{"id":"https://openalex.org/W1510461191","doi":"https://doi.org/10.1109/cec.2015.7256917","title":"Cluster-based differential evolution with heterogeneous influence for numerical optimization","display_name":"Cluster-based differential evolution with heterogeneous influence for numerical optimization","publication_year":2015,"publication_date":"2015-05-01","ids":{"openalex":"https://openalex.org/W1510461191","doi":"https://doi.org/10.1109/cec.2015.7256917","mag":"1510461191"},"language":"en","primary_location":{"id":"doi:10.1109/cec.2015.7256917","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cec.2015.7256917","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2015 IEEE Congress on Evolutionary Computation (CEC)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5074595900","display_name":"Mostafa Z. Ali","orcid":"https://orcid.org/0000-0003-3030-848X"},"institutions":[{"id":"https://openalex.org/I156983542","display_name":"Jordan University of Science and Technology","ror":"https://ror.org/03y8mtb59","country_code":"JO","type":"education","lineage":["https://openalex.org/I156983542"]}],"countries":["JO"],"is_corresponding":false,"raw_author_name":"Mostafa Z. Ali","raw_affiliation_strings":["Jordan University of Science & Technology, Irbid, Jordan","Jordan University of Science and Technology, Irbid, Jordan, 22110"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Jordan University of Science & Technology, Irbid, Jordan","institution_ids":["https://openalex.org/I156983542"]},{"raw_affiliation_string":"Jordan University of Science and Technology, Irbid, Jordan, 22110","institution_ids":["https://openalex.org/I156983542"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5022052186","display_name":"Noor H. Awad","orcid":"https://orcid.org/0000-0002-9971-4614"},"institutions":[{"id":"https://openalex.org/I156983542","display_name":"Jordan University of Science and Technology","ror":"https://ror.org/03y8mtb59","country_code":"JO","type":"education","lineage":["https://openalex.org/I156983542"]}],"countries":["JO"],"is_corresponding":false,"raw_author_name":"Noor Awad","raw_affiliation_strings":["Jordan University of Science & Technology, Irbid, Jordan","Jordan University of Science and Technology, Irbid, Jordan, 22110"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Jordan University of Science & Technology, Irbid, Jordan","institution_ids":["https://openalex.org/I156983542"]},{"raw_affiliation_string":"Jordan University of Science and Technology, Irbid, Jordan, 22110","institution_ids":["https://openalex.org/I156983542"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5032355103","display_name":"Rehab Duwairi","orcid":"https://orcid.org/0000-0002-8366-0949"},"institutions":[{"id":"https://openalex.org/I156983542","display_name":"Jordan University of Science and Technology","ror":"https://ror.org/03y8mtb59","country_code":"JO","type":"education","lineage":["https://openalex.org/I156983542"]}],"countries":["JO"],"is_corresponding":false,"raw_author_name":"Rehab Duwairi","raw_affiliation_strings":["Jordan University of Science & Technology, Irbid, Jordan","Jordan University of Science and Technology, Irbid, Jordan, 22110"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Jordan University of Science & Technology, Irbid, Jordan","institution_ids":["https://openalex.org/I156983542"]},{"raw_affiliation_string":"Jordan University of Science and Technology, Irbid, Jordan, 22110","institution_ids":["https://openalex.org/I156983542"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5012980752","display_name":"Jafar Albadarneh","orcid":null},"institutions":[{"id":"https://openalex.org/I156983542","display_name":"Jordan University of Science and Technology","ror":"https://ror.org/03y8mtb59","country_code":"JO","type":"education","lineage":["https://openalex.org/I156983542"]}],"countries":["JO"],"is_corresponding":false,"raw_author_name":"Jafar Albadarneh","raw_affiliation_strings":["Jordan University of Science & Technology, Irbid, Jordan","Jordan University of Science and Technology, Irbid, Jordan, 22110"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Jordan University of Science & Technology, Irbid, Jordan","institution_ids":["https://openalex.org/I156983542"]},{"raw_affiliation_string":"Jordan University of Science and Technology, Irbid, Jordan, 22110","institution_ids":["https://openalex.org/I156983542"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084993547","display_name":"Robert G. Reynolds","orcid":"https://orcid.org/0000-0002-1431-7653"},"institutions":[{"id":"https://openalex.org/I185443292","display_name":"Wayne State University","ror":"https://ror.org/01070mq45","country_code":"US","type":"education","lineage":["https://openalex.org/I185443292"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Robert G. Reynolds","raw_affiliation_strings":["Computer Science Department, Wayne State University, Detroit, MI, USA","Computer Science Department, Wayne State University, Detroit, MI USA 48202"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Computer Science Department, Wayne State University, Detroit, MI, USA","institution_ids":["https://openalex.org/I185443292"]},{"raw_affiliation_string":"Computer Science Department, Wayne State University, Detroit, MI USA 48202","institution_ids":["https://openalex.org/I185443292"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5025626208","display_name":"Ponnuthurai Nagaratnam Suganthan","orcid":"https://orcid.org/0000-0003-0901-5105"},"institutions":[{"id":"https://openalex.org/I172675005","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302","country_code":"SG","type":"education","lineage":["https://openalex.org/I172675005"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Ponnuthurai N. Suganthan","raw_affiliation_strings":["Nanyang Technological University Singapore, Singapore","Nanyang Technological University, Singapore, 639798 Singapore"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Nanyang Technological University Singapore, Singapore","institution_ids":["https://openalex.org/I172675005"]},{"raw_affiliation_string":"Nanyang Technological University, Singapore, 639798 Singapore","institution_ids":["https://openalex.org/I172675005"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":7,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":"43","issue":null,"first_page":"393","last_page":"400"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10100","display_name":"Metaheuristic Optimization Algorithms Research","score":1.0,"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":1.0,"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":0.9977999925613403,"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":0.9937000274658203,"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/cluster-analysis","display_name":"Cluster analysis","score":0.7384397983551025},{"id":"https://openalex.org/keywords/differential-evolution","display_name":"Differential evolution","score":0.7098310589790344},{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.6504323482513428},{"id":"https://openalex.org/keywords/cluster","display_name":"Cluster (spacecraft)","score":0.6100422143936157},{"id":"https://openalex.org/keywords/mutation","display_name":"Mutation","score":0.5834316611289978},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5825837850570679},{"id":"https://openalex.org/keywords/population","display_name":"Population","score":0.5501728653907776},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.4706936180591583},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.4351269006729126},{"id":"https://openalex.org/keywords/optimization-problem","display_name":"Optimization problem","score":0.4287894666194916},{"id":"https://openalex.org/keywords/evolutionary-algorithm","display_name":"Evolutionary algorithm","score":0.42341914772987366},{"id":"https://openalex.org/keywords/bin","display_name":"Bin","score":0.41533926129341125},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3333466053009033},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.27906250953674316},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.2356763780117035},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.0722210705280304}],"concepts":[{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.7384397983551025},{"id":"https://openalex.org/C74750220","wikidata":"https://www.wikidata.org/wiki/Q2662197","display_name":"Differential evolution","level":2,"score":0.7098310589790344},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.6504323482513428},{"id":"https://openalex.org/C164866538","wikidata":"https://www.wikidata.org/wiki/Q367351","display_name":"Cluster (spacecraft)","level":2,"score":0.6100422143936157},{"id":"https://openalex.org/C501734568","wikidata":"https://www.wikidata.org/wiki/Q42918","display_name":"Mutation","level":3,"score":0.5834316611289978},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5825837850570679},{"id":"https://openalex.org/C2908647359","wikidata":"https://www.wikidata.org/wiki/Q2625603","display_name":"Population","level":2,"score":0.5501728653907776},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.4706936180591583},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.4351269006729126},{"id":"https://openalex.org/C137836250","wikidata":"https://www.wikidata.org/wiki/Q984063","display_name":"Optimization problem","level":2,"score":0.4287894666194916},{"id":"https://openalex.org/C159149176","wikidata":"https://www.wikidata.org/wiki/Q14489129","display_name":"Evolutionary algorithm","level":2,"score":0.42341914772987366},{"id":"https://openalex.org/C156273044","wikidata":"https://www.wikidata.org/wiki/Q4913766","display_name":"Bin","level":2,"score":0.41533926129341125},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3333466053009033},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.27906250953674316},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2356763780117035},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.0722210705280304},{"id":"https://openalex.org/C13280743","wikidata":"https://www.wikidata.org/wiki/Q131089","display_name":"Geodesy","level":1,"score":0.0},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.0},{"id":"https://openalex.org/C149923435","wikidata":"https://www.wikidata.org/wiki/Q37732","display_name":"Demography","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/cec.2015.7256917","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cec.2015.7256917","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2015 IEEE Congress on Evolutionary Computation (CEC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":44,"referenced_works":["https://openalex.org/W194800985","https://openalex.org/W1497256448","https://openalex.org/W1508684207","https://openalex.org/W1595159159","https://openalex.org/W1634005169","https://openalex.org/W1699954493","https://openalex.org/W1966334496","https://openalex.org/W1973603338","https://openalex.org/W1986512036","https://openalex.org/W1992419399","https://openalex.org/W1996538584","https://openalex.org/W2013530604","https://openalex.org/W2014705308","https://openalex.org/W2024060531","https://openalex.org/W2026768257","https://openalex.org/W2026789128","https://openalex.org/W2039847237","https://openalex.org/W2052367557","https://openalex.org/W2068610075","https://openalex.org/W2069881902","https://openalex.org/W2084134149","https://openalex.org/W2096144405","https://openalex.org/W2099655666","https://openalex.org/W2108323654","https://openalex.org/W2117250519","https://openalex.org/W2125332715","https://openalex.org/W2127218421","https://openalex.org/W2127616106","https://openalex.org/W2129724855","https://openalex.org/W2131456395","https://openalex.org/W2132181343","https://openalex.org/W2137340504","https://openalex.org/W2138810473","https://openalex.org/W2152195021","https://openalex.org/W2155529731","https://openalex.org/W2156194072","https://openalex.org/W2162145193","https://openalex.org/W2167966194","https://openalex.org/W3017143921","https://openalex.org/W6637305717","https://openalex.org/W6674686537","https://openalex.org/W6678914141","https://openalex.org/W6684681114","https://openalex.org/W6776565550"],"related_works":["https://openalex.org/W2726551571","https://openalex.org/W2394392475","https://openalex.org/W2069937987","https://openalex.org/W1571424162","https://openalex.org/W2015132550","https://openalex.org/W3006802988","https://openalex.org/W2235797280","https://openalex.org/W1825560194","https://openalex.org/W3199390665","https://openalex.org/W2126943800"],"abstract_inverted_index":{"This":[0,116],"paper":[1],"introduces":[2],"a":[3,29,79],"Cluster-based":[4],"Differential":[5,25],"Evolution":[6,26],"Algorithm":[7],"with":[8],"Heterogeneous":[9],"Influence":[10],"for":[11,43,130],"solving":[12],"complex":[13,146],"optimization":[14],"problems.":[15],"The":[16,46,56,68,97,136],"idea":[17],"behind":[18],"this":[19],"combination":[20],"is":[21,50,71,101,142],"to":[22,38,93,104,133,166],"classify":[23],"the":[24,44,82,87,91,95,120,139,158],"population":[27,83],"into":[28],"number":[30,47],"of":[31,48,81,138],"clusters":[32,49,132],"using":[33,126],"k-means":[34,98],"clustering":[35,99],"method":[36],"and":[37,66,84,122],"apply":[39],"different":[40,127],"mutation":[41,61,74,128],"strategies":[42,129],"clusters.":[45,115],"changed":[51],"dynamically":[52],"in":[53,90,118],"each":[54],"generation.":[55],"proposed":[57,140,159],"algorithm":[58,100,160],"uses":[59],"three":[60],"strategies:":[62],"DE/best-group/":[63,69],"1/exp,":[64],"DE/rand1/exp":[65],"DE/rand/1/bin.":[67],"1/exp":[70],"an":[72],"improved":[73],"strategy":[75],"that":[76,107,157],"randomly":[77],"selects":[78],"portion":[80],"then":[85],"chooses":[86],"best":[88],"individual":[89],"group":[92],"guide":[94],"evolution.":[96],"used":[102],"periodically":[103],"fine-tune":[105],"solutions":[106],"are":[108],"generated":[109],"from":[110],"DE/best-group/1/exp":[111],"by":[112,125],"producing":[113],"new":[114],"helps":[117],"balancing":[119],"exploration":[121],"exploitation":[123],"capabilities":[124],"these":[131],"enhance":[134],"diversity.":[135],"performance":[137,163],"approach":[141],"tested":[143],"on":[144,149],"25":[145],"benchmark":[147],"functions":[148],"single":[150],"objective":[151],"real-parameter":[152],"numerical":[153],"optimization.":[154],"Results":[155],"show":[156],"exhibits":[161],"competitive":[162],"when":[164],"compared":[165],"other":[167],"state-of-the-art":[168],"algorithms.":[169]},"counts_by_year":[{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":1},{"year":2018,"cited_by_count":1},{"year":2017,"cited_by_count":1},{"year":2016,"cited_by_count":3}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}