{"id":"https://openalex.org/W4405073725","doi":"https://doi.org/10.1007/s12530-024-09641-1","title":"A novel metaheuristic population algorithm for optimising the connection weights of neural networks","display_name":"A novel metaheuristic population algorithm for optimising the connection weights of neural networks","publication_year":2024,"publication_date":"2024-12-05","ids":{"openalex":"https://openalex.org/W4405073725","doi":"https://doi.org/10.1007/s12530-024-09641-1"},"language":"en","primary_location":{"id":"doi:10.1007/s12530-024-09641-1","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s12530-024-09641-1","pdf_url":"https://link.springer.com/content/pdf/10.1007/s12530-024-09641-1.pdf","source":{"id":"https://openalex.org/S202254422","display_name":"Evolving Systems","issn_l":"1868-6478","issn":["1868-6478","1868-6486"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Evolving Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s12530-024-09641-1.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5019996443","display_name":"Seyed Jalaleddin Mousavirad","orcid":"https://orcid.org/0000-0001-8661-7578"},"institutions":[{"id":"https://openalex.org/I56475706","display_name":"Mid Sweden University","ror":"https://ror.org/019k1pd13","country_code":"SE","type":"education","lineage":["https://openalex.org/I56475706"]}],"countries":["SE"],"is_corresponding":true,"raw_author_name":"Seyed Jalaleddin Mousavirad","raw_affiliation_strings":["Department of Computer and Electrical Engineering, Mid Sweden University, Sundsvall, Sweden"],"raw_orcid":"https://orcid.org/0000-0001-8661-7578","affiliations":[{"raw_affiliation_string":"Department of Computer and Electrical Engineering, Mid Sweden University, Sundsvall, Sweden","institution_ids":["https://openalex.org/I56475706"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5105462955","display_name":"Gerald Schaefer","orcid":"https://orcid.org/0000-0003-1292-7674"},"institutions":[{"id":"https://openalex.org/I143804889","display_name":"Loughborough University","ror":"https://ror.org/04vg4w365","country_code":"GB","type":"education","lineage":["https://openalex.org/I143804889"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Gerald Schaefer","raw_affiliation_strings":["Department of Computer Science, Loughborough University, Loughborough, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Loughborough University, Loughborough, UK","institution_ids":["https://openalex.org/I143804889"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5074745984","display_name":"Khosro Rezaee","orcid":"https://orcid.org/0000-0001-6763-6626"},"institutions":[{"id":"https://openalex.org/I3129407287","display_name":"Mofid University","ror":"https://ror.org/044tdw637","country_code":"IR","type":"education","lineage":["https://openalex.org/I3129407287"]}],"countries":["IR"],"is_corresponding":false,"raw_author_name":"Khosro Rezaee","raw_affiliation_strings":["Department of Biomedical Engineering, Meybod University, Meybod, Iran"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Biomedical Engineering, Meybod University, Meybod, Iran","institution_ids":["https://openalex.org/I3129407287"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056251028","display_name":"Diego Oliva","orcid":"https://orcid.org/0000-0001-8781-7993"},"institutions":[{"id":"https://openalex.org/I193181351","display_name":"Universidad de Guadalajara","ror":"https://ror.org/043xj7k26","country_code":"MX","type":"education","lineage":["https://openalex.org/I193181351"]}],"countries":["MX"],"is_corresponding":false,"raw_author_name":"Diego Oliva","raw_affiliation_strings":["Depto. de Ingenier\u00eda Electro-Fot\u00f3nica, Universidad de Guadalajara, CUCEI, Guadalajara, Mexico"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Depto. de Ingenier\u00eda Electro-Fot\u00f3nica, Universidad de Guadalajara, CUCEI, Guadalajara, Mexico","institution_ids":["https://openalex.org/I193181351"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087615278","display_name":"Davood Zabihzadeh","orcid":"https://orcid.org/0000-0003-2487-7950"},"institutions":[{"id":"https://openalex.org/I40734275","display_name":"Hakim Sabzevari University","ror":"https://ror.org/00zyh6d22","country_code":"IR","type":"education","lineage":["https://openalex.org/I40734275"]}],"countries":["IR"],"is_corresponding":false,"raw_author_name":"Davood Zabihzadeh","raw_affiliation_strings":["Computer Engineering Department, Hakim Sabzevari University, Sabzevar, Iran"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Computer Engineering Department, Hakim Sabzevari University, Sabzevar, Iran","institution_ids":["https://openalex.org/I40734275"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5054715965","display_name":"Ripon K. Chakrabortty","orcid":"https://orcid.org/0000-0002-7373-0149"},"institutions":[{"id":"https://openalex.org/I40053085","display_name":"Australian Defence Force Academy","ror":"https://ror.org/02j5s7g39","country_code":"AU","type":"education","lineage":["https://openalex.org/I31746571","https://openalex.org/I40053085","https://openalex.org/I4394709116"]},{"id":"https://openalex.org/I4394709116","display_name":"UNSW Canberra","ror":"https://ror.org/0125wpx05","country_code":null,"type":"education","lineage":["https://openalex.org/I31746571","https://openalex.org/I4394709116"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Ripon K. Chakrabortty","raw_affiliation_strings":["School of Systems & Computing, UNSW Canberra at ADFA, Canberra, ACT 2610, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Systems & Computing, UNSW Canberra at ADFA, Canberra, ACT 2610, Australia","institution_ids":["https://openalex.org/I4394709116","https://openalex.org/I40053085"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087025218","display_name":"Hamzeh Mohammadigheymasi","orcid":"https://orcid.org/0000-0002-1136-2651"},"institutions":[{"id":"https://openalex.org/I161321875","display_name":"University of Beira Interior","ror":"https://ror.org/03nf36p02","country_code":"PT","type":"education","lineage":["https://openalex.org/I161321875"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"Hamzeh Mohammadigheymasi","raw_affiliation_strings":["Department of Computer Sciences, University of Beira Interior, Covilha, Portugal"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Sciences, University of Beira Interior, Covilha, Portugal","institution_ids":["https://openalex.org/I161321875"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5035154694","display_name":"Mehdi Pedram","orcid":"https://orcid.org/0000-0002-6313-8096"},"institutions":[{"id":"https://openalex.org/I3121602497","display_name":"Lorestan University of Medical Sciences","ror":"https://ror.org/035t7rn63","country_code":"IR","type":"education","lineage":["https://openalex.org/I3121602497"]}],"countries":["IR"],"is_corresponding":false,"raw_author_name":"Mehdi Pedram","raw_affiliation_strings":["Lorestan University of Medical Sciences, Khorramabad, Iran"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Lorestan University of Medical Sciences, Khorramabad, Iran","institution_ids":["https://openalex.org/I3121602497"]}]}],"institutions":[],"countries_distinct_count":6,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5019996443"],"corresponding_institution_ids":["https://openalex.org/I56475706"],"apc_list":{"value":2590,"currency":"EUR","value_usd":3190},"apc_paid":{"value":2590,"currency":"EUR","value_usd":3190},"fwci":1.8232,"has_fulltext":false,"cited_by_count":6,"citation_normalized_percentile":{"value":0.87977673,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":97,"max":99},"biblio":{"volume":"16","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12676","display_name":"Machine Learning and ELM","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/T12676","display_name":"Machine Learning and ELM","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/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":0.9994000196456909,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7332062125205994},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.6591016054153442},{"id":"https://openalex.org/keywords/population","display_name":"Population","score":0.6267778277397156},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.6136196255683899},{"id":"https://openalex.org/keywords/differential-evolution","display_name":"Differential evolution","score":0.5917572975158691},{"id":"https://openalex.org/keywords/backpropagation","display_name":"Backpropagation","score":0.5761184096336365},{"id":"https://openalex.org/keywords/metaheuristic","display_name":"Metaheuristic","score":0.5624309182167053},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.48685353994369507},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.47110703587532043},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4676501452922821},{"id":"https://openalex.org/keywords/scheme","display_name":"Scheme (mathematics)","score":0.44431328773498535},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.3718436360359192},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.1302015483379364}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7332062125205994},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.6591016054153442},{"id":"https://openalex.org/C2908647359","wikidata":"https://www.wikidata.org/wiki/Q2625603","display_name":"Population","level":2,"score":0.6267778277397156},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.6136196255683899},{"id":"https://openalex.org/C74750220","wikidata":"https://www.wikidata.org/wiki/Q2662197","display_name":"Differential evolution","level":2,"score":0.5917572975158691},{"id":"https://openalex.org/C155032097","wikidata":"https://www.wikidata.org/wiki/Q798503","display_name":"Backpropagation","level":3,"score":0.5761184096336365},{"id":"https://openalex.org/C109718341","wikidata":"https://www.wikidata.org/wiki/Q1385229","display_name":"Metaheuristic","level":2,"score":0.5624309182167053},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.48685353994369507},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.47110703587532043},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4676501452922821},{"id":"https://openalex.org/C77618280","wikidata":"https://www.wikidata.org/wiki/Q1155772","display_name":"Scheme (mathematics)","level":2,"score":0.44431328773498535},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.3718436360359192},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.1302015483379364},{"id":"https://openalex.org/C149923435","wikidata":"https://www.wikidata.org/wiki/Q37732","display_name":"Demography","level":1,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"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:10.1007/s12530-024-09641-1","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s12530-024-09641-1","pdf_url":"https://link.springer.com/content/pdf/10.1007/s12530-024-09641-1.pdf","source":{"id":"https://openalex.org/S202254422","display_name":"Evolving Systems","issn_l":"1868-6478","issn":["1868-6478","1868-6486"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Evolving Systems","raw_type":"journal-article"},{"id":"pmh:oai:DiVA.org:miun-53352","is_oa":true,"landing_page_url":"http://urn.kb.se/resolve?urn=urn:nbn:se:miun:diva-53352","pdf_url":null,"source":{"id":"https://openalex.org/S4306402314","display_name":"Publications (Mid Sweden University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I56475706","host_organization_name":"Mid Sweden University","host_organization_lineage":["https://openalex.org/I56475706"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"}],"best_oa_location":{"id":"doi:10.1007/s12530-024-09641-1","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s12530-024-09641-1","pdf_url":"https://link.springer.com/content/pdf/10.1007/s12530-024-09641-1.pdf","source":{"id":"https://openalex.org/S202254422","display_name":"Evolving Systems","issn_l":"1868-6478","issn":["1868-6478","1868-6486"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Evolving Systems","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320323270","display_name":"Mittuniversitetet","ror":"https://ror.org/019k1pd13"}],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4405073725.pdf"},"referenced_works_count":57,"referenced_works":["https://openalex.org/W611401390","https://openalex.org/W1490180010","https://openalex.org/W1524803911","https://openalex.org/W1529965533","https://openalex.org/W1595159159","https://openalex.org/W1964166287","https://openalex.org/W1980480036","https://openalex.org/W1986512036","https://openalex.org/W2002302337","https://openalex.org/W2006544565","https://openalex.org/W2023573742","https://openalex.org/W2024555019","https://openalex.org/W2047094503","https://openalex.org/W2047357592","https://openalex.org/W2101905272","https://openalex.org/W2104352549","https://openalex.org/W2112036188","https://openalex.org/W2123682012","https://openalex.org/W2145178363","https://openalex.org/W2157833270","https://openalex.org/W2161148706","https://openalex.org/W2165132362","https://openalex.org/W2165299997","https://openalex.org/W2553852618","https://openalex.org/W2610544564","https://openalex.org/W2680095193","https://openalex.org/W2767233500","https://openalex.org/W2810449520","https://openalex.org/W2897772195","https://openalex.org/W2905396678","https://openalex.org/W2944315498","https://openalex.org/W2946326863","https://openalex.org/W2954434566","https://openalex.org/W2957528336","https://openalex.org/W2971142824","https://openalex.org/W2975160087","https://openalex.org/W2987261460","https://openalex.org/W3000643709","https://openalex.org/W3046866357","https://openalex.org/W3118961950","https://openalex.org/W3185821303","https://openalex.org/W3189912282","https://openalex.org/W4200565959","https://openalex.org/W4292083457","https://openalex.org/W4307243336","https://openalex.org/W4321769937","https://openalex.org/W4362639057","https://openalex.org/W4362725278","https://openalex.org/W4378190553","https://openalex.org/W4381050481","https://openalex.org/W4381884129","https://openalex.org/W4386101388","https://openalex.org/W4390729527","https://openalex.org/W4392978828","https://openalex.org/W4396590356","https://openalex.org/W4398256170","https://openalex.org/W4401416201"],"related_works":["https://openalex.org/W2088845016","https://openalex.org/W589102260","https://openalex.org/W1966421350","https://openalex.org/W1868434454","https://openalex.org/W2789681586","https://openalex.org/W2079579310","https://openalex.org/W2064731037","https://openalex.org/W1972566927","https://openalex.org/W2076297169","https://openalex.org/W3110639284"],"abstract_inverted_index":{"Abstract":[0],"The":[1],"efficacy":[2],"of":[3,67],"feed-forward":[4],"multi-layer":[5],"neural":[6],"networks":[7],"relies":[8],"heavily":[9],"on":[10,136],"their":[11],"training":[12,26,59],"procedure,":[13],"where":[14],"identifying":[15],"appropriate":[16],"weights":[17],"and":[18,75,102,139,147],"biases":[19],"plays":[20],"a":[21,49,57,72,99,124],"pivotal":[22],"role.":[23],"Nonetheless,":[24],"conventional":[25,146],"algorithms":[27,45],"such":[28],"as":[29,48,110],"backpropagation":[30],"encounter":[31],"limitations,":[32],"including":[33],"getting":[34],"trapped":[35],"in":[36],"sub-optimal":[37],"solutions.":[38],"To":[39],"rectify":[40],"these":[41,117],"inadequacies,":[42],"metaheuristic":[43],"population":[44],"are":[46],"advocated":[47],"dependable":[50],"alternative.":[51],"In":[52],"this":[53],"paper,":[54],"we":[55],"introduce":[56],"novel":[58],"methodology":[60],"termed,":[61],"DDE-OP,":[62],"which":[63],"leverages":[64],"the":[65,89,95,104,120],"principles":[66],"differential":[68,86],"evolution":[69],"enriched":[70],"with":[71,85],"division-based":[73],"scheme":[74,115],"an":[76,113],"opposite-direction":[77],"strategy.":[78],"Our":[79],"approach":[80],"integrates":[81],"two":[82],"effective":[83],"concepts":[84],"evolution.":[87],"Initially,":[88],"proposed":[90],"algorithm":[91,101],"identifies":[92],"partitions":[93],"within":[94],"search":[96,131],"space":[97,132],"through":[98],"clustering":[100],"designates":[103],"obtained":[105],"cluster":[106],"centres":[107],"to":[108,129],"serve":[109],"representatives.":[111],"Subsequently,":[112],"updating":[114],"incorporates":[116],"clusters":[118],"into":[119],"current":[121],"population.":[122],"Lastly,":[123],"quasi-opposite-direction":[125],"strategy":[126],"is":[127],"used":[128],"augment":[130],"exploration.":[133],"Extensive":[134],"evaluation":[135],"diverse":[137],"classification":[138],"approximation":[140],"tasks":[141],"demonstrate":[142],"that":[143],"DDE-OP":[144],"surpasses":[145],"population-based":[148],"methodologies.":[149]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":4}],"updated_date":"2026-06-13T06:13:01.061226","created_date":"2024-12-06T00:00:00"}