{"id":"https://openalex.org/W3029352494","doi":"https://doi.org/10.1109/access.2020.2997368","title":"A Fault Prediction Model of Adaptive Fuzzy Neural Network for Optimal Membership Function","display_name":"A Fault Prediction Model of Adaptive Fuzzy Neural Network for Optimal Membership Function","publication_year":2020,"publication_date":"2020-01-01","ids":{"openalex":"https://openalex.org/W3029352494","doi":"https://doi.org/10.1109/access.2020.2997368","mag":"3029352494"},"language":"en","primary_location":{"id":"doi:10.1109/access.2020.2997368","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2020.2997368","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/8948470/09099510.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://ieeexplore.ieee.org/ielx7/6287639/8948470/09099510.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5043245472","display_name":"Baoshan Zhang","orcid":"https://orcid.org/0000-0002-2172-0846"},"institutions":[{"id":"https://openalex.org/I4210104252","display_name":"Air Force Engineering University","ror":"https://ror.org/00seraz22","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210104252"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Baoshan Zhang","raw_affiliation_strings":["Air and Missile Defense College, Air Force Engineering University, Xi\u2019an, China","Graduate School, Air Force Engineering University, Xi\u2019an, China","Graduate School, Air Force Engineering University, Xi'an, China","Air and Missile Defense College, Air Force Engineering University, Xi'an, China"],"affiliations":[{"raw_affiliation_string":"Air and Missile Defense College, Air Force Engineering University, Xi\u2019an, China","institution_ids":["https://openalex.org/I4210104252"]},{"raw_affiliation_string":"Graduate School, Air Force Engineering University, Xi\u2019an, China","institution_ids":["https://openalex.org/I4210104252"]},{"raw_affiliation_string":"Graduate School, Air Force Engineering University, Xi'an, China","institution_ids":["https://openalex.org/I4210104252"]},{"raw_affiliation_string":"Air and Missile Defense College, Air Force Engineering University, Xi'an, China","institution_ids":["https://openalex.org/I4210104252"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100351849","display_name":"Lin Zhang","orcid":"https://orcid.org/0000-0002-4360-5523"},"institutions":[{"id":"https://openalex.org/I4210104252","display_name":"Air Force Engineering University","ror":"https://ror.org/00seraz22","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210104252"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lin Zhang","raw_affiliation_strings":["Air and Missile Defense College, Air Force Engineering University, Xi\u2019an, China","Air and Missile Defense College, Air Force Engineering University, Xi'an, China"],"affiliations":[{"raw_affiliation_string":"Air and Missile Defense College, Air Force Engineering University, Xi\u2019an, China","institution_ids":["https://openalex.org/I4210104252"]},{"raw_affiliation_string":"Air and Missile Defense College, Air Force Engineering University, Xi'an, China","institution_ids":["https://openalex.org/I4210104252"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5064540655","display_name":"Bo Zhang","orcid":"https://orcid.org/0000-0001-6035-0887"},"institutions":[{"id":"https://openalex.org/I4210104252","display_name":"Air Force Engineering University","ror":"https://ror.org/00seraz22","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210104252"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bo Zhang","raw_affiliation_strings":["Air and Missile Defense College, Air Force Engineering University, Xi\u2019an, China","Graduate School, Air Force Engineering University, Xi\u2019an, China","Air and Missile Defense College, Air Force Engineering University, Xi'an, China"],"affiliations":[{"raw_affiliation_string":"Air and Missile Defense College, Air Force Engineering University, Xi\u2019an, China","institution_ids":["https://openalex.org/I4210104252"]},{"raw_affiliation_string":"Graduate School, Air Force Engineering University, Xi\u2019an, China","institution_ids":["https://openalex.org/I4210104252"]},{"raw_affiliation_string":"Air and Missile Defense College, Air Force Engineering University, Xi'an, China","institution_ids":["https://openalex.org/I4210104252"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5041537651","display_name":"Bofan Yang","orcid":null},"institutions":[{"id":"https://openalex.org/I4210104252","display_name":"Air Force Engineering University","ror":"https://ror.org/00seraz22","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210104252"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bofan Yang","raw_affiliation_strings":["Air and Missile Defense College, Air Force Engineering University, Xi\u2019an, China","Graduate School, Air Force Engineering University, Xi\u2019an, China","Air and Missile Defense College, Air Force Engineering University, Xi'an, China","Graduate School, Air Force Engineering University, Xi'an, China"],"affiliations":[{"raw_affiliation_string":"Air and Missile Defense College, Air Force Engineering University, Xi\u2019an, China","institution_ids":["https://openalex.org/I4210104252"]},{"raw_affiliation_string":"Graduate School, Air Force Engineering University, Xi\u2019an, China","institution_ids":["https://openalex.org/I4210104252"]},{"raw_affiliation_string":"Air and Missile Defense College, Air Force Engineering University, Xi'an, China","institution_ids":["https://openalex.org/I4210104252"]},{"raw_affiliation_string":"Graduate School, Air Force Engineering University, Xi'an, China","institution_ids":["https://openalex.org/I4210104252"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5017359136","display_name":"Yanchao Zhao","orcid":"https://orcid.org/0000-0001-6314-0332"},"institutions":[{"id":"https://openalex.org/I4210104252","display_name":"Air Force Engineering University","ror":"https://ror.org/00seraz22","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210104252"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yanchao Zhao","raw_affiliation_strings":["Air and Missile Defense College, Air Force Engineering University, Xi\u2019an, China","Air and Missile Defense College, Air Force Engineering University, Xi'an, China"],"affiliations":[{"raw_affiliation_string":"Air and Missile Defense College, Air Force Engineering University, Xi\u2019an, China","institution_ids":["https://openalex.org/I4210104252"]},{"raw_affiliation_string":"Air and Missile Defense College, Air Force Engineering University, Xi'an, China","institution_ids":["https://openalex.org/I4210104252"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5043245472"],"corresponding_institution_ids":["https://openalex.org/I4210104252"],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":0.8925,"has_fulltext":true,"cited_by_count":15,"citation_normalized_percentile":{"value":0.73601712,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":"8","issue":null,"first_page":"101061","last_page":"101067"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10220","display_name":"Machine Fault Diagnosis Techniques","score":0.9970999956130981,"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"}},"topics":[{"id":"https://openalex.org/T10220","display_name":"Machine Fault Diagnosis Techniques","score":0.9970999956130981,"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"}},{"id":"https://openalex.org/T10876","display_name":"Fault Detection and Control Systems","score":0.996999979019165,"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"}},{"id":"https://openalex.org/T13891","display_name":"Engineering Diagnostics and Reliability","score":0.9908999800682068,"subfield":{"id":"https://openalex.org/subfields/2211","display_name":"Mechanics of Materials"},"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/computer-science","display_name":"Computer science","score":0.7152969837188721},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.6087462306022644},{"id":"https://openalex.org/keywords/neuro-fuzzy","display_name":"Neuro-fuzzy","score":0.4858703017234802},{"id":"https://openalex.org/keywords/fuzzy-logic","display_name":"Fuzzy logic","score":0.4805474877357483},{"id":"https://openalex.org/keywords/fault","display_name":"Fault (geology)","score":0.4602481424808502},{"id":"https://openalex.org/keywords/function","display_name":"Function (biology)","score":0.4510827958583832},{"id":"https://openalex.org/keywords/membership-function","display_name":"Membership function","score":0.44367411732673645},{"id":"https://openalex.org/keywords/adaptive-neuro-fuzzy-inference-system","display_name":"Adaptive neuro fuzzy inference system","score":0.44271790981292725},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.42282065749168396},{"id":"https://openalex.org/keywords/fuzzy-set","display_name":"Fuzzy set","score":0.396649569272995},{"id":"https://openalex.org/keywords/fuzzy-control-system","display_name":"Fuzzy control system","score":0.35013577342033386}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7152969837188721},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.6087462306022644},{"id":"https://openalex.org/C29470771","wikidata":"https://www.wikidata.org/wiki/Q4165150","display_name":"Neuro-fuzzy","level":4,"score":0.4858703017234802},{"id":"https://openalex.org/C58166","wikidata":"https://www.wikidata.org/wiki/Q224821","display_name":"Fuzzy logic","level":2,"score":0.4805474877357483},{"id":"https://openalex.org/C175551986","wikidata":"https://www.wikidata.org/wiki/Q47089","display_name":"Fault (geology)","level":2,"score":0.4602481424808502},{"id":"https://openalex.org/C14036430","wikidata":"https://www.wikidata.org/wiki/Q3736076","display_name":"Function (biology)","level":2,"score":0.4510827958583832},{"id":"https://openalex.org/C5263885","wikidata":"https://www.wikidata.org/wiki/Q1967302","display_name":"Membership function","level":4,"score":0.44367411732673645},{"id":"https://openalex.org/C186108316","wikidata":"https://www.wikidata.org/wiki/Q352530","display_name":"Adaptive neuro fuzzy inference system","level":4,"score":0.44271790981292725},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.42282065749168396},{"id":"https://openalex.org/C42011625","wikidata":"https://www.wikidata.org/wiki/Q1055058","display_name":"Fuzzy set","level":3,"score":0.396649569272995},{"id":"https://openalex.org/C195975749","wikidata":"https://www.wikidata.org/wiki/Q1475705","display_name":"Fuzzy control system","level":3,"score":0.35013577342033386},{"id":"https://openalex.org/C78458016","wikidata":"https://www.wikidata.org/wiki/Q840400","display_name":"Evolutionary biology","level":1,"score":0.0},{"id":"https://openalex.org/C165205528","wikidata":"https://www.wikidata.org/wiki/Q83371","display_name":"Seismology","level":1,"score":0.0},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2020.2997368","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2020.2997368","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/8948470/09099510.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:13aa4533db2d4804982d72f537e51549","is_oa":true,"landing_page_url":"https://doaj.org/article/13aa4533db2d4804982d72f537e51549","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 8, Pp 101061-101067 (2020)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2020.2997368","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2020.2997368","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/8948470/09099510.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Peace, Justice and strong institutions","score":0.6499999761581421,"id":"https://metadata.un.org/sdg/16"}],"awards":[{"id":"https://openalex.org/G2892854834","display_name":null,"funder_award_id":"2019JQ-708","funder_id":"https://openalex.org/F4320324173","funder_display_name":"Natural Science Foundation of Shaanxi Province"},{"id":"https://openalex.org/G3881398425","display_name":null,"funder_award_id":"2017M623417","funder_id":"https://openalex.org/F4320321543","funder_display_name":"China Postdoctoral Science Foundation"},{"id":"https://openalex.org/G5612697103","display_name":null,"funder_award_id":"2017M","funder_id":"https://openalex.org/F4320321543","funder_display_name":"China Postdoctoral Science Foundation"}],"funders":[{"id":"https://openalex.org/F4320321543","display_name":"China Postdoctoral Science Foundation","ror":"https://ror.org/0426zh255"},{"id":"https://openalex.org/F4320324173","display_name":"Natural Science Foundation of Shaanxi Province","ror":null}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3029352494.pdf","grobid_xml":"https://content.openalex.org/works/W3029352494.grobid-xml"},"referenced_works_count":33,"referenced_works":["https://openalex.org/W207911391","https://openalex.org/W1982275278","https://openalex.org/W1996236972","https://openalex.org/W2019338079","https://openalex.org/W2115787908","https://openalex.org/W2121013627","https://openalex.org/W2135092349","https://openalex.org/W2138956605","https://openalex.org/W2181150748","https://openalex.org/W2244232650","https://openalex.org/W2305460223","https://openalex.org/W2384944238","https://openalex.org/W2513934761","https://openalex.org/W2539054576","https://openalex.org/W2544547399","https://openalex.org/W2578170710","https://openalex.org/W2578536628","https://openalex.org/W2591055632","https://openalex.org/W2748673987","https://openalex.org/W2762020946","https://openalex.org/W2765227114","https://openalex.org/W2765452429","https://openalex.org/W2791045686","https://openalex.org/W2808991731","https://openalex.org/W2884975621","https://openalex.org/W2951080030","https://openalex.org/W2969179193","https://openalex.org/W2977961330","https://openalex.org/W2988390651","https://openalex.org/W4229680264","https://openalex.org/W6680629358","https://openalex.org/W6729129215","https://openalex.org/W6732868414"],"related_works":["https://openalex.org/W2316629716","https://openalex.org/W2785395359","https://openalex.org/W1549951490","https://openalex.org/W2247295643","https://openalex.org/W2111426611","https://openalex.org/W1966629635","https://openalex.org/W3159983598","https://openalex.org/W2357953609","https://openalex.org/W2367175432","https://openalex.org/W2374727787"],"abstract_inverted_index":{"As":[0],"an":[1],"essential":[2],"and":[3,9,33,41,103,134,184],"challenging":[4],"technology":[5,14,32,37],"of":[6,23,57,60,73,84,90,100,108,119,138,145,154,177],"fault":[7,12,24,30,35,61,66,86,92,101,117,121,126,132,159,167],"prediction":[8,13,31,36,62,168,179],"health":[10],"management(PHM),":[11],"has":[15,174],"been":[16],"a":[17,136,143],"research":[18],"focus":[19],"in":[20,49,158,171],"the":[21,27,55,65,70,74,81,85,91,98,104,109,115,120,125,131,152,155,166,175],"field":[22],"diagnosis.":[25],"However,":[26],"current":[28],"model-based":[29],"data-driven":[34],"have":[38],"some":[39],"limitations,":[40],"it":[42],"is":[43],"difficult":[44],"to":[45,95,129,150],"effectively":[46,113],"apply":[47],"them":[48],"practice.":[50],"Therefore,":[51],"this":[52,172],"paper":[53,173],"combines":[54],"advantages":[56,176],"two":[58],"kinds":[59],"technology,":[63],"sets":[64],"distribution":[67,93,127],"function":[68,72,94,128],"as":[69,149],"membership":[71,139,146],"adaptive":[75],"fuzzy":[76],"neural":[77,110],"network":[78,111],"based":[79],"on":[80],"full":[82],"analysis":[83],"mechanism.":[87],"The":[88,161],"use":[89],"highly":[96],"generalize":[97],"law":[99],"occurrence,":[102],"strong":[105],"self-learning":[106],"ability":[107],"can":[112],"tap":[114],"potential":[116],"information":[118],"data,":[122,133],"thereby":[123],"using":[124],"fit":[130],"forming":[135],"set":[137],"functions":[140],"by":[141],"presetting":[142],"variety":[144],"functions,":[147],"so":[148],"expand":[151],"applicability":[153],"proposed":[156,170],"model":[157,169],"prediction.":[160],"experimental":[162],"results":[163],"show":[164],"that":[165],"high":[178],"accuracy,":[180],"fast":[181],"convergence":[182],"speed":[183],"good":[185],"applicability.":[186]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":5},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":4},{"year":2021,"cited_by_count":1}],"updated_date":"2026-04-10T15:06:20.359241","created_date":"2025-10-10T00:00:00"}
