{"id":"https://openalex.org/W2004753196","doi":"https://doi.org/10.1109/icsmc.2012.6378110","title":"On the conjugate gradients (CG) training algorithm of fuzzy neural networks (FNNs) via its equivalent fully connected neural networks (FFNNs)","display_name":"On the conjugate gradients (CG) training algorithm of fuzzy neural networks (FNNs) via its equivalent fully connected neural networks (FFNNs)","publication_year":2012,"publication_date":"2012-10-01","ids":{"openalex":"https://openalex.org/W2004753196","doi":"https://doi.org/10.1109/icsmc.2012.6378110","mag":"2004753196"},"language":"en","primary_location":{"id":"doi:10.1109/icsmc.2012.6378110","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icsmc.2012.6378110","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2012 IEEE International Conference on Systems, Man, and Cybernetics (SMC)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5100378418","display_name":"Jing Wang","orcid":"https://orcid.org/0000-0002-0149-2049"},"institutions":[{"id":"https://openalex.org/I204512498","display_name":"University of Macau","ror":"https://ror.org/01r4q9n85","country_code":"MO","type":"education","lineage":["https://openalex.org/I204512498"]}],"countries":["MO"],"is_corresponding":false,"raw_author_name":"Jing Wang","raw_affiliation_strings":["Faculty of Science and Technology, MSAR, University of Macau, China","Faculty of Science and Technology, University of Macau, MSAR, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Science and Technology, MSAR, University of Macau, China","institution_ids":["https://openalex.org/I204512498"]},{"raw_affiliation_string":"Faculty of Science and Technology, University of Macau, MSAR, China","institution_ids":["https://openalex.org/I204512498"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100643265","display_name":"C. L. Philip Chen","orcid":"https://orcid.org/0000-0001-5451-7230"},"institutions":[{"id":"https://openalex.org/I204512498","display_name":"University of Macau","ror":"https://ror.org/01r4q9n85","country_code":"MO","type":"education","lineage":["https://openalex.org/I204512498"]}],"countries":["MO"],"is_corresponding":false,"raw_author_name":"C. L. Philip Chen","raw_affiliation_strings":["Faculty of Science and Technology, MSAR, University of Macau, China","Faculty of Science and Technology, University of Macau, MSAR, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Science and Technology, MSAR, University of Macau, China","institution_ids":["https://openalex.org/I204512498"]},{"raw_affiliation_string":"Faculty of Science and Technology, University of Macau, MSAR, China","institution_ids":["https://openalex.org/I204512498"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5035725118","display_name":"Chi\u2010Hsu Wang","orcid":"https://orcid.org/0000-0001-5763-6833"},"institutions":[{"id":"https://openalex.org/I148366613","display_name":"National Yang Ming Chiao Tung University","ror":"https://ror.org/00se2k293","country_code":"TW","type":"education","lineage":["https://openalex.org/I148366613"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Chi-Hsu Wang","raw_affiliation_strings":["Department of Electrical Engineering, National Chiao Tung University, Hsinchu, Taiwan","Department of Electrical Engineering, National Chiaotung University, Hsinchu, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering, National Chiao Tung University, Hsinchu, Taiwan","institution_ids":["https://openalex.org/I148366613"]},{"raw_affiliation_string":"Department of Electrical Engineering, National Chiaotung University, Hsinchu, Taiwan","institution_ids":["https://openalex.org/I148366613"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.2602,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.4675057,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":null,"issue":null,"first_page":"2446","last_page":"2451"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10320","display_name":"Neural Networks and Applications","score":0.9994999766349792,"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":0.9994999766349792,"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/T10820","display_name":"Fuzzy Logic and Control Systems","score":0.9991000294685364,"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/T13717","display_name":"Advanced Algorithms and Applications","score":0.9905999898910522,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.7390247583389282},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6924364566802979},{"id":"https://openalex.org/keywords/conjugate-gradient-method","display_name":"Conjugate gradient method","score":0.6694517731666565},{"id":"https://openalex.org/keywords/convergence","display_name":"Convergence (economics)","score":0.5608373880386353},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.5542781949043274},{"id":"https://openalex.org/keywords/fuzzy-logic","display_name":"Fuzzy logic","score":0.5401749610900879},{"id":"https://openalex.org/keywords/feedforward-neural-network","display_name":"Feedforward neural network","score":0.5355652570724487},{"id":"https://openalex.org/keywords/fuzzy-control-system","display_name":"Fuzzy control system","score":0.5038208365440369},{"id":"https://openalex.org/keywords/intelligent-control","display_name":"Intelligent control","score":0.49991846084594727},{"id":"https://openalex.org/keywords/probabilistic-neural-network","display_name":"Probabilistic neural network","score":0.4963594079017639},{"id":"https://openalex.org/keywords/time-delay-neural-network","display_name":"Time delay neural network","score":0.48567187786102295},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.48331618309020996},{"id":"https://openalex.org/keywords/neuro-fuzzy","display_name":"Neuro-fuzzy","score":0.4483986794948578}],"concepts":[{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.7390247583389282},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6924364566802979},{"id":"https://openalex.org/C81184566","wikidata":"https://www.wikidata.org/wiki/Q1191895","display_name":"Conjugate gradient method","level":2,"score":0.6694517731666565},{"id":"https://openalex.org/C2777303404","wikidata":"https://www.wikidata.org/wiki/Q759757","display_name":"Convergence (economics)","level":2,"score":0.5608373880386353},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.5542781949043274},{"id":"https://openalex.org/C58166","wikidata":"https://www.wikidata.org/wiki/Q224821","display_name":"Fuzzy logic","level":2,"score":0.5401749610900879},{"id":"https://openalex.org/C47702885","wikidata":"https://www.wikidata.org/wiki/Q5441227","display_name":"Feedforward neural network","level":3,"score":0.5355652570724487},{"id":"https://openalex.org/C195975749","wikidata":"https://www.wikidata.org/wiki/Q1475705","display_name":"Fuzzy control system","level":3,"score":0.5038208365440369},{"id":"https://openalex.org/C82327864","wikidata":"https://www.wikidata.org/wiki/Q835100","display_name":"Intelligent control","level":2,"score":0.49991846084594727},{"id":"https://openalex.org/C134342201","wikidata":"https://www.wikidata.org/wiki/Q7246859","display_name":"Probabilistic neural network","level":4,"score":0.4963594079017639},{"id":"https://openalex.org/C175202392","wikidata":"https://www.wikidata.org/wiki/Q2434543","display_name":"Time delay neural network","level":3,"score":0.48567187786102295},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.48331618309020996},{"id":"https://openalex.org/C29470771","wikidata":"https://www.wikidata.org/wiki/Q4165150","display_name":"Neuro-fuzzy","level":4,"score":0.4483986794948578},{"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":1,"locations":[{"id":"doi:10.1109/icsmc.2012.6378110","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icsmc.2012.6378110","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2012 IEEE International Conference on Systems, Man, and Cybernetics (SMC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":14,"referenced_works":["https://openalex.org/W2012231377","https://openalex.org/W2019207321","https://openalex.org/W2053828884","https://openalex.org/W2083824790","https://openalex.org/W2102211259","https://openalex.org/W2107515518","https://openalex.org/W2135804779","https://openalex.org/W2136106395","https://openalex.org/W2149668177","https://openalex.org/W2156394011","https://openalex.org/W2156739384","https://openalex.org/W2159265133","https://openalex.org/W2316564661","https://openalex.org/W2544771389"],"related_works":["https://openalex.org/W1595652908","https://openalex.org/W2089093251","https://openalex.org/W2104714048","https://openalex.org/W2950022897","https://openalex.org/W2390775476","https://openalex.org/W2186233897","https://openalex.org/W2785001934","https://openalex.org/W2408618716","https://openalex.org/W2950917560","https://openalex.org/W2357447513"],"abstract_inverted_index":{"In":[0],"this":[1],"paper,":[2],"Fuzzy":[3],"Neural":[4],"Network":[5],"(FNN)":[6],"is":[7,29],"transformed":[8],"into":[9],"an":[10],"equivalent":[11,74],"fully":[12],"connected":[13],"three":[14],"layer":[15],"neural":[16],"network,":[17],"or":[18],"FFNN.":[19],"Based":[20],"on":[21],"the":[22,34,44,54,57],"FFNN,":[23],"conjugate":[24],"gradients":[25],"(CG)":[26],"training":[27,68],"algorithm":[28,69],"derived":[30],"to":[31,52],"tune":[32],"both":[33],"premise":[35],"and":[36,41,60,93],"consequent":[37],"part":[38],"of":[39,46,56],"FNN,":[40,85],"apparently":[42],"increase":[43],"speed":[45],"convergence.":[47],"Illustrative":[48],"examples":[49],"are":[50],"presented":[51],"check":[53],"validity":[55],"proposed":[58],"theory":[59],"algorithms.":[61],"Simulation":[62],"achieves":[63],"satisfactory":[64],"results.":[65],"Developing":[66],"CG":[67],"for":[70],"FNN":[71],"via":[72],"its":[73,77],"FFNN":[75],"has":[76],"emerging":[78],"values":[79],"in":[80],"all":[81],"engineering":[82],"applications":[83],"using":[84],"such":[86],"as":[87],"intelligent":[88],"adaptive":[89],"control,":[90],"pattern":[91],"recognition,":[92],"signal":[94],"processing":[95],"...,":[96],"etc.":[97]},"counts_by_year":[{"year":2022,"cited_by_count":1},{"year":2020,"cited_by_count":1},{"year":2015,"cited_by_count":1}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}
