{"id":"https://openalex.org/W2096837920","doi":"https://doi.org/10.1109/tsmcc.2002.1009128","title":"Statistical analysis of the main parameters involved in the design of a genetic algorithm","display_name":"Statistical analysis of the main parameters involved in the design of a genetic algorithm","publication_year":2002,"publication_date":"2002-02-01","ids":{"openalex":"https://openalex.org/W2096837920","doi":"https://doi.org/10.1109/tsmcc.2002.1009128","mag":"2096837920"},"language":"en","primary_location":{"id":"doi:10.1109/tsmcc.2002.1009128","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tsmcc.2002.1009128","pdf_url":null,"source":{"id":"https://openalex.org/S4210227557","display_name":"IEEE Transactions on Systems Man and Cybernetics Part C (Applications and Reviews)","issn_l":"1094-6977","issn":["1094-6977","1558-2442"],"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 Systems, Man and Cybernetics, Part C (Applications and Reviews)","raw_type":"journal-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/A5089029287","display_name":"Ignacio Rojas","orcid":"https://orcid.org/0000-0002-1033-5635"},"institutions":[{"id":"https://openalex.org/I173304897","display_name":"Universidad de Granada","ror":"https://ror.org/04njjy449","country_code":"ES","type":"education","lineage":["https://openalex.org/I173304897"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"I. Rojas","raw_affiliation_strings":["Department of Computer Architecture and Technology, University of Granada, Granada, Spain","Dept. of Comput. Archit. & Technol., Granada Univ., Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Architecture and Technology, University of Granada, Granada, Spain","institution_ids":["https://openalex.org/I173304897"]},{"raw_affiliation_string":"Dept. of Comput. Archit. & Technol., Granada Univ., Spain","institution_ids":["https://openalex.org/I173304897"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070099905","display_name":"Jes\u00fas Gonz\u00e1lez","orcid":"https://orcid.org/0000-0002-0415-1821"},"institutions":[{"id":"https://openalex.org/I173304897","display_name":"Universidad de Granada","ror":"https://ror.org/04njjy449","country_code":"ES","type":"education","lineage":["https://openalex.org/I173304897"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"J. Gonzalez","raw_affiliation_strings":["Department of Computer Architecture and Technology, University of Granada, Granada, Spain","Dept. of Comput. Archit. & Technol., Granada Univ., Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Architecture and Technology, University of Granada, Granada, Spain","institution_ids":["https://openalex.org/I173304897"]},{"raw_affiliation_string":"Dept. of Comput. Archit. & Technol., Granada Univ., Spain","institution_ids":["https://openalex.org/I173304897"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039951150","display_name":"H. Pomares","orcid":"https://orcid.org/0000-0002-8528-828X"},"institutions":[{"id":"https://openalex.org/I173304897","display_name":"Universidad de Granada","ror":"https://ror.org/04njjy449","country_code":"ES","type":"education","lineage":["https://openalex.org/I173304897"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"H. Pomares","raw_affiliation_strings":["Department of Computer Architecture and Technology, University of Granada, Granada, Spain","Dept. of Comput. Archit. & Technol., Granada Univ., Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Architecture and Technology, University of Granada, Granada, Spain","institution_ids":["https://openalex.org/I173304897"]},{"raw_affiliation_string":"Dept. of Comput. Archit. & Technol., Granada Univ., Spain","institution_ids":["https://openalex.org/I173304897"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5063930069","display_name":"J. J. Merelo","orcid":"https://orcid.org/0000-0002-1385-9741"},"institutions":[{"id":"https://openalex.org/I173304897","display_name":"Universidad de Granada","ror":"https://ror.org/04njjy449","country_code":"ES","type":"education","lineage":["https://openalex.org/I173304897"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"J.J. Merelo","raw_affiliation_strings":["Department of Computer Architecture and Technology, University of Granada, Granada, Spain","Dept. of Comput. Archit. & Technol., Granada Univ., Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Architecture and Technology, University of Granada, Granada, Spain","institution_ids":["https://openalex.org/I173304897"]},{"raw_affiliation_string":"Dept. of Comput. Archit. & Technol., Granada Univ., Spain","institution_ids":["https://openalex.org/I173304897"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5033558251","display_name":"Pedro \u00c1. Castillo","orcid":"https://orcid.org/0000-0002-5258-0620"},"institutions":[{"id":"https://openalex.org/I173304897","display_name":"Universidad de Granada","ror":"https://ror.org/04njjy449","country_code":"ES","type":"education","lineage":["https://openalex.org/I173304897"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"P.A. Castillo","raw_affiliation_strings":["Department of Computer Architecture and Technology, University of Granada, Granada, Spain","Dept. of Comput. Archit. & Technol., Granada Univ., Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Architecture and Technology, University of Granada, Granada, Spain","institution_ids":["https://openalex.org/I173304897"]},{"raw_affiliation_string":"Dept. of Comput. Archit. & Technol., Granada Univ., Spain","institution_ids":["https://openalex.org/I173304897"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5023015655","display_name":"G. Romero","orcid":"https://orcid.org/0000-0002-5498-7512"},"institutions":[{"id":"https://openalex.org/I173304897","display_name":"Universidad de Granada","ror":"https://ror.org/04njjy449","country_code":"ES","type":"education","lineage":["https://openalex.org/I173304897"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"G. Romero","raw_affiliation_strings":["Department of Computer Architecture and Technology, University of Granada, Granada, Spain","Dept. of Comput. Archit. & Technol., Granada Univ., Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Architecture and Technology, University of Granada, Granada, Spain","institution_ids":["https://openalex.org/I173304897"]},{"raw_affiliation_string":"Dept. of Comput. Archit. & Technol., Granada Univ., Spain","institution_ids":["https://openalex.org/I173304897"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":2.1325,"has_fulltext":false,"cited_by_count":103,"citation_normalized_percentile":{"value":0.88559955,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":"32","issue":"1","first_page":"31","last_page":"37"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11975","display_name":"Evolutionary Algorithms and Applications","score":0.9980000257492065,"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/T11975","display_name":"Evolutionary Algorithms and Applications","score":0.9980000257492065,"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/T10100","display_name":"Metaheuristic Optimization Algorithms Research","score":0.9976000189781189,"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":0.9919000267982483,"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/crossover","display_name":"Crossover","score":0.9132751822471619},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.6922861337661743},{"id":"https://openalex.org/keywords/genetic-algorithm","display_name":"Genetic algorithm","score":0.6311843395233154},{"id":"https://openalex.org/keywords/viewpoints","display_name":"Viewpoints","score":0.6181197166442871},{"id":"https://openalex.org/keywords/variance","display_name":"Variance (accounting)","score":0.5836710929870605},{"id":"https://openalex.org/keywords/population","display_name":"Population","score":0.5722501277923584},{"id":"https://openalex.org/keywords/mutation","display_name":"Mutation","score":0.5134838223457336},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4740840196609497},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.45031100511550903},{"id":"https://openalex.org/keywords/population-variance","display_name":"Population variance","score":0.4344404339790344},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.3989393711090088},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.3643105626106262},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.35369110107421875},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.17987316846847534},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.06434893608093262}],"concepts":[{"id":"https://openalex.org/C122507166","wikidata":"https://www.wikidata.org/wiki/Q628906","display_name":"Crossover","level":2,"score":0.9132751822471619},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.6922861337661743},{"id":"https://openalex.org/C8880873","wikidata":"https://www.wikidata.org/wiki/Q187787","display_name":"Genetic algorithm","level":2,"score":0.6311843395233154},{"id":"https://openalex.org/C2776035091","wikidata":"https://www.wikidata.org/wiki/Q7928819","display_name":"Viewpoints","level":2,"score":0.6181197166442871},{"id":"https://openalex.org/C196083921","wikidata":"https://www.wikidata.org/wiki/Q7915758","display_name":"Variance (accounting)","level":2,"score":0.5836710929870605},{"id":"https://openalex.org/C2908647359","wikidata":"https://www.wikidata.org/wiki/Q2625603","display_name":"Population","level":2,"score":0.5722501277923584},{"id":"https://openalex.org/C501734568","wikidata":"https://www.wikidata.org/wiki/Q42918","display_name":"Mutation","level":3,"score":0.5134838223457336},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4740840196609497},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.45031100511550903},{"id":"https://openalex.org/C2985420695","wikidata":"https://www.wikidata.org/wiki/Q175199","display_name":"Population variance","level":3,"score":0.4344404339790344},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.3989393711090088},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.3643105626106262},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.35369110107421875},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.17987316846847534},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.06434893608093262},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0},{"id":"https://openalex.org/C185429906","wikidata":"https://www.wikidata.org/wiki/Q1130160","display_name":"Estimator","level":2,"score":0.0},{"id":"https://openalex.org/C149923435","wikidata":"https://www.wikidata.org/wiki/Q37732","display_name":"Demography","level":1,"score":0.0},{"id":"https://openalex.org/C153349607","wikidata":"https://www.wikidata.org/wiki/Q36649","display_name":"Visual arts","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/C142362112","wikidata":"https://www.wikidata.org/wiki/Q735","display_name":"Art","level":0,"score":0.0},{"id":"https://openalex.org/C121955636","wikidata":"https://www.wikidata.org/wiki/Q4116214","display_name":"Accounting","level":1,"score":0.0},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","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}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/tsmcc.2002.1009128","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tsmcc.2002.1009128","pdf_url":null,"source":{"id":"https://openalex.org/S4210227557","display_name":"IEEE Transactions on Systems Man and Cybernetics Part C (Applications and Reviews)","issn_l":"1094-6977","issn":["1094-6977","1558-2442"],"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 Systems, Man and Cybernetics, Part C (Applications and Reviews)","raw_type":"journal-article"},{"id":"pmh:oai:CiteSeerX.psu:10.1.1.378.1669","is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.378.1669","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://hera.ugr.es/doi/15010181.pdf","raw_type":"text"}],"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/W329913983","https://openalex.org/W1591761170","https://openalex.org/W2021990760","https://openalex.org/W2028569720","https://openalex.org/W2053565514","https://openalex.org/W2141775109","https://openalex.org/W2142183404","https://openalex.org/W2166843422","https://openalex.org/W2278052651","https://openalex.org/W2327661356","https://openalex.org/W2334113848","https://openalex.org/W2996739384","https://openalex.org/W4233474116","https://openalex.org/W4300886904","https://openalex.org/W6694866340"],"related_works":["https://openalex.org/W2014162767","https://openalex.org/W2115729582","https://openalex.org/W2809283963","https://openalex.org/W2367260997","https://openalex.org/W4250066735","https://openalex.org/W2378128390","https://openalex.org/W4235494239","https://openalex.org/W2367750970","https://openalex.org/W2347490703","https://openalex.org/W4240613742"],"abstract_inverted_index":{"Most":[0],"genetic":[1],"algorithm":[2],"(GA)":[3],"users":[4],"adjust":[5],"the":[6,10,46,50,65,74,83,96,111,116,134,137,144,155,169,172],"main":[7,85],"parameters":[8,44,76,156],"of":[9,12,22,54,59,67,87,98,139,154,171],"design":[11,160],"a":[13,55,125,165],"GA":[14,32,159],"(crossover":[15],"and":[16,26,52,93,151],"mutation":[17],"probability,":[18],"population":[19,138],"size,":[20],"number":[21],"generations,":[23],"crossover,":[24],"mutation,":[25],"selection":[27],"operators)":[28],"manually.":[29],"Nevertheless,":[30],"when":[31,69],"applications":[33],"are":[34,161],"being":[35],"developed":[36],"it":[37],"is":[38,108,133],"very":[39],"important":[40],"to":[41,63,73,109,119,123,141],"know":[42],"which":[43],"have":[45,100],"greatest":[47],"influence":[48],"on":[49],"behavior":[51],"performance":[53],"GA.":[56],"The":[57,106,130,149],"purpose":[58],"this":[60],"study":[61,110],"was":[62,147],"analyze":[64],"dynamics":[66,97],"GAs":[68,99],"confronted":[70],"with":[71],"modifications":[72],"principal":[75],"that":[77],"define":[78],"them,":[79],"taking":[80],"into":[81],"account":[82],"two":[84,104],"characteristics":[86],"GAs;":[88,140],"their":[89],"capacity":[90,122],"for":[91],"exploration":[92],"exploitation.":[94],"Therefore,":[95],"been":[101],"analyzed":[102],"from":[103],"viewpoints.":[105],"first":[107],"best":[112],"solution":[113],"found":[114],"by":[115,163],"system,":[117],"i.e.,":[118],"observe":[120],"its":[121],"obtain":[124],"local":[126],"or":[127],"global":[128],"optimum.":[129],"second":[131],"viewpoint":[132],"diversity":[135],"within":[136],"examine":[142],"this,":[143],"average":[145],"fitness":[146],"calculated.":[148],"relevancy":[150],"relative":[152],"importance":[153],"involved":[157],"in":[158],"investigated":[162],"using":[164],"powerful":[166],"statistical":[167],"tool,":[168],"analysis":[170],"variance":[173],"(ANOVA).":[174]},"counts_by_year":[{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":4},{"year":2021,"cited_by_count":3},{"year":2020,"cited_by_count":2},{"year":2019,"cited_by_count":3},{"year":2017,"cited_by_count":4},{"year":2016,"cited_by_count":3},{"year":2015,"cited_by_count":5},{"year":2014,"cited_by_count":4},{"year":2013,"cited_by_count":8},{"year":2012,"cited_by_count":5}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
