{"id":"https://openalex.org/W1980522774","doi":"https://doi.org/10.1109/ukci.2013.6651282","title":"Evolving neural networks using ant colony optimization with pheromone trail limits","display_name":"Evolving neural networks using ant colony optimization with pheromone trail limits","publication_year":2013,"publication_date":"2013-09-01","ids":{"openalex":"https://openalex.org/W1980522774","doi":"https://doi.org/10.1109/ukci.2013.6651282","mag":"1980522774"},"language":"en","primary_location":{"id":"doi:10.1109/ukci.2013.6651282","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ukci.2013.6651282","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2013 13th UK Workshop on Computational Intelligence (UKCI)","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/A5078937916","display_name":"Michalis Mavrovouniotis","orcid":"https://orcid.org/0000-0002-5281-4175"},"institutions":[{"id":"https://openalex.org/I66943878","display_name":"De Montfort University","ror":"https://ror.org/0312pnr83","country_code":"GB","type":"education","lineage":["https://openalex.org/I66943878"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"Michalis Mavrovouniotis","raw_affiliation_strings":["Centre for Computational Intelligence (CCI), De Montfort University, United Kingdom","Centre for Comput. Intell. (CCI), De Montfort Univ., Leicester, UK"],"affiliations":[{"raw_affiliation_string":"Centre for Computational Intelligence (CCI), De Montfort University, United Kingdom","institution_ids":["https://openalex.org/I66943878"]},{"raw_affiliation_string":"Centre for Comput. Intell. (CCI), De Montfort Univ., Leicester, UK","institution_ids":["https://openalex.org/I66943878"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5040583251","display_name":"Shengxiang Yang","orcid":"https://orcid.org/0000-0001-7222-4917"},"institutions":[{"id":"https://openalex.org/I66943878","display_name":"De Montfort University","ror":"https://ror.org/0312pnr83","country_code":"GB","type":"education","lineage":["https://openalex.org/I66943878"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Shengxiang Yang","raw_affiliation_strings":["Centre for Computational Intelligence (CCI), De Montfort University, United Kingdom","Centre for Comput. Intell. (CCI), De Montfort Univ., Leicester, UK"],"affiliations":[{"raw_affiliation_string":"Centre for Computational Intelligence (CCI), De Montfort University, United Kingdom","institution_ids":["https://openalex.org/I66943878"]},{"raw_affiliation_string":"Centre for Comput. Intell. (CCI), De Montfort Univ., Leicester, UK","institution_ids":["https://openalex.org/I66943878"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5078937916"],"corresponding_institution_ids":["https://openalex.org/I66943878"],"apc_list":null,"apc_paid":null,"fwci":0.4981,"has_fulltext":false,"cited_by_count":26,"citation_normalized_percentile":{"value":0.75254122,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"16","last_page":"23"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10100","display_name":"Metaheuristic Optimization Algorithms Research","score":0.9994000196456909,"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":0.9994000196456909,"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/T10320","display_name":"Neural Networks and Applications","score":0.9980999827384949,"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/T12535","display_name":"Machine Learning and Data Classification","score":0.9825000166893005,"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/ant-colony-optimization-algorithms","display_name":"Ant colony optimization algorithms","score":0.8687154650688171},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6602671146392822},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.6593419313430786},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.5179125666618347},{"id":"https://openalex.org/keywords/global-optimization","display_name":"Global optimization","score":0.510436475276947},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.49364790320396423},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.43102607131004333},{"id":"https://openalex.org/keywords/optimization-algorithm","display_name":"Optimization algorithm","score":0.42664116621017456},{"id":"https://openalex.org/keywords/metaheuristic","display_name":"Metaheuristic","score":0.42578035593032837},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.356436163187027},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.32352307438850403},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.18269169330596924}],"concepts":[{"id":"https://openalex.org/C40128228","wikidata":"https://www.wikidata.org/wiki/Q460851","display_name":"Ant colony optimization algorithms","level":2,"score":0.8687154650688171},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6602671146392822},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.6593419313430786},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.5179125666618347},{"id":"https://openalex.org/C164752517","wikidata":"https://www.wikidata.org/wiki/Q5570875","display_name":"Global optimization","level":2,"score":0.510436475276947},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.49364790320396423},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.43102607131004333},{"id":"https://openalex.org/C2987595161","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Optimization algorithm","level":2,"score":0.42664116621017456},{"id":"https://openalex.org/C109718341","wikidata":"https://www.wikidata.org/wiki/Q1385229","display_name":"Metaheuristic","level":2,"score":0.42578035593032837},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.356436163187027},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.32352307438850403},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.18269169330596924},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1109/ukci.2013.6651282","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ukci.2013.6651282","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2013 13th UK Workshop on Computational Intelligence (UKCI)","raw_type":"proceedings-article"},{"id":"pmh:oai:dora.dmu.ac.uk:2086/9588","is_oa":false,"landing_page_url":"http://hdl.handle.net/2086/9588","pdf_url":null,"source":{"id":"https://openalex.org/S4306400394","display_name":"DMU Open Research Archive (De Montfort University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I66943878","host_organization_name":"De Montfort University","host_organization_lineage":["https://openalex.org/I66943878"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Conference"},{"id":"pmh:oai:irep.ntu.ac.uk:29303","is_oa":false,"landing_page_url":"http://irep.ntu.ac.uk/id/eprint/29303/","pdf_url":null,"source":{"id":"https://openalex.org/S4306400559","display_name":"Nottingham Trent University's Institutional Repository (Nottingham Trent Repository)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I52590639","host_organization_name":"Nottingham Trent University","host_organization_lineage":["https://openalex.org/I52590639"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Book Section"},{"id":"pmh:oai:ktisis.cut.ac.cy:20.500.14279/30860","is_oa":false,"landing_page_url":"https://hdl.handle.net/20.500.14279/30860","pdf_url":null,"source":{"id":"https://openalex.org/S4306400897","display_name":"Ktisis at Cyprus University of Technology (Cyprus University of Technology)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I163151358","host_organization_name":"Cyprus University of Technology","host_organization_lineage":["https://openalex.org/I163151358"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"conferenceObject"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G5662168501","display_name":null,"funder_award_id":"EP/K001310/1","funder_id":"https://openalex.org/F4320334627","funder_display_name":"Engineering and Physical Sciences Research Council"}],"funders":[{"id":"https://openalex.org/F4320334627","display_name":"Engineering and Physical Sciences Research Council","ror":"https://ror.org/0439y7842"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":44,"referenced_works":["https://openalex.org/W9147904","https://openalex.org/W44465109","https://openalex.org/W1484081149","https://openalex.org/W1497256448","https://openalex.org/W1498436455","https://openalex.org/W1534473561","https://openalex.org/W1541145887","https://openalex.org/W1557288165","https://openalex.org/W1573676079","https://openalex.org/W1595870065","https://openalex.org/W1852107442","https://openalex.org/W1969557815","https://openalex.org/W1971259134","https://openalex.org/W1975009952","https://openalex.org/W1989164753","https://openalex.org/W2032442397","https://openalex.org/W2048060899","https://openalex.org/W2070448096","https://openalex.org/W2095878602","https://openalex.org/W2107631366","https://openalex.org/W2107941094","https://openalex.org/W2118051273","https://openalex.org/W2124290836","https://openalex.org/W2133218851","https://openalex.org/W2146300243","https://openalex.org/W2151554678","https://openalex.org/W2152760231","https://openalex.org/W2152988638","https://openalex.org/W2154929945","https://openalex.org/W2165132362","https://openalex.org/W2256578114","https://openalex.org/W3022436500","https://openalex.org/W3147414854","https://openalex.org/W3147765605","https://openalex.org/W3165241807","https://openalex.org/W4292408555","https://openalex.org/W6600371419","https://openalex.org/W6628836655","https://openalex.org/W6632481002","https://openalex.org/W6633364091","https://openalex.org/W6635786569","https://openalex.org/W6638814381","https://openalex.org/W6793127723","https://openalex.org/W6796017329"],"related_works":["https://openalex.org/W1611875833","https://openalex.org/W1547053391","https://openalex.org/W1521781013","https://openalex.org/W1975009952","https://openalex.org/W2462483068","https://openalex.org/W1588949866","https://openalex.org/W46882622","https://openalex.org/W4285185348","https://openalex.org/W2088539601","https://openalex.org/W2373065973"],"abstract_inverted_index":{"The":[0,40,115,139],"back-propagation":[1],"(BP)":[2],"technique":[3,8],"is":[4,46],"a":[5,21,30],"widely":[6,66],"used":[7,92],"to":[9,36,47,52,93,135],"train":[10],"artificial":[11],"neural":[12],"networks":[13],"(ANNs).":[14],"However,":[15],"BP":[16,54],"often":[17],"gets":[18],"trapped":[19],"in":[20,128],"local":[22],"optimum.":[23],"Hence,":[24],"hybrid":[25,44,61],"training":[26,45,146,151],"was":[27],"introduced,":[28],"e.g.,":[29],"global":[31,49,79],"optimization":[32,50,71,80],"algorithm":[33,89,126],"with":[34,55,113],"BP,":[35],"address":[37],"this":[38,101],"drawback.":[39],"key":[41],"idea":[42],"of":[43,98,106,111,117],"use":[48],"algorithms":[51,64,73],"provide":[53],"good":[56],"initial":[57],"connection":[58,96],"weights.":[59],"In":[60,100],"training,":[62],"evolutionary":[63],"are":[65,74,133],"used,":[67,76],"whereas":[68],"ant":[69],"colony":[70],"(ACO)":[72],"rarely":[75],"as":[77],"the":[78,86,95,107,118,123,144],"algorithms.":[81],"And":[82],"so":[83],"far,":[84],"only":[85],"basic":[87,124],"ACO":[88,112,120,125],"has":[90],"been":[91],"evolve":[94],"weights":[97],"ANNs.":[99],"paper,":[102],"we":[103],"hybridize":[104],"one":[105],"best":[108],"performing":[109],"variations":[110],"BP.":[114],"difference":[116],"improved":[119],"variation":[121],"from":[122],"lies":[127],"that":[129,143],"pheromone":[130],"trail":[131],"limits":[132],"imposed":[134],"avoid":[136],"stagnation":[137],"behaviour.":[138],"experimental":[140],"results":[141],"show":[142],"proposed":[145],"method":[147],"outperforms":[148],"other":[149],"peer":[150],"methods.":[152]},"counts_by_year":[{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":3},{"year":2021,"cited_by_count":8},{"year":2020,"cited_by_count":5},{"year":2019,"cited_by_count":2},{"year":2018,"cited_by_count":1},{"year":2014,"cited_by_count":1}],"updated_date":"2026-03-20T23:20:44.827607","created_date":"2025-10-10T00:00:00"}
