{"id":"https://openalex.org/W2089068608","doi":"https://doi.org/10.4018/jalr.2011010101","title":"An Observer Approach for Deterministic Learning Using Patchy Neural Networks with Applications to Fuzzy Cognitive Networks","display_name":"An Observer Approach for Deterministic Learning Using Patchy Neural Networks with Applications to Fuzzy Cognitive Networks","publication_year":2011,"publication_date":"2011-01-01","ids":{"openalex":"https://openalex.org/W2089068608","doi":"https://doi.org/10.4018/jalr.2011010101","mag":"2089068608"},"language":"en","primary_location":{"id":"doi:10.4018/jalr.2011010101","is_oa":false,"landing_page_url":"https://doi.org/10.4018/jalr.2011010101","pdf_url":null,"source":{"id":"https://openalex.org/S116861045","display_name":"International Journal of Artificial Life Research","issn_l":"1947-3079","issn":["1947-3079","1947-3087"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320424","host_organization_name":"IGI Global","host_organization_lineage":["https://openalex.org/P4310320424"],"host_organization_lineage_names":["IGI Global"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Artificial Life Research","raw_type":"journal-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/A5072647243","display_name":"Haris E. Psillakis","orcid":"https://orcid.org/0000-0003-2019-6955"},"institutions":[{"id":"https://openalex.org/I28710699","display_name":"Hellenic Mediterranean University","ror":"https://ror.org/039ce0m20","country_code":"GR","type":"education","lineage":["https://openalex.org/I28710699"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"H. E. Psillakis","raw_affiliation_strings":["Technological and Educational Institute of Crete, Greece"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Technological and Educational Institute of Crete, Greece","institution_ids":["https://openalex.org/I28710699"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5109166331","display_name":"M.A. Christodoulou","orcid":null},"institutions":[{"id":"https://openalex.org/I55741626","display_name":"Technical University of Crete","ror":"https://ror.org/03f8bz564","country_code":"GR","type":"education","lineage":["https://openalex.org/I55741626"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"M. A. Christodoulou","raw_affiliation_strings":["Technical University of Crete, Greece"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Technical University of Crete, Greece","institution_ids":["https://openalex.org/I55741626"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007020113","display_name":"Thomas Giotis","orcid":null},"institutions":[{"id":"https://openalex.org/I55741626","display_name":"Technical University of Crete","ror":"https://ror.org/03f8bz564","country_code":"GR","type":"education","lineage":["https://openalex.org/I55741626"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"T. Giotis","raw_affiliation_strings":["Technical University of Crete, Greece"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Technical University of Crete, Greece","institution_ids":["https://openalex.org/I55741626"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5011949101","display_name":"Yiannis S. Boutalis","orcid":null},"institutions":[{"id":"https://openalex.org/I147962203","display_name":"Democritus University of Thrace","ror":"https://ror.org/03bfqnx40","country_code":"GR","type":"education","lineage":["https://openalex.org/I147962203"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Y. Boutalis","raw_affiliation_strings":["Democritus University of Thrace, Greece"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Democritus University of Thrace, Greece","institution_ids":["https://openalex.org/I147962203"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.8793,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.80598542,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":94},"biblio":{"volume":"2","issue":"1","first_page":"1","last_page":"16"},"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/T11347","display_name":"Neural Networks Stability and Synchronization","score":0.9986000061035156,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/T10040","display_name":"Adaptive Control of Nonlinear Systems","score":0.9961000084877014,"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":0.7375229001045227},{"id":"https://openalex.org/keywords/nonlinear-system","display_name":"Nonlinear system","score":0.661021888256073},{"id":"https://openalex.org/keywords/control-theory","display_name":"Control theory (sociology)","score":0.6100204586982727},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.606719434261322},{"id":"https://openalex.org/keywords/observer","display_name":"Observer (physics)","score":0.5938869118690491},{"id":"https://openalex.org/keywords/fuzzy-logic","display_name":"Fuzzy logic","score":0.5252596735954285},{"id":"https://openalex.org/keywords/scheme","display_name":"Scheme (mathematics)","score":0.4139893054962158},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.39340710639953613},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.2839064300060272}],"concepts":[{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.7375229001045227},{"id":"https://openalex.org/C158622935","wikidata":"https://www.wikidata.org/wiki/Q660848","display_name":"Nonlinear system","level":2,"score":0.661021888256073},{"id":"https://openalex.org/C47446073","wikidata":"https://www.wikidata.org/wiki/Q5165890","display_name":"Control theory (sociology)","level":3,"score":0.6100204586982727},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.606719434261322},{"id":"https://openalex.org/C2780704645","wikidata":"https://www.wikidata.org/wiki/Q9251458","display_name":"Observer (physics)","level":2,"score":0.5938869118690491},{"id":"https://openalex.org/C58166","wikidata":"https://www.wikidata.org/wiki/Q224821","display_name":"Fuzzy logic","level":2,"score":0.5252596735954285},{"id":"https://openalex.org/C77618280","wikidata":"https://www.wikidata.org/wiki/Q1155772","display_name":"Scheme (mathematics)","level":2,"score":0.4139893054962158},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.39340710639953613},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.2839064300060272},{"id":"https://openalex.org/C2775924081","wikidata":"https://www.wikidata.org/wiki/Q55608371","display_name":"Control (management)","level":2,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.4018/jalr.2011010101","is_oa":false,"landing_page_url":"https://doi.org/10.4018/jalr.2011010101","pdf_url":null,"source":{"id":"https://openalex.org/S116861045","display_name":"International Journal of Artificial Life Research","issn_l":"1947-3079","issn":["1947-3079","1947-3087"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320424","host_organization_name":"IGI Global","host_organization_lineage":["https://openalex.org/P4310320424"],"host_organization_lineage_names":["IGI Global"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Artificial Life Research","raw_type":"journal-article"},{"id":"pmh:oai:RePEc:igg:jalr00:v:2:y:2011:i:1:p:1-16","is_oa":false,"landing_page_url":"http://services.igi-global.com/resolvedoi/resolve.aspx?doi=10.4018/jalr.2011010101","pdf_url":null,"source":{"id":"https://openalex.org/S4306401271","display_name":"RePEc: Research Papers in Economics","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I77793887","host_organization_name":"Federal Reserve Bank of St. Louis","host_organization_lineage":["https://openalex.org/I77793887"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":27,"referenced_works":["https://openalex.org/W44157068","https://openalex.org/W234899517","https://openalex.org/W357005916","https://openalex.org/W993535811","https://openalex.org/W1484010331","https://openalex.org/W1510377302","https://openalex.org/W1559107966","https://openalex.org/W1971518943","https://openalex.org/W1988242845","https://openalex.org/W1996101704","https://openalex.org/W2057423886","https://openalex.org/W2067603665","https://openalex.org/W2095224843","https://openalex.org/W2101433417","https://openalex.org/W2112830891","https://openalex.org/W2146886933","https://openalex.org/W2150535417","https://openalex.org/W2154103615","https://openalex.org/W2156909104","https://openalex.org/W2160588587","https://openalex.org/W2170579465","https://openalex.org/W2482944896","https://openalex.org/W2486689052","https://openalex.org/W2501928905","https://openalex.org/W2545559547","https://openalex.org/W3104471247","https://openalex.org/W4230674625"],"related_works":["https://openalex.org/W3192036299","https://openalex.org/W1975289146","https://openalex.org/W2105887828","https://openalex.org/W2087240539","https://openalex.org/W2146428417","https://openalex.org/W4236520801","https://openalex.org/W3176458675","https://openalex.org/W2122599759","https://openalex.org/W2561776955","https://openalex.org/W2138120972"],"abstract_inverted_index":{"In":[0],"this":[1],"paper,":[2],"a":[3,63,96,100],"new":[4],"methodology":[5],"is":[6,36],"proposed":[7,58,109],"for":[8,95],"deterministic":[9],"learning":[10,61,91],"with":[11,62],"neural":[12],"networks.":[13],"Using":[14],"an":[15],"observer":[16],"that":[17],"employs":[18],"the":[19,22,25,31,46,50,54,67,80,87,105,108],"integral":[20],"of":[21,24,30,76,90,107],"sign":[23],"error":[26],"term,":[27],"asymptotic":[28],"estimation":[29],"respective":[32,68],"nonlinear":[33],"vector":[34],"field":[35],"achieved.":[37],"Patchy":[38],"Neural":[39],"Networks":[40],"(PNNs)":[41],"are":[42,83],"introduced":[43],"to":[44],"identify":[45],"unknown":[47],"nonlinearity":[48],"from":[49,66],"observer\u2019s":[51],"output":[52],"and":[53,70,99],"state":[55],"measurements.":[56],"The":[57],"scheme":[59],"achieves":[60],"single":[64],"pass":[65],"patches":[69],"does":[71],"not":[72],"need":[73],"standard":[74],"persistency":[75],"excitation":[77],"conditions.":[78],"Furthermore,":[79],"PNN":[81],"weights":[82],"updated":[84],"algebraically,":[85],"reducing":[86],"computational":[88],"load":[89],"significantly.":[92],"Simulation":[93],"results":[94],"Duffing":[97],"oscillator":[98],"fuzzy":[101],"cognitive":[102],"network":[103],"illustrate":[104],"effectiveness":[106],"approach.":[110]},"counts_by_year":[{"year":2012,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}