{"id":"https://openalex.org/W2038289871","doi":"https://doi.org/10.1109/tnn.2011.2170095","title":"Data-Based System Modeling Using a Type-2 Fuzzy Neural Network With a Hybrid Learning Algorithm","display_name":"Data-Based System Modeling Using a Type-2 Fuzzy Neural Network With a Hybrid Learning Algorithm","publication_year":2011,"publication_date":"2011-10-17","ids":{"openalex":"https://openalex.org/W2038289871","doi":"https://doi.org/10.1109/tnn.2011.2170095","mag":"2038289871","pmid":"https://pubmed.ncbi.nlm.nih.gov/22010148"},"language":"en","primary_location":{"id":"doi:10.1109/tnn.2011.2170095","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tnn.2011.2170095","pdf_url":null,"source":{"id":"https://openalex.org/S42080949","display_name":"IEEE Transactions on Neural Networks","issn_l":"1045-9227","issn":["1045-9227","1941-0093"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Neural Networks","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"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/A5091677626","display_name":"Chi-Yuan Yeh","orcid":"https://orcid.org/0000-0003-1518-7384"},"institutions":[{"id":"https://openalex.org/I142974352","display_name":"National Sun Yat-sen University","ror":"https://ror.org/00mjawt10","country_code":"TW","type":"education","lineage":["https://openalex.org/I142974352"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Chi-Yuan Yeh","raw_affiliation_strings":["Department of Electrical Engineering, National Sun Yat-Sen University, Kaohsiung 80424, Taiwan. yuan@water.ee.nsysu.edu.tw","Dept. of Electr. Eng., Nat. Sun Yat-sen Univ., Kaohsiung, , Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering, National Sun Yat-Sen University, Kaohsiung 80424, Taiwan. yuan@water.ee.nsysu.edu.tw","institution_ids":["https://openalex.org/I142974352"]},{"raw_affiliation_string":"Dept. of Electr. Eng., Nat. Sun Yat-sen Univ., Kaohsiung, , Taiwan","institution_ids":["https://openalex.org/I142974352"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5047270061","display_name":"Wen-Hau Roger Jeng","orcid":null},"institutions":[{"id":"https://openalex.org/I142974352","display_name":"National Sun Yat-sen University","ror":"https://ror.org/00mjawt10","country_code":"TW","type":"education","lineage":["https://openalex.org/I142974352"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"W. R. Jeng","raw_affiliation_strings":["Department of Electrical Engineering, National Sun Yat-Sen University, Kaohsiung, Taiwan","Dept. of Electr. Eng., Nat. Sun Yat-sen Univ., Kaohsiung, , Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering, National Sun Yat-Sen University, Kaohsiung, Taiwan","institution_ids":["https://openalex.org/I142974352"]},{"raw_affiliation_string":"Dept. of Electr. Eng., Nat. Sun Yat-sen Univ., Kaohsiung, , Taiwan","institution_ids":["https://openalex.org/I142974352"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5024403730","display_name":"Shie-Jue Lee","orcid":"https://orcid.org/0000-0001-8004-4625"},"institutions":[{"id":"https://openalex.org/I142974352","display_name":"National Sun Yat-sen University","ror":"https://ror.org/00mjawt10","country_code":"TW","type":"education","lineage":["https://openalex.org/I142974352"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Shie-Jue Lee","raw_affiliation_strings":["Department of Electrical Engineering, National Sun Yat-Sen University, Kaohsiung, Taiwan","Dept. of Electr. Eng., Nat. Sun Yat-sen Univ., Kaohsiung, , Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering, National Sun Yat-Sen University, Kaohsiung, Taiwan","institution_ids":["https://openalex.org/I142974352"]},{"raw_affiliation_string":"Dept. of Electr. Eng., Nat. Sun Yat-sen Univ., Kaohsiung, , Taiwan","institution_ids":["https://openalex.org/I142974352"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I142974352"],"apc_list":null,"apc_paid":null,"fwci":5.1765,"has_fulltext":false,"cited_by_count":45,"citation_normalized_percentile":{"value":0.95335943,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":91,"max":99},"biblio":{"volume":"22","issue":"12","first_page":"2296","last_page":"2309"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10820","display_name":"Fuzzy Logic and Control Systems","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/T10820","display_name":"Fuzzy Logic and Control Systems","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/T10320","display_name":"Neural Networks and Applications","score":0.9987999796867371,"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/T12135","display_name":"Fuzzy Systems and Optimization","score":0.9747999906539917,"subfield":{"id":"https://openalex.org/subfields/2613","display_name":"Statistics and Probability"},"field":{"id":"https://openalex.org/fields/26","display_name":"Mathematics"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/neuro-fuzzy","display_name":"Neuro-fuzzy","score":0.5695562362670898},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5680831074714661},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.5655841827392578},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5447914600372314},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.5251369476318359},{"id":"https://openalex.org/keywords/fuzzy-logic","display_name":"Fuzzy logic","score":0.49895334243774414},{"id":"https://openalex.org/keywords/fuzzy-classification","display_name":"Fuzzy classification","score":0.49887585639953613},{"id":"https://openalex.org/keywords/fuzzy-set","display_name":"Fuzzy set","score":0.4821564555168152},{"id":"https://openalex.org/keywords/particle-swarm-optimization","display_name":"Particle swarm optimization","score":0.4742114841938019},{"id":"https://openalex.org/keywords/fuzzy-set-operations","display_name":"Fuzzy set operations","score":0.4532235562801361},{"id":"https://openalex.org/keywords/fuzzy-clustering","display_name":"Fuzzy clustering","score":0.43871521949768066},{"id":"https://openalex.org/keywords/fuzzy-number","display_name":"Fuzzy number","score":0.4289504289627075},{"id":"https://openalex.org/keywords/defuzzification","display_name":"Defuzzification","score":0.42261937260627747},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.4149472415447235},{"id":"https://openalex.org/keywords/fuzzy-rule","display_name":"Fuzzy rule","score":0.41238778829574585},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4101486802101135},{"id":"https://openalex.org/keywords/fuzzy-control-system","display_name":"Fuzzy control system","score":0.39051035046577454}],"concepts":[{"id":"https://openalex.org/C29470771","wikidata":"https://www.wikidata.org/wiki/Q4165150","display_name":"Neuro-fuzzy","level":4,"score":0.5695562362670898},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5680831074714661},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.5655841827392578},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5447914600372314},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.5251369476318359},{"id":"https://openalex.org/C58166","wikidata":"https://www.wikidata.org/wiki/Q224821","display_name":"Fuzzy logic","level":2,"score":0.49895334243774414},{"id":"https://openalex.org/C127385683","wikidata":"https://www.wikidata.org/wiki/Q1475696","display_name":"Fuzzy classification","level":4,"score":0.49887585639953613},{"id":"https://openalex.org/C42011625","wikidata":"https://www.wikidata.org/wiki/Q1055058","display_name":"Fuzzy set","level":3,"score":0.4821564555168152},{"id":"https://openalex.org/C85617194","wikidata":"https://www.wikidata.org/wiki/Q2072794","display_name":"Particle swarm optimization","level":2,"score":0.4742114841938019},{"id":"https://openalex.org/C148671577","wikidata":"https://www.wikidata.org/wiki/Q5511133","display_name":"Fuzzy set operations","level":4,"score":0.4532235562801361},{"id":"https://openalex.org/C17212007","wikidata":"https://www.wikidata.org/wiki/Q5511111","display_name":"Fuzzy clustering","level":3,"score":0.43871521949768066},{"id":"https://openalex.org/C1883856","wikidata":"https://www.wikidata.org/wiki/Q3407463","display_name":"Fuzzy number","level":4,"score":0.4289504289627075},{"id":"https://openalex.org/C170260401","wikidata":"https://www.wikidata.org/wiki/Q5251735","display_name":"Defuzzification","level":5,"score":0.42261937260627747},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4149472415447235},{"id":"https://openalex.org/C2780049643","wikidata":"https://www.wikidata.org/wiki/Q5511139","display_name":"Fuzzy rule","level":4,"score":0.41238778829574585},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4101486802101135},{"id":"https://openalex.org/C195975749","wikidata":"https://www.wikidata.org/wiki/Q1475705","display_name":"Fuzzy control system","level":3,"score":0.39051035046577454}],"mesh":[{"descriptor_ui":"D005246","descriptor_name":"Feedback","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D005246","descriptor_name":"Feedback","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D005246","descriptor_name":"Feedback","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D008962","descriptor_name":"Models, Theoretical","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D008962","descriptor_name":"Models, Theoretical","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D008962","descriptor_name":"Models, Theoretical","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016208","descriptor_name":"Databases, Factual","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016208","descriptor_name":"Databases, Factual","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016208","descriptor_name":"Databases, Factual","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":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D017143","descriptor_name":"Fuzzy Logic","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D017143","descriptor_name":"Fuzzy Logic","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D017143","descriptor_name":"Fuzzy Logic","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D057225","descriptor_name":"Data Mining","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D057225","descriptor_name":"Data Mining","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D057225","descriptor_name":"Data Mining","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false}],"locations_count":2,"locations":[{"id":"doi:10.1109/tnn.2011.2170095","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tnn.2011.2170095","pdf_url":null,"source":{"id":"https://openalex.org/S42080949","display_name":"IEEE Transactions on Neural Networks","issn_l":"1045-9227","issn":["1045-9227","1941-0093"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Neural Networks","raw_type":"journal-article"},{"id":"pmid:22010148","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/22010148","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":"IEEE transactions on neural networks","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":69,"referenced_works":["https://openalex.org/W78269751","https://openalex.org/W564030374","https://openalex.org/W1500845986","https://openalex.org/W1536221875","https://openalex.org/W1585005850","https://openalex.org/W1974304087","https://openalex.org/W1976955649","https://openalex.org/W1977295306","https://openalex.org/W1981144549","https://openalex.org/W1983658296","https://openalex.org/W1984612852","https://openalex.org/W1988071111","https://openalex.org/W2002169100","https://openalex.org/W2003474290","https://openalex.org/W2011216988","https://openalex.org/W2019180895","https://openalex.org/W2019207321","https://openalex.org/W2020312932","https://openalex.org/W2027515265","https://openalex.org/W2039037639","https://openalex.org/W2039995186","https://openalex.org/W2058045530","https://openalex.org/W2059901265","https://openalex.org/W2085464172","https://openalex.org/W2095993160","https://openalex.org/W2098725265","https://openalex.org/W2103232511","https://openalex.org/W2103632179","https://openalex.org/W2103936935","https://openalex.org/W2105234323","https://openalex.org/W2105985709","https://openalex.org/W2108225531","https://openalex.org/W2110422784","https://openalex.org/W2114883321","https://openalex.org/W2121565257","https://openalex.org/W2121978965","https://openalex.org/W2122279471","https://openalex.org/W2125631815","https://openalex.org/W2126930230","https://openalex.org/W2132885717","https://openalex.org/W2133155653","https://openalex.org/W2133321814","https://openalex.org/W2135557549","https://openalex.org/W2140791452","https://openalex.org/W2142899655","https://openalex.org/W2143956139","https://openalex.org/W2144451432","https://openalex.org/W2145962639","https://openalex.org/W2149816138","https://openalex.org/W2149971834","https://openalex.org/W2152195021","https://openalex.org/W2154034912","https://openalex.org/W2157041604","https://openalex.org/W2161771180","https://openalex.org/W2162706466","https://openalex.org/W2163166525","https://openalex.org/W2164879989","https://openalex.org/W2166623127","https://openalex.org/W2169814901","https://openalex.org/W2402846924","https://openalex.org/W2912565176","https://openalex.org/W2913642042","https://openalex.org/W3120740533","https://openalex.org/W4206636130","https://openalex.org/W4211007335","https://openalex.org/W4243722356","https://openalex.org/W4245152641","https://openalex.org/W4250555591","https://openalex.org/W6676577235"],"related_works":["https://openalex.org/W1976608231","https://openalex.org/W2024822381","https://openalex.org/W2118406295","https://openalex.org/W2089003510","https://openalex.org/W2062917877","https://openalex.org/W1980652001","https://openalex.org/W1988589234","https://openalex.org/W1517786254","https://openalex.org/W2148346439","https://openalex.org/W1599286256"],"abstract_inverted_index":{"We":[0],"propose":[1],"a":[2,7,12,61,74,92,102,107,110,129,139],"novel":[3],"approach":[4],"for":[5],"building":[6],"type-2":[8,62,130],"neural-fuzzy":[9],"system":[10,116],"from":[11,69],"given":[13],"set":[14],"of":[15,52,114,124,152],"input-output":[16],"training":[17,29],"data.":[18],"A":[19,78],"self-constructing":[20],"fuzzy":[21,63,75,79,131],"clustering":[22],"method":[23],"is":[24,45,67,82,117,134],"used":[25],"to":[26,72,148],"partition":[27],"the":[28,48,53,58,86,115,121,126,150],"dataset":[30],"into":[31,128],"clusters":[32],"through":[33],"input-similarity":[34],"and":[35,50,85,101],"output-similarity":[36],"tests.":[37],"The":[38],"membership":[39],"function":[40],"associated":[41,87],"with":[42,47],"each":[43,70],"cluster":[44,71],"defined":[46],"mean":[49],"deviation":[51],"data":[54],"points":[55],"included":[56],"in":[57],"cluster.":[59],"Then":[60],"Takagi-Sugeno-Kang":[64],"IF-THEN":[65],"rule":[66,76],"derived":[68],"form":[73],"base.":[77],"neural":[80],"network":[81],"constructed":[83],"accordingly":[84],"parameters":[88],"are":[89,146],"refined":[90,140],"by":[91,119,137],"hybrid":[93],"learning":[94],"algorithm":[95],"which":[96,133],"incorporates":[97],"particle":[98],"swarm":[99],"optimization":[100],"least":[103],"squares":[104],"estimation.":[105],"For":[106],"new":[108],"input,":[109],"corresponding":[111],"crisp":[112],"output":[113],"obtained":[118],"combining":[120],"inferred":[122],"results":[123,145],"all":[125],"rules":[127],"set,":[132],"then":[135],"defuzzified":[136],"applying":[138],"type":[141],"reduction":[142],"algorithm.":[143],"Experimental":[144],"presented":[147],"demonstrate":[149],"effectiveness":[151],"our":[153],"proposed":[154],"approach.":[155]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":4},{"year":2020,"cited_by_count":3},{"year":2019,"cited_by_count":5},{"year":2018,"cited_by_count":3},{"year":2017,"cited_by_count":3},{"year":2016,"cited_by_count":4},{"year":2015,"cited_by_count":4},{"year":2014,"cited_by_count":3},{"year":2013,"cited_by_count":6},{"year":2012,"cited_by_count":3}],"updated_date":"2026-01-13T01:12:25.745995","created_date":"2025-10-10T00:00:00"}
