041","https://openalex.org/W2035332689","https://openalex.org/W2041006267","https://openalex.org/W2054984152","https://openalex.org/W2079483465","https://openalex.org/W2079675700","https://openalex.org/W2083764792","https://openalex.org/W2112036188","https://openalex.org/W2115350182","https://openalex.org/W2118616578","https://openalex.org/W2132340807","https://openalex.org/W2137130066","https://openalex.org/W2143072546","https://openalex.org/W2143503407","https://openalex.org/W2143525780","https://openalex.org/W2144341408","https://openalex.org/W2148458253","https://openalex.org/W2152195021","https://openalex.org/W2162145193","https://openalex.org/W2167006056","https://openalex.org/W2342523745","https://openalex.org/W2343489328","https://openalex.org/W2363239017","https://openalex.org/W2419611878","https://openalex.org/W2421912678","https://openalex.org/W2570680355","https://openalex.org/W2573212983","https://openalex.org/W2603328463","https://openalex.org/W2760956736","https://openalex.org/W2793257927","https://openalex.org/W2795405000","https://openalex.org/W2805590776","https://openalex.org/W2892012539","https://openalex.org/W2902372731","https://openalex.org/W2919775045","https://openalex.org/W6607522100","https://openalex.org/W6684774734","https://openalex.org/W6757116372"],"related_works":["https://openalex.org/W2229588459","https://openalex.org/W2374430960","https://openalex.org/W2375485824","https://openalex.org/W4235807378","https://openalex.org/W120571988","https://openalex.org/W4249702239","https://openalex.org/W1512399864","https://openalex.org/W2742629360","https://openalex.org/W4389768689","https://openalex.org/W2047754121"],"abstract_inverted_index":{"Multipopulation":[0],"methods":[1],"are":[2,107],"highly":[3],"effective":[4],"in":[5,103,135,152,168,228],"solving":[6,229],"dynamic":[7],"optimization":[8],"problems.":[9,232],"Three":[10],"factors":[11],"affect":[12],"this":[13,97,186],"significantly:":[14],"1)":[15,203],"the":[16,21,24,31,37,41,45,51,57,66,71,74,90,110,114,121,136,139,147,195,218,221],"exclusion":[17,68],"mechanisms":[18,47],"to":[19,23,40,48,99,120,146,193],"avoid":[20],"convergence":[22],"same":[25],"peak":[26],"by":[27,55,198],"multiple":[28],"subpopulations;":[29,42],"2)":[30,206],"resource":[32,117,212],"allocation":[33,118],"mechanism":[34],"that":[35,106],"assigns":[36],"computational":[38,63,124,183,211],"resources":[39,125],"and":[43,61,209],"3)":[44,210],"control":[46],"adaptively":[49],"adjust":[50],"number":[52,58,140,148],"of":[53,59,101,116,141,149,173,220],"subpopulations":[54,83,142,180],"considering":[56],"optima":[60],"available":[62,123],"resources.":[64,184],"In":[65,185],"existing":[67,154],"mechanisms,":[69],"when":[70],"distance":[72,75],"(i.e.,":[73],"between":[76,81,126],"their":[77],"best":[78],"found":[79],"positions)":[80],"two":[82],"becomes":[84],"less":[85],"than":[86,109],"a":[87,188],"predefined":[88,161],"threshold,":[89],"inferior":[91],"one":[92],"will":[93],"be":[94,144],"removed/reinitialized.":[95],"However,":[96,151],"leads":[98],"incapability":[100],"algorithms":[102],"covering":[104],"peaks/optima":[105],"closer":[108],"threshold.":[111],"Moreover,":[112],"despite":[113],"importance":[115],"due":[119],"limited":[122,182],"environmental":[127],"changes,":[128],"it":[129],"has":[130],"not":[131],"been":[132],"well":[133],"studied":[134],"literature.":[137],"Finally,":[138],"should":[143],"adapted":[145],"optima.":[150],"most":[153],"adaptive":[155,201],"multipopulation":[156,189],"methods,":[157],"there":[158],"is":[159,191],"no":[160],"upper":[162],"bound":[163],"for":[164],"generating":[165],"subpopulations.":[166],"Consequently,":[167],"problems":[169],"with":[170],"large":[171],"numbers":[172],"peaks,":[174],"they":[175],"can":[176],"generate":[177],"too":[178],"many":[179],"sharing":[181],"article,":[187],"framework":[190,223],"proposed":[192,222],"address":[194],"aforementioned":[196],"issues":[197],"using":[199],"three":[200],"approaches:":[202],"subpopulation":[204],"generation;":[205],"double-layer":[207],"exclusion;":[208],"allocation.":[213],"The":[214],"experimental":[215],"results":[216],"demonstrate":[217],"superiority":[219],"over":[224],"several":[225],"peer":[226],"approaches":[227],"various":[230],"benchmark":[231]},"counts_by_year":[{"year":2026,"cited_by_count":6},{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":7},{"year":2023,"cited_by_count":7},{"year":2022,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
