{"id":"https://openalex.org/W2787343346","doi":"https://doi.org/10.1109/ssci.2017.8280971","title":"Surrogate modeling and knowledge extraction in ga applied to a parameter's estimation case","display_name":"Surrogate modeling and knowledge extraction in ga applied to a parameter's estimation case","publication_year":2017,"publication_date":"2017-11-01","ids":{"openalex":"https://openalex.org/W2787343346","doi":"https://doi.org/10.1109/ssci.2017.8280971","mag":"2787343346"},"language":"en","primary_location":{"id":"doi:10.1109/ssci.2017.8280971","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ssci.2017.8280971","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2017 IEEE Symposium Series on Computational Intelligence (SSCI)","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/A5026974685","display_name":"Israel Cruz-Vega","orcid":"https://orcid.org/0000-0003-0380-0233"},"institutions":[{"id":"https://openalex.org/I39824353","display_name":"National Institute of Astrophysics, Optics and Electronics","ror":"https://ror.org/00bpmmc63","country_code":"MX","type":"facility","lineage":["https://openalex.org/I39824353"]}],"countries":["MX"],"is_corresponding":false,"raw_author_name":"Israel Cruz-Vega","raw_affiliation_strings":["Electronics Department, Instituto Nacional de Astrofisica, Optica y Electronica, Puebla, Mexico"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Electronics Department, Instituto Nacional de Astrofisica, Optica y Electronica, Puebla, Mexico","institution_ids":["https://openalex.org/I39824353"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5055475209","display_name":"Omar Sandre-Hern\u00e1ndez","orcid":"https://orcid.org/0000-0002-9996-0508"},"institutions":[{"id":"https://openalex.org/I39824353","display_name":"National Institute of Astrophysics, Optics and Electronics","ror":"https://ror.org/00bpmmc63","country_code":"MX","type":"facility","lineage":["https://openalex.org/I39824353"]}],"countries":["MX"],"is_corresponding":false,"raw_author_name":"Omar Sandre-Hernandez","raw_affiliation_strings":["Electronics Department, Instituto Nacional de Astrofisica, Optica y Electronica"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Electronics Department, Instituto Nacional de Astrofisica, Optica y Electronica","institution_ids":["https://openalex.org/I39824353"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010423760","display_name":"Jose Rangel\u2010Magdaleno","orcid":"https://orcid.org/0000-0003-2785-5060"},"institutions":[{"id":"https://openalex.org/I39824353","display_name":"National Institute of Astrophysics, Optics and Electronics","ror":"https://ror.org/00bpmmc63","country_code":"MX","type":"facility","lineage":["https://openalex.org/I39824353"]}],"countries":["MX"],"is_corresponding":false,"raw_author_name":"Jose de Jesus Rangel Magdaleno","raw_affiliation_strings":["Electronics Department, Instituto Nacional de Astrofisica, Optica y Electronica"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Electronics Department, Instituto Nacional de Astrofisica, Optica y Electronica","institution_ids":["https://openalex.org/I39824353"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084917273","display_name":"Juan Manuel Ram\u00edrez-Cort\u00e9s","orcid":"https://orcid.org/0000-0002-8515-2489"},"institutions":[{"id":"https://openalex.org/I39824353","display_name":"National Institute of Astrophysics, Optics and Electronics","ror":"https://ror.org/00bpmmc63","country_code":"MX","type":"facility","lineage":["https://openalex.org/I39824353"]}],"countries":["MX"],"is_corresponding":false,"raw_author_name":"Juan Manuel Ramirez-Cortes","raw_affiliation_strings":["Electronics Department, Instituto Nacional de Astrofisica, Optica y Electronica"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Electronics Department, Instituto Nacional de Astrofisica, Optica y Electronica","institution_ids":["https://openalex.org/I39824353"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5057079278","display_name":"Roberto Morales\u2010Caporal","orcid":"https://orcid.org/0000-0002-6115-0454"},"institutions":[{"id":"https://openalex.org/I4210107476","display_name":"Instituto Tecnol\u00f3gico de Apizaco","ror":"https://ror.org/01gdpc846","country_code":"MX","type":"education","lineage":["https://openalex.org/I4210107476"]}],"countries":["MX"],"is_corresponding":false,"raw_author_name":"Roberto Morales-Caporal","raw_affiliation_strings":["Technological Institute of Apizaco, Postgraduate Studies and Research"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Technological Institute of Apizaco, Postgraduate Studies and Research","institution_ids":["https://openalex.org/I4210107476"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.21948666,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"8"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"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"}},"topics":[{"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/T11975","display_name":"Evolutionary Algorithms and Applications","score":0.9972000122070312,"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":0.996399998664856,"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":0.670750617980957},{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.6434975266456604},{"id":"https://openalex.org/keywords/surrogate-model","display_name":"Surrogate model","score":0.6094045042991638},{"id":"https://openalex.org/keywords/genetic-algorithm","display_name":"Genetic algorithm","score":0.5791466236114502},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.5627808570861816},{"id":"https://openalex.org/keywords/fuzzy-logic","display_name":"Fuzzy logic","score":0.561292290687561},{"id":"https://openalex.org/keywords/fitness-function","display_name":"Fitness function","score":0.5274363160133362},{"id":"https://openalex.org/keywords/convergence","display_name":"Convergence (economics)","score":0.5028781294822693},{"id":"https://openalex.org/keywords/heuristic","display_name":"Heuristic","score":0.4886949360370636},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.4856337606906891},{"id":"https://openalex.org/keywords/black-box","display_name":"Black box","score":0.481205016374588},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.47119614481925964},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4421222507953644},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.43692633509635925},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.34237805008888245},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.1760880947113037}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.670750617980957},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.6434975266456604},{"id":"https://openalex.org/C131675550","wikidata":"https://www.wikidata.org/wiki/Q7646884","display_name":"Surrogate model","level":2,"score":0.6094045042991638},{"id":"https://openalex.org/C8880873","wikidata":"https://www.wikidata.org/wiki/Q187787","display_name":"Genetic algorithm","level":2,"score":0.5791466236114502},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.5627808570861816},{"id":"https://openalex.org/C58166","wikidata":"https://www.wikidata.org/wiki/Q224821","display_name":"Fuzzy logic","level":2,"score":0.561292290687561},{"id":"https://openalex.org/C176066374","wikidata":"https://www.wikidata.org/wiki/Q629118","display_name":"Fitness function","level":3,"score":0.5274363160133362},{"id":"https://openalex.org/C2777303404","wikidata":"https://www.wikidata.org/wiki/Q759757","display_name":"Convergence (economics)","level":2,"score":0.5028781294822693},{"id":"https://openalex.org/C173801870","wikidata":"https://www.wikidata.org/wiki/Q201413","display_name":"Heuristic","level":2,"score":0.4886949360370636},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.4856337606906891},{"id":"https://openalex.org/C94966114","wikidata":"https://www.wikidata.org/wiki/Q29256","display_name":"Black box","level":2,"score":0.481205016374588},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.47119614481925964},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4421222507953644},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.43692633509635925},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.34237805008888245},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.1760880947113037},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"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/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.0},{"id":"https://openalex.org/C13280743","wikidata":"https://www.wikidata.org/wiki/Q131089","display_name":"Geodesy","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":1,"locations":[{"id":"doi:10.1109/ssci.2017.8280971","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ssci.2017.8280971","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2017 IEEE Symposium Series on Computational Intelligence (SSCI)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":21,"referenced_works":["https://openalex.org/W147377413","https://openalex.org/W176819630","https://openalex.org/W1179308197","https://openalex.org/W1516299248","https://openalex.org/W1935773568","https://openalex.org/W1990517717","https://openalex.org/W2000194849","https://openalex.org/W2011174137","https://openalex.org/W2013665686","https://openalex.org/W2046989465","https://openalex.org/W2052870359","https://openalex.org/W2059429344","https://openalex.org/W2085697434","https://openalex.org/W2098278207","https://openalex.org/W2135109477","https://openalex.org/W2559174481","https://openalex.org/W2561360825","https://openalex.org/W2588048247","https://openalex.org/W2588587267","https://openalex.org/W2591927365","https://openalex.org/W6733472506"],"related_works":["https://openalex.org/W4225799919","https://openalex.org/W2106492215","https://openalex.org/W2326694407","https://openalex.org/W2082859007","https://openalex.org/W2164831575","https://openalex.org/W2378719652","https://openalex.org/W2115729582","https://openalex.org/W2094658154","https://openalex.org/W2370837632","https://openalex.org/W2353187647"],"abstract_inverted_index":{"The":[0,28,59,93,130],"Genetic":[1],"Algorithm":[2],"is":[3,33,51,96],"a":[4,74,86,124,155],"well-known":[5],"heuristic-based":[6],"optimization":[7,148],"technique,":[8],"but":[9,44,77,110],"by":[10,38,85],"using":[11],"it":[12],"in":[13,135,140,142,167],"expensive":[14],"problems,":[15],"the":[16,20,49,69,99,113,116,120,147],"excessive":[17],"use":[18],"of":[19,30,81,89,107,154],"fitness":[21,108],"function":[22],"can":[23],"produce":[24],"heavy":[25],"computational":[26],"loads.":[27],"purpose":[29],"this":[31,36,143],"paper":[32],"to":[34,97,151],"avoid":[35],"drawback":[37],"employing":[39],"surrogate":[40,50],"algorithms,":[41],"providing":[42],"approximate":[43],"sufficiently":[45],"accurate":[46],"solutions.":[47],"Particularly":[48],"based":[52],"on":[53],"granular":[54],"computing":[55],"and":[56,119,139,161],"fuzzy":[57,90],"logic.":[58],"difference":[60],"from":[61],"our":[62],"related":[63,150],"previous":[64],"works":[65],"consists":[66],"into":[67],"treat":[68],"algorithm's":[70],"search,":[71],"not":[72,102],"as":[73],"black":[75],"box,":[76],"extracting":[78],"certain":[79],"knowledge":[80,118],"granules'":[82],"behavior":[83],"represented":[84],"new":[87],"form":[88],"aptitude":[91],"functions.":[92],"primary":[94],"objective":[95],"manage":[98],"process":[100,149],"intelligently,":[101],"only":[103],"avoiding":[104],"unnecessary":[105,137],"usage":[106],"evaluations":[109,138],"also":[111],"improving":[112],"convergence":[114],"with":[115,123],"extracted":[117],"parameters'":[121,152],"update":[122],"newly":[125],"built":[126],"neural":[127],"network":[128],"structure.":[129],"algorithm":[131],"shows":[132],"satisfactory":[133],"results":[134],"saving":[136],"time;":[141],"case,":[144],"we":[145],"proved":[146],"estimation":[153],"permanent":[156],"magnet":[157],"synchronous":[158],"machine":[159],"(PMSM)":[160],"some":[162],"common":[163],"benchmark":[164],"functions":[165],"used":[166],"GA":[168],"assessments.":[169]},"counts_by_year":[],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}