{"id":"https://openalex.org/W2114982140","doi":"https://doi.org/10.1109/emeit.2011.6023708","title":"An empirical study on Differential Evolution algorithm and its several variants","display_name":"An empirical study on Differential Evolution algorithm and its several variants","publication_year":2011,"publication_date":"2011-08-01","ids":{"openalex":"https://openalex.org/W2114982140","doi":"https://doi.org/10.1109/emeit.2011.6023708","mag":"2114982140"},"language":"en","primary_location":{"id":"doi:10.1109/emeit.2011.6023708","is_oa":false,"landing_page_url":"https://doi.org/10.1109/emeit.2011.6023708","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of 2011 International Conference on Electronic &amp; Mechanical Engineering and Information Technology","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/A5018266374","display_name":"Renhao Zhou","orcid":null},"institutions":[{"id":"https://openalex.org/I3124059619","display_name":"China University of Geosciences","ror":"https://ror.org/04gcegc37","country_code":"CN","type":"education","lineage":["https://openalex.org/I3124059619"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Renhao Zhou","raw_affiliation_strings":["Faculty of Computer Science, China University of Geosciences, Wuhan, P.R. China","Faculty of Computer Science, China University of Geosciences, Wuhan, P.R.China#TAB#"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Computer Science, China University of Geosciences, Wuhan, P.R. China","institution_ids":["https://openalex.org/I3124059619"]},{"raw_affiliation_string":"Faculty of Computer Science, China University of Geosciences, Wuhan, P.R.China#TAB#","institution_ids":["https://openalex.org/I3124059619"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100802894","display_name":"Jianliang Hao","orcid":"https://orcid.org/0009-0008-9407-2959"},"institutions":[{"id":"https://openalex.org/I3124059619","display_name":"China University of Geosciences","ror":"https://ror.org/04gcegc37","country_code":"CN","type":"education","lineage":["https://openalex.org/I3124059619"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jianliang Hao","raw_affiliation_strings":["Faculty of Computer Science, China University of Geosciences, Wuhan, P.R. China","Faculty of Computer Science, China University of Geosciences, Wuhan, P.R.China#TAB#"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Computer Science, China University of Geosciences, Wuhan, P.R. China","institution_ids":["https://openalex.org/I3124059619"]},{"raw_affiliation_string":"Faculty of Computer Science, China University of Geosciences, Wuhan, P.R.China#TAB#","institution_ids":["https://openalex.org/I3124059619"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5111907151","display_name":"Hongwu Cao","orcid":null},"institutions":[{"id":"https://openalex.org/I3124059619","display_name":"China University of Geosciences","ror":"https://ror.org/04gcegc37","country_code":"CN","type":"education","lineage":["https://openalex.org/I3124059619"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hongwu Cao","raw_affiliation_strings":["Faculty of Computer Science, China University of Geosciences, Wuhan, P.R. China","Faculty of Computer Science, China University of Geosciences, Wuhan, P.R.China#TAB#"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Computer Science, China University of Geosciences, Wuhan, P.R. China","institution_ids":["https://openalex.org/I3124059619"]},{"raw_affiliation_string":"Faculty of Computer Science, China University of Geosciences, Wuhan, P.R.China#TAB#","institution_ids":["https://openalex.org/I3124059619"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5102532453","display_name":"Hongwei Fan","orcid":null},"institutions":[{"id":"https://openalex.org/I3124059619","display_name":"China University of Geosciences","ror":"https://ror.org/04gcegc37","country_code":"CN","type":"education","lineage":["https://openalex.org/I3124059619"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hongwei Fan","raw_affiliation_strings":["Faculty of Computer Science, China University of Geosciences, Wuhan, P.R. China","Faculty of Computer Science, China University of Geosciences, Wuhan, P.R.China#TAB#"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Computer Science, China University of Geosciences, Wuhan, P.R. China","institution_ids":["https://openalex.org/I3124059619"]},{"raw_affiliation_string":"Faculty of Computer Science, China University of Geosciences, Wuhan, P.R.China#TAB#","institution_ids":["https://openalex.org/I3124059619"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I3124059619"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"3266","last_page":"3271"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10100","display_name":"Metaheuristic Optimization Algorithms Research","score":0.9998999834060669,"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":0.9998999834060669,"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":0.9919999837875366,"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":0.9904999732971191,"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/differential-evolution","display_name":"Differential evolution","score":0.7762162685394287},{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.6980762481689453},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.6467282772064209},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5946429967880249},{"id":"https://openalex.org/keywords/bin","display_name":"Bin","score":0.535619854927063},{"id":"https://openalex.org/keywords/convergence","display_name":"Convergence (economics)","score":0.5282513499259949},{"id":"https://openalex.org/keywords/algorithm-design","display_name":"Algorithm design","score":0.4472285211086273},{"id":"https://openalex.org/keywords/mutation","display_name":"Mutation","score":0.4467408061027527},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.42412757873535156},{"id":"https://openalex.org/keywords/evolutionary-computation","display_name":"Evolutionary computation","score":0.41498082876205444},{"id":"https://openalex.org/keywords/evolutionary-algorithm","display_name":"Evolutionary algorithm","score":0.4119640290737152},{"id":"https://openalex.org/keywords/differential","display_name":"Differential (mechanical device)","score":0.4107927680015564},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.26959744095802307},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.2324751615524292},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.09366875886917114}],"concepts":[{"id":"https://openalex.org/C74750220","wikidata":"https://www.wikidata.org/wiki/Q2662197","display_name":"Differential evolution","level":2,"score":0.7762162685394287},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.6980762481689453},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.6467282772064209},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5946429967880249},{"id":"https://openalex.org/C156273044","wikidata":"https://www.wikidata.org/wiki/Q4913766","display_name":"Bin","level":2,"score":0.535619854927063},{"id":"https://openalex.org/C2777303404","wikidata":"https://www.wikidata.org/wiki/Q759757","display_name":"Convergence (economics)","level":2,"score":0.5282513499259949},{"id":"https://openalex.org/C106516650","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm design","level":2,"score":0.4472285211086273},{"id":"https://openalex.org/C501734568","wikidata":"https://www.wikidata.org/wiki/Q42918","display_name":"Mutation","level":3,"score":0.4467408061027527},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.42412757873535156},{"id":"https://openalex.org/C105902424","wikidata":"https://www.wikidata.org/wiki/Q1197129","display_name":"Evolutionary computation","level":2,"score":0.41498082876205444},{"id":"https://openalex.org/C159149176","wikidata":"https://www.wikidata.org/wiki/Q14489129","display_name":"Evolutionary algorithm","level":2,"score":0.4119640290737152},{"id":"https://openalex.org/C93226319","wikidata":"https://www.wikidata.org/wiki/Q193137","display_name":"Differential (mechanical device)","level":2,"score":0.4107927680015564},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.26959744095802307},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2324751615524292},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.09366875886917114},{"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/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"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/C146978453","wikidata":"https://www.wikidata.org/wiki/Q3798668","display_name":"Aerospace engineering","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/C50522688","wikidata":"https://www.wikidata.org/wiki/Q189833","display_name":"Economic growth","level":1,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/emeit.2011.6023708","is_oa":false,"landing_page_url":"https://doi.org/10.1109/emeit.2011.6023708","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of 2011 International Conference on Electronic &amp; Mechanical Engineering and Information Technology","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":15,"referenced_works":["https://openalex.org/W1563734771","https://openalex.org/W1879678483","https://openalex.org/W1923378012","https://openalex.org/W1974807546","https://openalex.org/W1997600725","https://openalex.org/W2020009149","https://openalex.org/W2060003603","https://openalex.org/W2088424609","https://openalex.org/W2107915862","https://openalex.org/W2124548165","https://openalex.org/W2126991807","https://openalex.org/W2137340504","https://openalex.org/W2155529731","https://openalex.org/W2156194072","https://openalex.org/W2162145193"],"related_works":["https://openalex.org/W2394392475","https://openalex.org/W2079483465","https://openalex.org/W2069937987","https://openalex.org/W2107894985","https://openalex.org/W2911471039","https://openalex.org/W4297582752","https://openalex.org/W4285805405","https://openalex.org/W1571424162","https://openalex.org/W2021957875","https://openalex.org/W2015132550"],"abstract_inverted_index":{"Differential":[0,73,85],"Evolution":[1,74,86],"(DE)":[2],"is":[3,63,79],"a":[4,43,89],"simple":[5],"and":[6,47,76,119,123],"efficient":[7],"global":[8],"optimization":[9,60],"algorithm.":[10,39],"However,":[11],"DE":[12,32,46,92],"has":[13,24],"indicated":[14],"its":[15,48],"weaknesses,":[16],"such":[17],"as":[18],"the":[19,37,65,71,77,80,97,100,112,116,124],"convergence":[20],"rate.":[21],"This":[22,40],"fact":[23],"inspired":[25],"many":[26],"computer":[27],"scientists":[28],"to":[29,36],"improve":[30],"upon":[31],"by":[33],"proposing":[34],"modifications":[35],"original":[38],"paper":[41],"presents":[42],"survey":[44],"on":[45],"several":[49,82],"variants.":[50],"In":[51],"this":[52],"paper,":[53],"we":[54,102],"design":[55],"two":[56],"sets":[57],"of":[58,70,84,99,111],"function":[59],"experiments.":[61],"One":[62],"about":[64],"five":[66],"different":[67],"mutation":[68],"strategy":[69,117],"Conventional":[72],"(CDE),":[75],"other":[78],"comparison":[81],"variants":[83],"algorithm":[87,93,126],"with":[88],"new":[90],"improved":[91],"(GPBXDE).":[94],"To":[95],"evaluate":[96],"performance":[98],"algorithm,":[101],"selected":[103],"twelve":[104],"widely":[105],"used":[106],"benchmark":[107],"functions.":[108],"The":[109],"results":[110],"experiment":[113],"prove":[114],"that":[115],"CDE/rand/1/bin":[118],"CDE/rand-to-best/1/bin":[120],"are":[121],"better":[122],"GPBXDE":[125],"performs":[127],"outstanding.":[128]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1},{"year":2020,"cited_by_count":1},{"year":2015,"cited_by_count":1},{"year":2014,"cited_by_count":1}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}
