{"id":"https://openalex.org/W2089356786","doi":"https://doi.org/10.7148/2014-0340","title":"A Comparative Study To Evolutionary Algorithms","display_name":"A Comparative Study To Evolutionary Algorithms","publication_year":2014,"publication_date":"2014-05-27","ids":{"openalex":"https://openalex.org/W2089356786","doi":"https://doi.org/10.7148/2014-0340","mag":"2089356786"},"language":"en","primary_location":{"id":"doi:10.7148/2014-0340","is_oa":false,"landing_page_url":"https://doi.org/10.7148/2014-0340","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ECMS 2014 Proceedings edited by: Flaminio Squazzoni, Fabio Baronio, Claudia Archetti, Marco Castellani","raw_type":"proceedings-article"},"type":"article","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/A5089446348","display_name":"Eva Voln\u00e1","orcid":"https://orcid.org/0000-0002-8453-3757"},"institutions":[{"id":"https://openalex.org/I187293425","display_name":"University of Ostrava","ror":"https://ror.org/00pyqav47","country_code":"CZ","type":"education","lineage":["https://openalex.org/I187293425"]}],"countries":["CZ"],"is_corresponding":true,"raw_author_name":"Eva Volna","raw_affiliation_strings":["Univ. of Ostrava"],"affiliations":[{"raw_affiliation_string":"Univ. of Ostrava","institution_ids":["https://openalex.org/I187293425"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5087274656","display_name":"Martin Kotyrba","orcid":"https://orcid.org/0000-0003-3780-3053"},"institutions":[{"id":"https://openalex.org/I187293425","display_name":"University of Ostrava","ror":"https://ror.org/00pyqav47","country_code":"CZ","type":"education","lineage":["https://openalex.org/I187293425"]}],"countries":["CZ"],"is_corresponding":false,"raw_author_name":"Martin Kotyrba","raw_affiliation_strings":["Univ. of Ostrava"],"affiliations":[{"raw_affiliation_string":"Univ. of Ostrava","institution_ids":["https://openalex.org/I187293425"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5089446348"],"corresponding_institution_ids":["https://openalex.org/I187293425"],"apc_list":null,"apc_paid":null,"fwci":4.0901,"has_fulltext":false,"cited_by_count":15,"citation_normalized_percentile":{"value":0.94331371,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"340","last_page":"345"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10100","display_name":"Metaheuristic Optimization Algorithms Research","score":0.9998000264167786,"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":0.9998000264167786,"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":0.9979000091552734,"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":0.9775999784469604,"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/evolutionary-algorithm","display_name":"Evolutionary algorithm","score":0.6666686534881592},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6199212074279785},{"id":"https://openalex.org/keywords/evolutionary-computation","display_name":"Evolutionary computation","score":0.5959473252296448},{"id":"https://openalex.org/keywords/combinatorial-optimization","display_name":"Combinatorial optimization","score":0.5293059349060059},{"id":"https://openalex.org/keywords/memetic-algorithm","display_name":"Memetic algorithm","score":0.4880308210849762},{"id":"https://openalex.org/keywords/differential-evolution","display_name":"Differential evolution","score":0.4859115183353424},{"id":"https://openalex.org/keywords/population","display_name":"Population","score":0.47251802682876587},{"id":"https://openalex.org/keywords/optimization-problem","display_name":"Optimization problem","score":0.4617844223976135},{"id":"https://openalex.org/keywords/metaheuristic","display_name":"Metaheuristic","score":0.4538423418998718},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.4479654133319855},{"id":"https://openalex.org/keywords/cultural-algorithm","display_name":"Cultural algorithm","score":0.42359471321105957},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.4222647547721863},{"id":"https://openalex.org/keywords/simulated-annealing","display_name":"Simulated annealing","score":0.41917794942855835},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3358335494995117},{"id":"https://openalex.org/keywords/meta-optimization","display_name":"Meta-optimization","score":0.2720838785171509},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.24514290690422058}],"concepts":[{"id":"https://openalex.org/C159149176","wikidata":"https://www.wikidata.org/wiki/Q14489129","display_name":"Evolutionary algorithm","level":2,"score":0.6666686534881592},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6199212074279785},{"id":"https://openalex.org/C105902424","wikidata":"https://www.wikidata.org/wiki/Q1197129","display_name":"Evolutionary computation","level":2,"score":0.5959473252296448},{"id":"https://openalex.org/C52692508","wikidata":"https://www.wikidata.org/wiki/Q1333872","display_name":"Combinatorial optimization","level":2,"score":0.5293059349060059},{"id":"https://openalex.org/C35129592","wikidata":"https://www.wikidata.org/wiki/Q324793","display_name":"Memetic algorithm","level":3,"score":0.4880308210849762},{"id":"https://openalex.org/C74750220","wikidata":"https://www.wikidata.org/wiki/Q2662197","display_name":"Differential evolution","level":2,"score":0.4859115183353424},{"id":"https://openalex.org/C2908647359","wikidata":"https://www.wikidata.org/wiki/Q2625603","display_name":"Population","level":2,"score":0.47251802682876587},{"id":"https://openalex.org/C137836250","wikidata":"https://www.wikidata.org/wiki/Q984063","display_name":"Optimization problem","level":2,"score":0.4617844223976135},{"id":"https://openalex.org/C109718341","wikidata":"https://www.wikidata.org/wiki/Q1385229","display_name":"Metaheuristic","level":2,"score":0.4538423418998718},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.4479654133319855},{"id":"https://openalex.org/C5536111","wikidata":"https://www.wikidata.org/wiki/Q5193250","display_name":"Cultural algorithm","level":4,"score":0.42359471321105957},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.4222647547721863},{"id":"https://openalex.org/C126980161","wikidata":"https://www.wikidata.org/wiki/Q863783","display_name":"Simulated annealing","level":2,"score":0.41917794942855835},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3358335494995117},{"id":"https://openalex.org/C4935549","wikidata":"https://www.wikidata.org/wiki/Q6822261","display_name":"Meta-optimization","level":3,"score":0.2720838785171509},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.24514290690422058},{"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:10.7148/2014-0340","is_oa":false,"landing_page_url":"https://doi.org/10.7148/2014-0340","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ECMS 2014 Proceedings edited by: Flaminio Squazzoni, Fabio Baronio, Claudia Archetti, Marco Castellani","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Decent work and economic growth","score":0.5299999713897705,"id":"https://metadata.un.org/sdg/8"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":6,"referenced_works":["https://openalex.org/W198078190","https://openalex.org/W1699954493","https://openalex.org/W2024060531","https://openalex.org/W2105217850","https://openalex.org/W2476096155","https://openalex.org/W4285719527"],"related_works":["https://openalex.org/W2154827005","https://openalex.org/W2049779581","https://openalex.org/W2771537924","https://openalex.org/W4251322511","https://openalex.org/W2604885511","https://openalex.org/W2166377462","https://openalex.org/W2063712048","https://openalex.org/W4250606376","https://openalex.org/W2079483465","https://openalex.org/W4245579487"],"abstract_inverted_index":{"Evolutionary":[0,146,199],"algorithms":[1,5,33,79,147,260,272],"are":[2,102,140,232],"general":[3],"iterative":[4,202],"for":[6,93],"combinatorial":[7,163,196],"optimization.":[8],"The":[9,99],"term":[10],"evolutionary":[11,26,182,259,271],"algorithm":[12,20],"is":[13,23,184,214,261],"used":[14,157],"to":[15,17,37,117,170,225],"refer":[16],"any":[18],"probabilistic":[19],"whose":[21],"design":[22],"inspired":[24,234],"by":[25,125,235],"mechanisms":[27,237],"found":[28,36],"in":[29,43,90,158,209,217,253,263],"biological":[30,236],"species.":[31],"These":[32,78],"have":[34,80,149,154],"been":[35,155],"be":[38],"very":[39],"effective":[40],"and":[41,72,113,153,247],"robust":[42],"solving":[44],"numerous":[45],"problems":[46,161,164],"from":[47,133,162,274],"a":[48,59,185,210,218],"wide":[49],"range":[50],"of":[51,120,130,187,238],"application":[52],"domains.":[53],"In":[54,179],"this":[55],"paper":[56],"we":[57],"perform":[58],"comparative":[60],"study":[61],"among":[62],"Genetic":[63],"Algorithms":[64,76],"(GA),":[65],"Simulated":[66],"Annealing":[67],"(SA),":[68],"Differential":[69],"Evolution":[70],"(DE),":[71],"Self":[73],"Organising":[74],"Migrating":[75],"(SOMA).":[77],"many":[81,150,251],"similarities,":[82],"but":[83],"they":[84],"also":[85],"possess":[86],"distinctive":[87],"features,":[88],"mainly":[89],"their":[91],"strategies":[92],"searching":[94],"the":[95,105,121,131,227],"solution":[96,123,136,257,269],"state":[97],"space.":[98],"four":[100],"heuristics":[101],"applied":[103],"on":[104],"same":[106],"optimization":[107,160,174,197],"problem":[108],"Travelling":[109],"Salesman":[110],"Problem":[111,256,268],"(TSP)":[112],"compared":[114],"with":[115],"respect":[116],"(1)":[118],"quality":[119],"best":[122],"identified":[124],"each":[126],"heuristic,":[127],"(2)":[128],"progress":[129],"search":[132,221],"an":[134],"initial":[135],"until":[137],"stopping":[138],"criteria":[139],"met.":[141],"INTRODUCTION":[142],"TO":[143],"EVOLUTIONARY":[144],"ALGORITHMS":[145],"(EAs)":[148],"interesting":[151],"properties":[152],"widely":[156],"various":[159],"such":[165,204],"as":[166,205],"job":[167],"shop":[168],"scheduling":[169],"real":[171],"valued":[172],"parameter":[173],"(Back":[175],"et":[176],"al.":[177],"1997).":[178],"computer":[180,254],"science,":[181],"computation":[183,200],"subfield":[186],"artificial":[188],"intelligence":[189],"(more":[190],"particularly":[191],"computational":[192],"intelligence)":[193],"that":[194],"involves":[195],"problems.":[198],"uses":[201],"progress,":[203],"growth":[206],"or":[207],"development":[208],"population.":[211],"This":[212],"population":[213],"then":[215],"selected":[216],"guided":[219],"random":[220],"using":[222,258,270],"parallel":[223],"processing":[224],"achieve":[226],"desired":[228],"end.":[229],"Such":[230],"processes":[231,246],"often":[233],"evolution.":[239],"As":[240],"evolution":[241],"can":[242],"produce":[243],"highly":[244],"optimised":[245],"networks,":[248],"it":[249],"has":[250],"applications":[252],"science.":[255],"shown":[262],"Figure":[264,266],"1.":[265],"1:":[267],"(adapted":[273],"http://jpmc.sourceforge.net":[275],")":[276]},"counts_by_year":[{"year":2022,"cited_by_count":2},{"year":2020,"cited_by_count":1},{"year":2018,"cited_by_count":1},{"year":2017,"cited_by_count":3},{"year":2016,"cited_by_count":2},{"year":2015,"cited_by_count":5}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
