{"id":"https://openalex.org/W2143689569","doi":"https://doi.org/10.1109/cec.2006.1688360","title":"Minimum Number of Generations Required for Convergence of Genetic Algorithms","display_name":"Minimum Number of Generations Required for Convergence of Genetic Algorithms","publication_year":2006,"publication_date":"2006-09-22","ids":{"openalex":"https://openalex.org/W2143689569","doi":"https://doi.org/10.1109/cec.2006.1688360","mag":"2143689569"},"language":"en","primary_location":{"id":"doi:10.1109/cec.2006.1688360","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cec.2006.1688360","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2006 IEEE International Conference on Evolutionary Computation","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/A5089984658","display_name":"Matthew S. Gibbs","orcid":"https://orcid.org/0000-0001-6653-8688"},"institutions":[{"id":"https://openalex.org/I5681781","display_name":"The University of Adelaide","ror":"https://ror.org/00892tw58","country_code":"AU","type":"education","lineage":["https://openalex.org/I5681781"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"M.S. Gibbs","raw_affiliation_strings":["Centre for Applied Modelling in Water Engineering, School of Civil and Environmental Engineering, University of Adelaide, Adelaide, SA, Australia","Centre for Applied Modelling in Water Engineering, School of Civil and Environmental En gineering, University of Adelaide, Adelaide SA 5005, Australia (e-mail: mgibbs@civeng.adelaide.edu.au)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Centre for Applied Modelling in Water Engineering, School of Civil and Environmental Engineering, University of Adelaide, Adelaide, SA, Australia","institution_ids":["https://openalex.org/I5681781"]},{"raw_affiliation_string":"Centre for Applied Modelling in Water Engineering, School of Civil and Environmental En gineering, University of Adelaide, Adelaide SA 5005, Australia (e-mail: mgibbs@civeng.adelaide.edu.au)","institution_ids":["https://openalex.org/I5681781"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010973652","display_name":"Holger R. Maier","orcid":"https://orcid.org/0000-0002-0277-6887"},"institutions":[{"id":"https://openalex.org/I5681781","display_name":"The University of Adelaide","ror":"https://ror.org/00892tw58","country_code":"AU","type":"education","lineage":["https://openalex.org/I5681781"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"H.R. Maier","raw_affiliation_strings":["Centre for Applied Modelling in Water Engineering, School of Civil and Environmental Engineering, University of Adelaide, Adelaide, SA, Australia","Univ. Of Adelaide, Adelaide"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Centre for Applied Modelling in Water Engineering, School of Civil and Environmental Engineering, University of Adelaide, Adelaide, SA, Australia","institution_ids":["https://openalex.org/I5681781"]},{"raw_affiliation_string":"Univ. Of Adelaide, Adelaide","institution_ids":["https://openalex.org/I5681781"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5046799709","display_name":"Graeme C. Dandy","orcid":"https://orcid.org/0000-0001-5846-7365"},"institutions":[{"id":"https://openalex.org/I5681781","display_name":"The University of Adelaide","ror":"https://ror.org/00892tw58","country_code":"AU","type":"education","lineage":["https://openalex.org/I5681781"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"G.C. Dandy","raw_affiliation_strings":["Centre for Applied Modelling in Water Engineering, School of Civil and Environmental Engineering, University of Adelaide, Adelaide, SA, Australia","Univ. Of Adelaide, Adelaide"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Centre for Applied Modelling in Water Engineering, School of Civil and Environmental Engineering, University of Adelaide, Adelaide, SA, Australia","institution_ids":["https://openalex.org/I5681781"]},{"raw_affiliation_string":"Univ. Of Adelaide, Adelaide","institution_ids":["https://openalex.org/I5681781"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5032668108","display_name":"John B. Nixon","orcid":null},"institutions":[{"id":"https://openalex.org/I2802079659","display_name":"South Australian Water Corporation","ror":"https://ror.org/0220wzg80","country_code":"AU","type":"company","lineage":["https://openalex.org/I2802079659"]},{"id":"https://openalex.org/I4210147304","display_name":"Australian Water Quality Centre","ror":"https://ror.org/04mwphf10","country_code":"AU","type":"other","lineage":["https://openalex.org/I4210147304"]},{"id":"https://openalex.org/I5681781","display_name":"The University of Adelaide","ror":"https://ror.org/00892tw58","country_code":"AU","type":"education","lineage":["https://openalex.org/I5681781"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"J.B. Nixon","raw_affiliation_strings":["United Water International Private Limited, Adelaide, SA, Australia","Univ. Of Adelaide, Adelaide"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"United Water International Private Limited, Adelaide, SA, Australia","institution_ids":["https://openalex.org/I2802079659","https://openalex.org/I4210147304"]},{"raw_affiliation_string":"Univ. Of Adelaide, Adelaide","institution_ids":["https://openalex.org/I5681781"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.9325,"has_fulltext":false,"cited_by_count":36,"citation_normalized_percentile":{"value":0.81998037,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"565","last_page":"572"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10100","display_name":"Metaheuristic Optimization Algorithms Research","score":0.9987999796867371,"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":0.9987999796867371,"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":0.9984999895095825,"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":0.9950000047683716,"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/convergence","display_name":"Convergence (economics)","score":0.6063427329063416},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5600752234458923},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.531055212020874},{"id":"https://openalex.org/keywords/genetic-algorithm","display_name":"Genetic algorithm","score":0.4761759638786316},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.32152116298675537},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.2521577775478363},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.09856471419334412}],"concepts":[{"id":"https://openalex.org/C2777303404","wikidata":"https://www.wikidata.org/wiki/Q759757","display_name":"Convergence (economics)","level":2,"score":0.6063427329063416},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5600752234458923},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.531055212020874},{"id":"https://openalex.org/C8880873","wikidata":"https://www.wikidata.org/wiki/Q187787","display_name":"Genetic algorithm","level":2,"score":0.4761759638786316},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.32152116298675537},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.2521577775478363},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.09856471419334412},{"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/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/cec.2006.1688360","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cec.2006.1688360","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2006 IEEE International Conference on Evolutionary Computation","raw_type":"proceedings-article"},{"id":"pmh:oai:digital.library.adelaide.edu.au:2440/35883","is_oa":false,"landing_page_url":"http://hdl.handle.net/2440/35883","pdf_url":null,"source":{"id":"https://openalex.org/S4306401835","display_name":"Adelaide Research & Scholarship (AR&S) (University of Adelaide)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I5681781","host_organization_name":"The University of Adelaide","host_organization_lineage":["https://openalex.org/I5681781"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://dx.doi.org/10.1109/cec.2006.1688360","raw_type":"Conference paper"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/16","score":0.6700000166893005,"display_name":"Peace, Justice and strong institutions"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":25,"referenced_works":["https://openalex.org/W90450217","https://openalex.org/W225560312","https://openalex.org/W1491409125","https://openalex.org/W1512136126","https://openalex.org/W1562488420","https://openalex.org/W1564372824","https://openalex.org/W1565732740","https://openalex.org/W1575839460","https://openalex.org/W1639032689","https://openalex.org/W1899669317","https://openalex.org/W2027945080","https://openalex.org/W2102258286","https://openalex.org/W2122833562","https://openalex.org/W2138135326","https://openalex.org/W2146879413","https://openalex.org/W2165643853","https://openalex.org/W2395284556","https://openalex.org/W2904250082","https://openalex.org/W3023540311","https://openalex.org/W6603673492","https://openalex.org/W6608886761","https://openalex.org/W6629345683","https://openalex.org/W6633857991","https://openalex.org/W6634003155","https://openalex.org/W6634467152"],"related_works":["https://openalex.org/W4245026584","https://openalex.org/W303980170","https://openalex.org/W2351491280","https://openalex.org/W2386767533","https://openalex.org/W2371447506","https://openalex.org/W2333698505","https://openalex.org/W2387271259","https://openalex.org/W2386372880","https://openalex.org/W2376447813","https://openalex.org/W2353889708"],"abstract_inverted_index":{"Genetic":[0],"Algorithms":[1],"(GAs)":[2],"have":[3],"been":[4],"applied":[5],"to":[6,23,28,57,85],"a":[7,14,43,53,58,61,74,80,118,121,128,171],"wide":[8],"range":[9],"of":[10,17,46,52,73,83,100,108,117,130,174,186,208],"optimization":[11,63],"problems,":[12],"however":[13],"great":[15],"deal":[16],"time":[18],"and":[19,127,143,180],"effort":[20],"is":[21,38,79,112,168,178],"required":[22],"calibrate":[24],"the":[25,31,50,71,87,89,97,105,131,155,163,166,184,187,191,199,204],"GA":[26,47],"parameters":[27],"ensure":[29],"that":[30,40],"best":[32,90,205],"possible":[33],"solutions":[34],"are":[35,146,152,160],"located.":[36],"It":[37],"proposed":[39],"there":[41,78],"exists":[42],"minimum":[44,106],"number":[45,82,99,107,173],"generations":[48,84,175],"before":[49,176],"members":[51],"population":[54,91,201],"will":[55],"converge":[56],"solution":[59],"for":[60,114,190],"given":[62],"problem.":[64,188],"This":[65],"property":[66],"would":[67],"be":[68,94],"useful":[69],"in":[70],"calibration":[72],"GA,":[75],"as":[76,170],"if":[77],"constant":[81,172],"solve":[86],"problem,":[88],"size":[92,185,202,210],"can":[93],"determined":[95],"using":[96],"desired":[98],"function":[101,132,165],"evaluations":[102],"divided":[103],"by":[104],"generations.":[109],"The":[110],"hypothesis":[111,167],"tested":[113],"two":[115],"versions":[116],"test":[119,125,164],"function;":[120],"commonly":[122],"used":[123],"separable":[124],"function,":[126],"version":[129],"with":[133,183,193],"epistatic":[134,158],"interactions":[135,159,195],"introduced":[136,161],"between":[137,196],"decision":[138,197],"variables.":[139],"Different":[140],"problem":[141,209],"sizes":[142],"convergence":[144,177,212],"criteria":[145],"also":[147],"considered.":[148],"Two":[149],"different":[150],"relationships":[151],"identified.":[153],"For":[154],"case":[156,192],"where":[157],"into":[162],"validated,":[169],"identified,":[179],"this":[181],"increases":[182],"However,":[189],"no":[194],"variables,":[198],"smallest":[200],"produced":[203],"results,":[206],"regardless":[207],"or":[211],"criteria.":[213]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":5},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":3},{"year":2021,"cited_by_count":3},{"year":2020,"cited_by_count":2},{"year":2019,"cited_by_count":1},{"year":2018,"cited_by_count":3},{"year":2017,"cited_by_count":1},{"year":2016,"cited_by_count":1},{"year":2015,"cited_by_count":1},{"year":2014,"cited_by_count":2},{"year":2013,"cited_by_count":3},{"year":2012,"cited_by_count":6}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
