{"id":"https://openalex.org/W3012266327","doi":"https://doi.org/10.1109/tcyb.2020.2972907","title":"A Probabilistic Niching Evolutionary Computation Framework Based on Binary Space Partitioning","display_name":"A Probabilistic Niching Evolutionary Computation Framework Based on Binary Space Partitioning","publication_year":2020,"publication_date":"2020-03-11","ids":{"openalex":"https://openalex.org/W3012266327","doi":"https://doi.org/10.1109/tcyb.2020.2972907","mag":"3012266327","pmid":"https://pubmed.ncbi.nlm.nih.gov/32167922"},"language":"en","primary_location":{"id":"doi:10.1109/tcyb.2020.2972907","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcyb.2020.2972907","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/A5052898786","display_name":"Ting Huang","orcid":"https://orcid.org/0000-0002-8755-043X"},"institutions":[{"id":"https://openalex.org/I90610280","display_name":"South China University of Technology","ror":"https://ror.org/0530pts50","country_code":"CN","type":"education","lineage":["https://openalex.org/I90610280"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ting Huang","raw_affiliation_strings":["School of Computer Science and Engineering, South China University of Technology, Guangzhou, China"],"raw_orcid":"https://orcid.org/0000-0002-8755-043X","affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, South China University of Technology, Guangzhou, China","institution_ids":["https://openalex.org/I90610280"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5063438356","display_name":"Yue\u2010Jiao Gong","orcid":"https://orcid.org/0000-0002-5648-1160"},"institutions":[{"id":"https://openalex.org/I90610280","display_name":"South China University of Technology","ror":"https://ror.org/0530pts50","country_code":"CN","type":"education","lineage":["https://openalex.org/I90610280"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yue-Jiao Gong","raw_affiliation_strings":["School of Computer Science and Engineering, South China University of Technology, Guangzhou, China"],"raw_orcid":"https://orcid.org/0000-0002-5648-1160","affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, South China University of Technology, Guangzhou, China","institution_ids":["https://openalex.org/I90610280"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5050385116","display_name":"Wei\u2013Neng Chen","orcid":"https://orcid.org/0000-0003-0843-5802"},"institutions":[{"id":"https://openalex.org/I90610280","display_name":"South China University of Technology","ror":"https://ror.org/0530pts50","country_code":"CN","type":"education","lineage":["https://openalex.org/I90610280"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wei-Neng Chen","raw_affiliation_strings":["School of Computer Science and Engineering, South China University of Technology, Guangzhou, China"],"raw_orcid":"https://orcid.org/0000-0003-0843-5802","affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, South China University of Technology, Guangzhou, China","institution_ids":["https://openalex.org/I90610280"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100403969","display_name":"Hua Wang","orcid":"https://orcid.org/0000-0002-8465-0996"},"institutions":[{"id":"https://openalex.org/I71270174","display_name":"Victoria University","ror":"https://ror.org/04j757h98","country_code":"AU","type":"education","lineage":["https://openalex.org/I71270174"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Hua Wang","raw_affiliation_strings":["ISILC, University of Victoria, Melbourne, VIC, Australia"],"raw_orcid":"https://orcid.org/0000-0002-8465-0996","affiliations":[{"raw_affiliation_string":"ISILC, University of Victoria, Melbourne, VIC, Australia","institution_ids":["https://openalex.org/I71270174"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100400217","display_name":"Jun Zhang","orcid":"https://orcid.org/0000-0001-7835-9871"},"institutions":[{"id":"https://openalex.org/I71270174","display_name":"Victoria University","ror":"https://ror.org/04j757h98","country_code":"AU","type":"education","lineage":["https://openalex.org/I71270174"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Jun Zhang","raw_affiliation_strings":["ISILC, University of Victoria, Melbourne, VIC, Australia"],"raw_orcid":"https://orcid.org/0000-0001-7835-9871","affiliations":[{"raw_affiliation_string":"ISILC, University of Victoria, Melbourne, VIC, Australia","institution_ids":["https://openalex.org/I71270174"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":2.011,"has_fulltext":false,"cited_by_count":34,"citation_normalized_percentile":{"value":0.89049591,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":93,"max":99},"biblio":{"volume":"52","issue":"1","first_page":"51","last_page":"64"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10100","display_name":"Metaheuristic Optimization Algorithms Research","score":0.9997000098228455,"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":0.9997000098228455,"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":0.9944999814033508,"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/T11975","display_name":"Evolutionary Algorithms and Applications","score":0.9912999868392944,"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/probabilistic-logic","display_name":"Probabilistic logic","score":0.710033118724823},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6020992994308472},{"id":"https://openalex.org/keywords/evolutionary-computation","display_name":"Evolutionary computation","score":0.5103129744529724},{"id":"https://openalex.org/keywords/partition","display_name":"Partition (number theory)","score":0.49297237396240234},{"id":"https://openalex.org/keywords/evolutionary-algorithm","display_name":"Evolutionary algorithm","score":0.4658924341201782},{"id":"https://openalex.org/keywords/particle-swarm-optimization","display_name":"Particle swarm optimization","score":0.4621067941188812},{"id":"https://openalex.org/keywords/computation","display_name":"Computation","score":0.4414409101009369},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.4225437343120575},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.4005396068096161},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.3044295012950897},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.25054121017456055},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.25002044439315796},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.24410635232925415}],"concepts":[{"id":"https://openalex.org/C49937458","wikidata":"https://www.wikidata.org/wiki/Q2599292","display_name":"Probabilistic logic","level":2,"score":0.710033118724823},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6020992994308472},{"id":"https://openalex.org/C105902424","wikidata":"https://www.wikidata.org/wiki/Q1197129","display_name":"Evolutionary computation","level":2,"score":0.5103129744529724},{"id":"https://openalex.org/C42812","wikidata":"https://www.wikidata.org/wiki/Q1082910","display_name":"Partition (number theory)","level":2,"score":0.49297237396240234},{"id":"https://openalex.org/C159149176","wikidata":"https://www.wikidata.org/wiki/Q14489129","display_name":"Evolutionary algorithm","level":2,"score":0.4658924341201782},{"id":"https://openalex.org/C85617194","wikidata":"https://www.wikidata.org/wiki/Q2072794","display_name":"Particle swarm optimization","level":2,"score":0.4621067941188812},{"id":"https://openalex.org/C45374587","wikidata":"https://www.wikidata.org/wiki/Q12525525","display_name":"Computation","level":2,"score":0.4414409101009369},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.4225437343120575},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.4005396068096161},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.3044295012950897},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.25054121017456055},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.25002044439315796},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.24410635232925415},{"id":"https://openalex.org/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","level":1,"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}],"locations_count":3,"locations":[{"id":"doi:10.1109/tcyb.2020.2972907","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcyb.2020.2972907","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:32167922","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/32167922","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:eprints.vu.edu.au:42290","is_oa":false,"landing_page_url":"https://vuir.vu.edu.au/42290/","pdf_url":null,"source":{"id":"https://openalex.org/S4306400215","display_name":"Victoria University Research Repository (Victoria University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I41156924","host_organization_name":"Victoria University of Wellington","host_organization_lineage":["https://openalex.org/I41156924"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2552413355","display_name":null,"funder_award_id":"U1701267","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4245010700","display_name":"\u5927\u89c4\u6a21\u7fa4\u4f53\u667a\u80fd\u7b97\u6cd5\u5728\u533a\u57df\u4ea4\u901a\u4fe1\u53f7\u534f\u540c\u63a7\u5236\u4e2d\u7684\u5e94\u7528\u7814\u7a76","funder_award_id":"61873095","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":60,"referenced_works":["https://openalex.org/W49093931","https://openalex.org/W1497695555","https://openalex.org/W1566575399","https://openalex.org/W1595159159","https://openalex.org/W1755390828","https://openalex.org/W1968005908","https://openalex.org/W1975673322","https://openalex.org/W1979440007","https://openalex.org/W1986089270","https://openalex.org/W1987234899","https://openalex.org/W1988184716","https://openalex.org/W2015833016","https://openalex.org/W2026801861","https://openalex.org/W2031280071","https://openalex.org/W2040689520","https://openalex.org/W2047893268","https://openalex.org/W2051667550","https://openalex.org/W2054878539","https://openalex.org/W2068610075","https://openalex.org/W2071853901","https://openalex.org/W2097571405","https://openalex.org/W2098073879","https://openalex.org/W2132147811","https://openalex.org/W2142031065","https://openalex.org/W2145088232","https://openalex.org/W2146037576","https://openalex.org/W2152100799","https://openalex.org/W2152195021","https://openalex.org/W2155529731","https://openalex.org/W2156063987","https://openalex.org/W2160635375","https://openalex.org/W2187537484","https://openalex.org/W2278560942","https://openalex.org/W2279837876","https://openalex.org/W2285034650","https://openalex.org/W2291356055","https://openalex.org/W2310612427","https://openalex.org/W2342523745","https://openalex.org/W2343860577","https://openalex.org/W2464527493","https://openalex.org/W2510859465","https://openalex.org/W2523778000","https://openalex.org/W2527572108","https://openalex.org/W2564330218","https://openalex.org/W2703228754","https://openalex.org/W2733413038","https://openalex.org/W2751769833","https://openalex.org/W2755582626","https://openalex.org/W2769293273","https://openalex.org/W2950161378","https://openalex.org/W2969682603","https://openalex.org/W2974728448","https://openalex.org/W2998503178","https://openalex.org/W4231461647","https://openalex.org/W4250451195","https://openalex.org/W6602023597","https://openalex.org/W6607453073","https://openalex.org/W6635525762","https://openalex.org/W6678845729","https://openalex.org/W6727810767"],"related_works":["https://openalex.org/W4297582752","https://openalex.org/W4285805405","https://openalex.org/W2391924736","https://openalex.org/W3133779647","https://openalex.org/W1560122427","https://openalex.org/W3041827036","https://openalex.org/W1993493607","https://openalex.org/W2021957875","https://openalex.org/W2802808995","https://openalex.org/W2787833928"],"abstract_inverted_index":{"Multimodal":[0],"optimization":[1,130,141],"problems":[2],"have":[3],"multiple":[4],"satisfactory":[5],"solutions":[6],"to":[7,51,64,81],"identify.":[8],"Most":[9],"of":[10,21,90,162,168],"the":[11,15,19,22,40,67,73,91,111,149,153,169],"existing":[12],"works":[13],"conduct":[14],"search":[16,42],"based":[17,43],"on":[18,44,72,138,166],"information":[20],"current":[23],"population,":[24],"which":[25],"can":[26],"be":[27],"inefficient.":[28],"This":[29],"article":[30],"proposes":[31],"a":[32,75,119,126,160],"probabilistic":[33,76],"niching":[34,77,104,116,164],"evolutionary":[35],"computation":[36],"framework":[37,97,113,151],"that":[38,148],"guides":[39],"future":[41],"more":[45],"sufficient":[46],"historical":[47,93],"information,":[48],"in":[49],"order":[50],"locate":[52],"diverse":[53],"and":[54,84,124],"high-quality":[55],"solutions.":[56],"A":[57],"binary":[58],"space":[59,68],"partition":[60],"tree":[61],"is":[62,79,98],"built":[63],"structurally":[65],"organize":[66],"visiting":[69],"information.":[70,94],"Based":[71],"tree,":[74],"strategy":[78],"defined":[80],"reinforce":[82],"exploration":[83],"exploitation":[85],"by":[86],"making":[87],"full":[88],"use":[89],"structural":[92],"The":[95,132,144],"proposed":[96,112,150],"universal":[99],"for":[100],"incorporating":[101],"various":[102],"baseline":[103],"algorithms.":[105],"In":[106],"this":[107],"article,":[108],"we":[109],"integrate":[110],"with":[114],"two":[115,133],"algorithms:":[117],"1)":[118],"distance-based":[120],"differential":[121],"evolution":[122],"algorithm":[123],"2)":[125],"topology-based":[127],"particle":[128],"swarm":[129],"algorithm.":[131],"new":[134],"algorithms":[135,154,165],"are":[136],"evaluated":[137],"20":[139],"multimodal":[140],"test":[142,170],"functions.":[143,171],"experimental":[145],"results":[146],"show":[147],"helps":[152],"obtain":[155],"competitive":[156],"performance.":[157],"They":[158],"outperform":[159],"number":[161],"state-of-the-art":[163],"most":[167]},"counts_by_year":[{"year":2026,"cited_by_count":6},{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":10},{"year":2023,"cited_by_count":9},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":2},{"year":2020,"cited_by_count":2}],"updated_date":"2026-07-23T08:03:31.855105","created_date":"2025-10-10T00:00:00"}