{"id":"https://openalex.org/W4411311571","doi":"https://doi.org/10.1007/s10462-025-11283-x","title":"Self-organizing fuzzy neural network with adaptive evolution strategy for nonlinear and nonstationary processes","display_name":"Self-organizing fuzzy neural network with adaptive evolution strategy for nonlinear and nonstationary processes","publication_year":2025,"publication_date":"2025-06-13","ids":{"openalex":"https://openalex.org/W4411311571","doi":"https://doi.org/10.1007/s10462-025-11283-x"},"language":"en","primary_location":{"id":"doi:10.1007/s10462-025-11283-x","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10462-025-11283-x","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10462-025-11283-x.pdf","source":{"id":"https://openalex.org/S122814990","display_name":"Artificial Intelligence Review","issn_l":"0269-2821","issn":["0269-2821","1573-7462"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Artificial Intelligence Review","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s10462-025-11283-x.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5059236092","display_name":"Xi Meng","orcid":"https://orcid.org/0000-0003-4778-3201"},"institutions":[{"id":"https://openalex.org/I1327237609","display_name":"Ministry of Education of the People's Republic of China","ror":"https://ror.org/01mv9t934","country_code":"CN","type":"government","lineage":["https://openalex.org/I1327237609","https://openalex.org/I4210127390"]},{"id":"https://openalex.org/I37796252","display_name":"Beijing University of Technology","ror":"https://ror.org/037b1pp87","country_code":"CN","type":"education","lineage":["https://openalex.org/I37796252"]},{"id":"https://openalex.org/I4210122384","display_name":"Beijing Municipal Ecology and Environment Bureau","ror":"https://ror.org/02w23ky30","country_code":"CN","type":"government","lineage":["https://openalex.org/I4210122384"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xi Meng","raw_affiliation_strings":["Beijing Laboratory of Smart Environmental Protection, Beijing, 100124, China","Engineering Research Center of Intelligent Perception and Autonomous Control, Ministry of Education, Beijing, 100124, China","School of Information Science and Technology, Beijing University of Technology, Beijing, 100124, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Beijing Laboratory of Smart Environmental Protection, Beijing, 100124, China","institution_ids":["https://openalex.org/I4210122384"]},{"raw_affiliation_string":"Engineering Research Center of Intelligent Perception and Autonomous Control, Ministry of Education, Beijing, 100124, China","institution_ids":["https://openalex.org/I1327237609"]},{"raw_affiliation_string":"School of Information Science and Technology, Beijing University of Technology, Beijing, 100124, China","institution_ids":["https://openalex.org/I37796252"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Qizheng Hou","orcid":null},"institutions":[{"id":"https://openalex.org/I1327237609","display_name":"Ministry of Education of the People's Republic of China","ror":"https://ror.org/01mv9t934","country_code":"CN","type":"government","lineage":["https://openalex.org/I1327237609","https://openalex.org/I4210127390"]},{"id":"https://openalex.org/I37796252","display_name":"Beijing University of Technology","ror":"https://ror.org/037b1pp87","country_code":"CN","type":"education","lineage":["https://openalex.org/I37796252"]},{"id":"https://openalex.org/I4210122384","display_name":"Beijing Municipal Ecology and Environment Bureau","ror":"https://ror.org/02w23ky30","country_code":"CN","type":"government","lineage":["https://openalex.org/I4210122384"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qizheng Hou","raw_affiliation_strings":["Beijing Laboratory of Smart Environmental Protection, Beijing, 100124, China","Engineering Research Center of Intelligent Perception and Autonomous Control, Ministry of Education, Beijing, 100124, China","School of Information Science and Technology, Beijing University of Technology, Beijing, 100124, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Beijing Laboratory of Smart Environmental Protection, Beijing, 100124, China","institution_ids":["https://openalex.org/I4210122384"]},{"raw_affiliation_string":"Engineering Research Center of Intelligent Perception and Autonomous Control, Ministry of Education, Beijing, 100124, China","institution_ids":["https://openalex.org/I1327237609"]},{"raw_affiliation_string":"School of Information Science and Technology, Beijing University of Technology, Beijing, 100124, China","institution_ids":["https://openalex.org/I37796252"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5082327423","display_name":"Limin Quan","orcid":"https://orcid.org/0000-0001-6972-2288"},"institutions":[{"id":"https://openalex.org/I143413998","display_name":"Qingdao University of Science and Technology","ror":"https://ror.org/041j8js14","country_code":"CN","type":"education","lineage":["https://openalex.org/I143413998"]},{"id":"https://openalex.org/I44468530","display_name":"Qingdao University of Technology","ror":"https://ror.org/01qzc0f54","country_code":"CN","type":"education","lineage":["https://openalex.org/I44468530"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Limin Quan","raw_affiliation_strings":["School of Information and Control Engineering, Qingdao University of Technology, Qingdao, 266520, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information and Control Engineering, Qingdao University of Technology, Qingdao, 266520, China","institution_ids":["https://openalex.org/I143413998","https://openalex.org/I44468530"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5055432844","display_name":"Junfei Qiao","orcid":"https://orcid.org/0000-0002-1707-6074"},"institutions":[{"id":"https://openalex.org/I1327237609","display_name":"Ministry of Education of the People's Republic of China","ror":"https://ror.org/01mv9t934","country_code":"CN","type":"government","lineage":["https://openalex.org/I1327237609","https://openalex.org/I4210127390"]},{"id":"https://openalex.org/I37796252","display_name":"Beijing University of Technology","ror":"https://ror.org/037b1pp87","country_code":"CN","type":"education","lineage":["https://openalex.org/I37796252"]},{"id":"https://openalex.org/I4210122384","display_name":"Beijing Municipal Ecology and Environment Bureau","ror":"https://ror.org/02w23ky30","country_code":"CN","type":"government","lineage":["https://openalex.org/I4210122384"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Junfei Qiao","raw_affiliation_strings":["Beijing Laboratory of Smart Environmental Protection, Beijing, 100124, China","Engineering Research Center of Intelligent Perception and Autonomous Control, Ministry of Education, Beijing, 100124, China","School of Information Science and Technology, Beijing University of Technology, Beijing, 100124, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Beijing Laboratory of Smart Environmental Protection, Beijing, 100124, China","institution_ids":["https://openalex.org/I4210122384"]},{"raw_affiliation_string":"Engineering Research Center of Intelligent Perception and Autonomous Control, Ministry of Education, Beijing, 100124, China","institution_ids":["https://openalex.org/I1327237609"]},{"raw_affiliation_string":"School of Information Science and Technology, Beijing University of Technology, Beijing, 100124, China","institution_ids":["https://openalex.org/I37796252"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5055432844"],"corresponding_institution_ids":["https://openalex.org/I1327237609","https://openalex.org/I37796252","https://openalex.org/I4210122384"],"apc_list":{"value":3090,"currency":"USD","value_usd":3090},"apc_paid":{"value":3090,"currency":"USD","value_usd":3090},"fwci":5.0578,"has_fulltext":true,"cited_by_count":4,"citation_normalized_percentile":{"value":0.94924834,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":97},"biblio":{"volume":"58","issue":"9","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10320","display_name":"Neural Networks and Applications","score":0.9991999864578247,"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":0.9991999864578247,"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":0.998199999332428,"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":0.9761000275611877,"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/computer-science","display_name":"Computer science","score":0.7359875440597534},{"id":"https://openalex.org/keywords/nonlinear-system","display_name":"Nonlinear system","score":0.666090726852417},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.6025922298431396},{"id":"https://openalex.org/keywords/fuzzy-logic","display_name":"Fuzzy logic","score":0.49413445591926575},{"id":"https://openalex.org/keywords/neuro-fuzzy","display_name":"Neuro-fuzzy","score":0.41576334834098816},{"id":"https://openalex.org/keywords/adaptive-neuro-fuzzy-inference-system","display_name":"Adaptive neuro fuzzy inference system","score":0.4126933515071869},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4071305990219116},{"id":"https://openalex.org/keywords/fuzzy-control-system","display_name":"Fuzzy control system","score":0.23422613739967346},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.06144246459007263}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7359875440597534},{"id":"https://openalex.org/C158622935","wikidata":"https://www.wikidata.org/wiki/Q660848","display_name":"Nonlinear system","level":2,"score":0.666090726852417},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.6025922298431396},{"id":"https://openalex.org/C58166","wikidata":"https://www.wikidata.org/wiki/Q224821","display_name":"Fuzzy logic","level":2,"score":0.49413445591926575},{"id":"https://openalex.org/C29470771","wikidata":"https://www.wikidata.org/wiki/Q4165150","display_name":"Neuro-fuzzy","level":4,"score":0.41576334834098816},{"id":"https://openalex.org/C186108316","wikidata":"https://www.wikidata.org/wiki/Q352530","display_name":"Adaptive neuro fuzzy inference system","level":4,"score":0.4126933515071869},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4071305990219116},{"id":"https://openalex.org/C195975749","wikidata":"https://www.wikidata.org/wiki/Q1475705","display_name":"Fuzzy control system","level":3,"score":0.23422613739967346},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.06144246459007263},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/s10462-025-11283-x","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10462-025-11283-x","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10462-025-11283-x.pdf","source":{"id":"https://openalex.org/S122814990","display_name":"Artificial Intelligence Review","issn_l":"0269-2821","issn":["0269-2821","1573-7462"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Artificial Intelligence Review","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1007/s10462-025-11283-x","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10462-025-11283-x","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10462-025-11283-x.pdf","source":{"id":"https://openalex.org/S122814990","display_name":"Artificial Intelligence Review","issn_l":"0269-2821","issn":["0269-2821","1573-7462"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Artificial Intelligence Review","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1172450663","display_name":null,"funder_award_id":"62273013","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G1492832033","display_name":null,"funder_award_id":"20230484310","funder_id":"https://openalex.org/F4320334978","funder_display_name":"Beijing Nova Program"},{"id":"https://openalex.org/G332087857","display_name":null,"funder_award_id":"2021ZD0112301","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"},{"id":"https://openalex.org/G3929591211","display_name":null,"funder_award_id":"62021003","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7211849067","display_name":null,"funder_award_id":"62021003","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"},{"id":"https://openalex.org/G890763551","display_name":null,"funder_award_id":"2021ZD0112301","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320334978","display_name":"Beijing Nova Program","ror":"https://ror.org/034k14f91"},{"id":"https://openalex.org/F4320335777","display_name":"National Key Research and Development Program of China","ror":null}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4411311571.pdf","grobid_xml":"https://content.openalex.org/works/W4411311571.grobid-xml"},"referenced_works_count":37,"referenced_works":["https://openalex.org/W2057974719","https://openalex.org/W2064675550","https://openalex.org/W2072716740","https://openalex.org/W2088866250","https://openalex.org/W2133764509","https://openalex.org/W2149298154","https://openalex.org/W2151863350","https://openalex.org/W2155399784","https://openalex.org/W2564749174","https://openalex.org/W2896347012","https://openalex.org/W2921592617","https://openalex.org/W2925804722","https://openalex.org/W2929291387","https://openalex.org/W2999648422","https://openalex.org/W3016746569","https://openalex.org/W3024470093","https://openalex.org/W3080610273","https://openalex.org/W3107940912","https://openalex.org/W3119538133","https://openalex.org/W3129717211","https://openalex.org/W3172526945","https://openalex.org/W3176678404","https://openalex.org/W3186613042","https://openalex.org/W3196172680","https://openalex.org/W3202786415","https://openalex.org/W3205769504","https://openalex.org/W4225708660","https://openalex.org/W4285289461","https://openalex.org/W4287887678","https://openalex.org/W4312214845","https://openalex.org/W4312775701","https://openalex.org/W4312970224","https://openalex.org/W4319068739","https://openalex.org/W4321609134","https://openalex.org/W4376638355","https://openalex.org/W4379137572","https://openalex.org/W4385627436"],"related_works":["https://openalex.org/W2785395359","https://openalex.org/W1549951490","https://openalex.org/W2247295643","https://openalex.org/W2111426611","https://openalex.org/W4404617988","https://openalex.org/W1966629635","https://openalex.org/W2332603512","https://openalex.org/W3159983598","https://openalex.org/W2357953609","https://openalex.org/W2367175432"],"abstract_inverted_index":{"Fuzzy":[0],"neural":[1,13,53],"networks,":[2,14],"which":[3],"combine":[4],"the":[5,26,75,80,94,122,132,137,186,191,197,200,215],"strengths":[6],"of":[7,25,82,136,169,180,193,199,217],"fuzzy":[8,52],"logic":[9],"systems":[10],"and":[11,28,39,65,79,98,134,210,222],"artificial":[12],"prove":[15],"to":[16,86,109,120,124,127,130,154,157,184],"be":[17],"effective":[18],"in":[19,31,43,140,219],"modeling":[20,220],"industrial":[21,33,212],"processes.":[22,224],"However,":[23],"because":[24],"nonlinearity":[27],"nonstationarity":[29],"exhibited":[30],"complex":[32],"processes,":[34],"constructing":[35],"an":[36,56,99,114,144,178,211],"accurate":[37],"model":[38],"maintaining":[40],"its":[41],"performance":[42,189],"uncertain":[44],"environments":[45],"have":[46],"remained":[47],"challenging.":[48],"Hence,":[49],"a":[50,70,88,103,205],"self-organizing":[51,71],"network":[54,76,111,139],"with":[55],"adaptive":[57,115,145],"evolution":[58,116],"strategy":[59,117],"(AE-SOFNN)":[60],"is":[61,84,107,118,152,175,202],"proposed":[62,119],"for":[63],"nonlinear":[64,221],"nonstationary":[66,141,223],"process":[67],"modeling.":[68],"First,":[69],"mechanism":[72],"based":[73,148],"on":[74,149],"learning":[77,105],"accuracy":[78,133],"activity":[81],"rules":[83],"developed":[85,153],"achieve":[87],"compact":[89],"structure.":[90],"Meanwhile,":[91],"by":[92,160,204],"integrating":[93],"least":[95],"squares":[96],"method":[97],"improved":[100],"second-order":[101],"algorithm,":[102],"hybrid":[104],"algorithm":[106],"applied":[108],"adjust":[110],"parameters.":[112],"Then,":[113],"enable":[121],"AE-SOFNN":[123,201,218],"better":[125],"adapt":[126],"changes,":[128],"aiming":[129],"ensure":[131],"robustness":[135],"constructed":[138],"environments.":[142],"Specifically,":[143],"activation":[146],"threshold":[147],"generalization":[150],"ability":[151],"determine":[155],"how":[156],"update,":[158],"namely":[159],"either":[161],"local":[162,173],"updating":[163,174,188],"or":[164],"global":[165,187],"updating.":[166],"The":[167],"variation":[168],"linear":[170],"parameters":[171],"during":[172],"taken":[176],"as":[177],"indicator":[179],"concept":[181],"drift,":[182],"helping":[183],"improve":[185],"via":[190],"selection":[192],"appropriate":[194],"samples.":[195],"Finally,":[196],"effectiveness":[198],"evaluated":[203],"chaotic":[206],"time-series":[207],"prediction":[208],"problem":[209],"application,":[213],"demonstrating":[214],"superiority":[216]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":3}],"updated_date":"2026-07-23T08:03:31.855105","created_date":"2025-10-10T00:00:00"}