{"id":"https://openalex.org/W1524673385","doi":"https://doi.org/10.1155/2015/369298","title":"Designing Artificial Neural Networks Using Particle Swarm Optimization Algorithms","display_name":"Designing Artificial Neural Networks Using Particle Swarm Optimization Algorithms","publication_year":2015,"publication_date":"2015-01-01","ids":{"openalex":"https://openalex.org/W1524673385","doi":"https://doi.org/10.1155/2015/369298","mag":"1524673385","pmid":"https://pubmed.ncbi.nlm.nih.gov/26221132"},"language":"en","primary_location":{"id":"doi:10.1155/2015/369298","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2015/369298","pdf_url":"https://downloads.hindawi.com/journals/cin/2015/369298.pdf","source":{"id":"https://openalex.org/S72372694","display_name":"Computational Intelligence and Neuroscience","issn_l":"1687-5265","issn":["1687-5265","1687-5273"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869","https://openalex.org/P4310320595"],"host_organization_lineage_names":["Hindawi Publishing Corporation","Wiley"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computational Intelligence and Neuroscience","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://downloads.hindawi.com/journals/cin/2015/369298.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5029204467","display_name":"Beatriz A. Garro","orcid":null},"institutions":[{"id":"https://openalex.org/I8961855","display_name":"Universidad Nacional Aut\u00f3noma de M\u00e9xico","ror":"https://ror.org/01tmp8f25","country_code":"MX","type":"education","lineage":["https://openalex.org/I8961855"]}],"countries":["MX"],"is_corresponding":false,"raw_author_name":"Beatriz A. Garro","raw_affiliation_strings":["Instituto en Investigaciones en Matem\u00e1ticas Aplicadas y en Sistemas, Universidad Nacional Aut\u00f3noma de M\u00e9xico, Ciudad Universitaria, 04510 Mexico City, DF, Mexico"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Instituto en Investigaciones en Matem\u00e1ticas Aplicadas y en Sistemas, Universidad Nacional Aut\u00f3noma de M\u00e9xico, Ciudad Universitaria, 04510 Mexico City, DF, Mexico","institution_ids":["https://openalex.org/I8961855"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5091186636","display_name":"Roberto A. V\u00e1zquez","orcid":"https://orcid.org/0000-0002-7645-4610"},"institutions":[{"id":"https://openalex.org/I4210149727","display_name":"Universidad La Salle","ror":"https://ror.org/05c99rg80","country_code":"MX","type":"education","lineage":["https://openalex.org/I4210149727"]}],"countries":["MX"],"is_corresponding":true,"raw_author_name":"Roberto A. V\u00e1zquez","raw_affiliation_strings":["Intelligent Systems Group, Faculty of Engineering, La Salle University, Benjam\u00edn Franklin 47, Colonia Condesa, 06140 Mexico City, DF, Mexico"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Intelligent Systems Group, Faculty of Engineering, La Salle University, Benjam\u00edn Franklin 47, Colonia Condesa, 06140 Mexico City, DF, Mexico","institution_ids":["https://openalex.org/I4210149727"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5091186636"],"corresponding_institution_ids":["https://openalex.org/I4210149727"],"apc_list":{"value":2550,"currency":"USD","value_usd":2550},"apc_paid":{"value":2550,"currency":"USD","value_usd":2550},"fwci":22.3474,"has_fulltext":true,"cited_by_count":189,"citation_normalized_percentile":{"value":0.99430125,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":100},"biblio":{"volume":"2015","issue":null,"first_page":"1","last_page":"20"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10100","display_name":"Metaheuristic Optimization Algorithms Research","score":0.4496999979019165,"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":0.4496999979019165,"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":0.14100000262260437,"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/T12611","display_name":"Neural Networks and Reservoir Computing","score":0.029400000348687172,"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/particle-swarm-optimization","display_name":"Particle swarm optimization","score":0.840735912322998},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7035079002380371},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.6720421314239502},{"id":"https://openalex.org/keywords/fitness-function","display_name":"Fitness function","score":0.6008074283599854},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.4751277565956116},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.4692307114601135},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4605395793914795},{"id":"https://openalex.org/keywords/mean-squared-error","display_name":"Mean squared error","score":0.4399050176143646},{"id":"https://openalex.org/keywords/backpropagation","display_name":"Backpropagation","score":0.4310024380683899},{"id":"https://openalex.org/keywords/multi-swarm-optimization","display_name":"Multi-swarm optimization","score":0.4257645010948181},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3239688277244568},{"id":"https://openalex.org/keywords/genetic-algorithm","display_name":"Genetic algorithm","score":0.18082758784294128},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.14720511436462402}],"concepts":[{"id":"https://openalex.org/C85617194","wikidata":"https://www.wikidata.org/wiki/Q2072794","display_name":"Particle swarm optimization","level":2,"score":0.840735912322998},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7035079002380371},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.6720421314239502},{"id":"https://openalex.org/C176066374","wikidata":"https://www.wikidata.org/wiki/Q629118","display_name":"Fitness function","level":3,"score":0.6008074283599854},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.4751277565956116},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.4692307114601135},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4605395793914795},{"id":"https://openalex.org/C139945424","wikidata":"https://www.wikidata.org/wiki/Q1940696","display_name":"Mean squared error","level":2,"score":0.4399050176143646},{"id":"https://openalex.org/C155032097","wikidata":"https://www.wikidata.org/wiki/Q798503","display_name":"Backpropagation","level":3,"score":0.4310024380683899},{"id":"https://openalex.org/C122357587","wikidata":"https://www.wikidata.org/wiki/Q6934508","display_name":"Multi-swarm optimization","level":3,"score":0.4257645010948181},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3239688277244568},{"id":"https://openalex.org/C8880873","wikidata":"https://www.wikidata.org/wiki/Q187787","display_name":"Genetic algorithm","level":2,"score":0.18082758784294128},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.14720511436462402},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D009474","descriptor_name":"Neurons","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D009474","descriptor_name":"Neurons","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D009474","descriptor_name":"Neurons","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D010363","descriptor_name":"Pattern Recognition, Automated","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D010363","descriptor_name":"Pattern Recognition, Automated","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D010363","descriptor_name":"Pattern Recognition, Automated","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D023902","descriptor_name":"Chromosome Pairing","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D023902","descriptor_name":"Chromosome Pairing","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D023902","descriptor_name":"Chromosome Pairing","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false}],"locations_count":4,"locations":[{"id":"doi:10.1155/2015/369298","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2015/369298","pdf_url":"https://downloads.hindawi.com/journals/cin/2015/369298.pdf","source":{"id":"https://openalex.org/S72372694","display_name":"Computational Intelligence and Neuroscience","issn_l":"1687-5265","issn":["1687-5265","1687-5273"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869","https://openalex.org/P4310320595"],"host_organization_lineage_names":["Hindawi Publishing Corporation","Wiley"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computational Intelligence and Neuroscience","raw_type":"journal-article"},{"id":"pmid:26221132","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/26221132","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computational intelligence and neuroscience","raw_type":null},{"id":"pmh:oai:europepmc.org:3492217","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/4499655","pdf_url":null,"source":{"id":"https://openalex.org/S4306400806","display_name":"Europe PMC (PubMed Central)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1303153112","host_organization_name":"European Bioinformatics Institute","host_organization_lineage":["https://openalex.org/I1303153112"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Text"},{"id":"pmh:oai:doaj.org/article:d2e01e3a9539430ca59e1cf80b23b486","is_oa":false,"landing_page_url":"https://doaj.org/article/d2e01e3a9539430ca59e1cf80b23b486","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Computational Intelligence and Neuroscience, Vol 2015 (2015)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1155/2015/369298","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2015/369298","pdf_url":"https://downloads.hindawi.com/journals/cin/2015/369298.pdf","source":{"id":"https://openalex.org/S72372694","display_name":"Computational Intelligence and Neuroscience","issn_l":"1687-5265","issn":["1687-5265","1687-5273"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869","https://openalex.org/P4310320595"],"host_organization_lineage_names":["Hindawi Publishing Corporation","Wiley"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computational Intelligence and Neuroscience","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320313925","display_name":"De La Salle University","ror":"https://ror.org/04xftk194"},{"id":"https://openalex.org/F4320321739","display_name":"Consejo Nacional de Ciencia y Tecnolog\u00eda","ror":"https://ror.org/059ex5q34"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W1524673385.pdf","grobid_xml":"https://content.openalex.org/works/W1524673385.grobid-xml"},"referenced_works_count":25,"referenced_works":["https://openalex.org/W51809173","https://openalex.org/W55371378","https://openalex.org/W84428182","https://openalex.org/W124657692","https://openalex.org/W185190440","https://openalex.org/W1493971325","https://openalex.org/W1541965244","https://openalex.org/W1820051232","https://openalex.org/W1967870595","https://openalex.org/W1979676402","https://openalex.org/W2010541215","https://openalex.org/W2020754962","https://openalex.org/W2031835531","https://openalex.org/W2036496980","https://openalex.org/W2095890769","https://openalex.org/W2124290836","https://openalex.org/W2134514463","https://openalex.org/W2150355110","https://openalex.org/W2151471048","https://openalex.org/W2158242120","https://openalex.org/W2183590285","https://openalex.org/W2271079547","https://openalex.org/W2766736793","https://openalex.org/W3120740533","https://openalex.org/W3207342693"],"related_works":["https://openalex.org/W2006324351","https://openalex.org/W2965421953","https://openalex.org/W2349895019","https://openalex.org/W2950423922","https://openalex.org/W2116074880","https://openalex.org/W2121780490","https://openalex.org/W2070977815","https://openalex.org/W2137136732","https://openalex.org/W2132113279","https://openalex.org/W2113224065"],"abstract_inverted_index":{"Artificial":[0],"Neural":[1],"Network":[2],"(ANN)":[3],"design":[4],"is":[5,76,165,185],"a":[6,37,64,141],"complex":[7],"task":[8],"because":[9],"its":[10],"performance":[11],"depends":[12],"on":[13,128],"the":[14,16,21,27,80,83,90,95,100,114,121,129,135,149,154,158,162,172,180,183],"architecture,":[15,98],"selected":[17],"transfer":[18,101],"function,":[19],"and":[20,63,99,119,134,139,146,175],"learning":[22],"algorithm":[23],"used":[24],"to":[25,77,112,143,147],"train":[26],"set":[28,91],"of":[29,58,67,73,87,92,116,151,182],"synaptic":[30,93],"weights.":[31],"In":[32,156],"this":[33],"paper":[34],"we":[35],"present":[36],"methodology":[38,164],"that":[39],"automatically":[40],"designs":[41],"an":[42,88],"ANN":[43,159],"using":[44,171],"particle":[45],"swarm":[46],"optimization":[47],"algorithms":[48,75],"such":[49],"as":[50],"Basic":[51],"Particle":[52,59],"Swarm":[53,60],"Optimization":[54,61],"(PSO),":[55],"Second":[56],"Generation":[57],"(SGPSO),":[62],"New":[65],"Model":[66],"PSO":[68],"called":[69],"NMPSO.":[70],"The":[71],"aim":[72],"these":[74],"evolve,":[78],"at":[79],"same":[81],"time,":[82],"three":[84],"principal":[85],"components":[86],"ANN:":[89],"weights,":[94],"connections":[96,152],"or":[97],"functions":[102,109,125],"for":[103],"each":[104,117],"neuron.":[105],"Eight":[106],"different":[107,188],"fitness":[108,115],"were":[110],"proposed":[111,163],"evaluate":[113],"solution":[118],"find":[120],"best":[122],"design.":[123],"These":[124],"are":[126],"based":[127],"mean":[130],"square":[131],"error":[132,137],"(MSE)":[133],"classification":[136,191],"(CER)":[138],"implement":[140],"strategy":[142],"avoid":[144],"overtraining":[145],"reduce":[148],"number":[150],"in":[153],"ANN.":[155],"addition,":[157],"designed":[160,169],"with":[161,167,187],"compared":[166],"those":[168],"manually":[170],"well-known":[173],"Back-Propagation":[174],"Levenberg-Marquardt":[176],"Learning":[177],"Algorithms.":[178],"Finally,":[179],"accuracy":[181],"method":[184],"tested":[186],"nonlinear":[189],"pattern":[190],"problems.":[192]},"counts_by_year":[{"year":2026,"cited_by_count":6},{"year":2025,"cited_by_count":21},{"year":2024,"cited_by_count":17},{"year":2023,"cited_by_count":27},{"year":2022,"cited_by_count":13},{"year":2021,"cited_by_count":17},{"year":2020,"cited_by_count":20},{"year":2019,"cited_by_count":24},{"year":2018,"cited_by_count":26},{"year":2017,"cited_by_count":13},{"year":2016,"cited_by_count":5}],"updated_date":"2026-08-15T07:11:24.734988","created_date":"2025-10-10T00:00:00"}
