{"id":"https://openalex.org/W2108400241","doi":"https://doi.org/10.1142/s0129065710002498","title":"FUZZY REGRESSION MODELING FOR TOOL PERFORMANCE PREDICTION AND DEGRADATION DETECTION","display_name":"FUZZY REGRESSION MODELING FOR TOOL PERFORMANCE PREDICTION AND DEGRADATION DETECTION","publication_year":2010,"publication_date":"2010-10-01","ids":{"openalex":"https://openalex.org/W2108400241","doi":"https://doi.org/10.1142/s0129065710002498","mag":"2108400241","pmid":"https://pubmed.ncbi.nlm.nih.gov/20945519"},"language":"en","primary_location":{"id":"doi:10.1142/s0129065710002498","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s0129065710002498","pdf_url":null,"source":{"id":"https://openalex.org/S197665576","display_name":"International Journal of Neural Systems","issn_l":"0129-0657","issn":["0129-0657","1793-6462"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319815","host_organization_name":"World Scientific","host_organization_lineage":["https://openalex.org/P4310319815"],"host_organization_lineage_names":["World Scientific"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Neural Systems","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/A5108764737","display_name":"X. Li","orcid":null},"institutions":[{"id":"https://openalex.org/I4210091207","display_name":"Singapore Institute of Manufacturing Technology","ror":"https://ror.org/00f44np30","country_code":"SG","type":"facility","lineage":["https://openalex.org/I115228651","https://openalex.org/I4210091207","https://openalex.org/I91275662"]}],"countries":["SG"],"is_corresponding":true,"raw_author_name":"X. LI","raw_affiliation_strings":["Singapore Institute of Manufacturing Technology, 71 Nanyang Drive, Singapore 638075, Singapore"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Singapore Institute of Manufacturing Technology, 71 Nanyang Drive, Singapore 638075, Singapore","institution_ids":["https://openalex.org/I4210091207"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5109139738","display_name":"M.J. Er","orcid":null},"institutions":[{"id":"https://openalex.org/I172675005","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302","country_code":"SG","type":"education","lineage":["https://openalex.org/I172675005"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"M. J. ER","raw_affiliation_strings":["School of Electrical & Electronic Engineering, Nanyang Technological University, Nanyang Avenue, Singapore 639798, Singapore"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electrical & Electronic Engineering, Nanyang Technological University, Nanyang Avenue, Singapore 639798, Singapore","institution_ids":["https://openalex.org/I172675005"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113040184","display_name":"Byunggul Lim","orcid":null},"institutions":[{"id":"https://openalex.org/I4210091207","display_name":"Singapore Institute of Manufacturing Technology","ror":"https://ror.org/00f44np30","country_code":"SG","type":"facility","lineage":["https://openalex.org/I115228651","https://openalex.org/I4210091207","https://openalex.org/I91275662"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"B. S. LIM","raw_affiliation_strings":["Singapore Institute of Manufacturing Technology, 71 Nanyang Drive, Singapore 638075, Singapore"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Singapore Institute of Manufacturing Technology, 71 Nanyang Drive, Singapore 638075, Singapore","institution_ids":["https://openalex.org/I4210091207"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5082547849","display_name":"Jian Zhou","orcid":"https://orcid.org/0000-0002-1864-3894"},"institutions":[{"id":"https://openalex.org/I4210091207","display_name":"Singapore Institute of Manufacturing Technology","ror":"https://ror.org/00f44np30","country_code":"SG","type":"facility","lineage":["https://openalex.org/I115228651","https://openalex.org/I4210091207","https://openalex.org/I91275662"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"J. H. ZHOU","raw_affiliation_strings":["Singapore Institute of Manufacturing Technology, 71 Nanyang Drive, Singapore 638075, Singapore"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Singapore Institute of Manufacturing Technology, 71 Nanyang Drive, Singapore 638075, Singapore","institution_ids":["https://openalex.org/I4210091207"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5108492444","display_name":"Oon Peen Gan","orcid":null},"institutions":[{"id":"https://openalex.org/I4210091207","display_name":"Singapore Institute of Manufacturing Technology","ror":"https://ror.org/00f44np30","country_code":"SG","type":"facility","lineage":["https://openalex.org/I115228651","https://openalex.org/I4210091207","https://openalex.org/I91275662"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"O. P. GAN","raw_affiliation_strings":["Singapore Institute of Manufacturing Technology, 71 Nanyang Drive, Singapore 638075, Singapore"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Singapore Institute of Manufacturing Technology, 71 Nanyang Drive, Singapore 638075, Singapore","institution_ids":["https://openalex.org/I4210091207"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5043134796","display_name":"Leszek Rutkowski","orcid":"https://orcid.org/0000-0001-6960-9525"},"institutions":[{"id":"https://openalex.org/I130294970","display_name":"Cz\u0119stochowa University of Technology","ror":"https://ror.org/046awyn59","country_code":"PL","type":"education","lineage":["https://openalex.org/I130294970"]}],"countries":["PL"],"is_corresponding":false,"raw_author_name":"L. RUTKOWSKI","raw_affiliation_strings":["Academy of Management (SWSPiZ), Institute of Information Technology, Sienkiewicza 9, 90-113 \u0141\u00f3d\u017a, Poland","Department of Computer Engineering, Cz\u0229stochowa University of Technology, al. Armii Krajowej 36, 42-200 Cz\u0229stochowa, Poland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Academy of Management (SWSPiZ), Institute of Information Technology, Sienkiewicza 9, 90-113 \u0141\u00f3d\u017a, Poland","institution_ids":[]},{"raw_affiliation_string":"Department of Computer Engineering, Cz\u0229stochowa University of Technology, al. Armii Krajowej 36, 42-200 Cz\u0229stochowa, Poland","institution_ids":["https://openalex.org/I130294970"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5108764737"],"corresponding_institution_ids":["https://openalex.org/I4210091207"],"apc_list":null,"apc_paid":null,"fwci":15.199,"has_fulltext":false,"cited_by_count":63,"citation_normalized_percentile":{"value":0.99276528,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":100},"biblio":{"volume":"20","issue":"05","first_page":"405","last_page":"419"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10188","display_name":"Advanced machining processes and optimization","score":0.9991999864578247,"subfield":{"id":"https://openalex.org/subfields/2210","display_name":"Mechanical 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/T10188","display_name":"Advanced machining processes and optimization","score":0.9991999864578247,"subfield":{"id":"https://openalex.org/subfields/2210","display_name":"Mechanical 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/T11451","display_name":"Advanced Machining and Optimization Techniques","score":0.9951000213623047,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic 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/T11557","display_name":"Lubricants and Their Additives","score":0.9595000147819519,"subfield":{"id":"https://openalex.org/subfields/2210","display_name":"Mechanical 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":0.5879424214363098},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5558590888977051},{"id":"https://openalex.org/keywords/fuzzy-logic","display_name":"Fuzzy logic","score":0.5454150438308716},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.5225812196731567},{"id":"https://openalex.org/keywords/residual","display_name":"Residual","score":0.49863624572753906},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4766857624053955},{"id":"https://openalex.org/keywords/machining","display_name":"Machining","score":0.45362773537635803},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.4191463589668274},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4071117043495178},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.25772276520729065},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.20725294947624207}],"concepts":[{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5879424214363098},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5558590888977051},{"id":"https://openalex.org/C58166","wikidata":"https://www.wikidata.org/wiki/Q224821","display_name":"Fuzzy logic","level":2,"score":0.5454150438308716},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.5225812196731567},{"id":"https://openalex.org/C155512373","wikidata":"https://www.wikidata.org/wiki/Q287450","display_name":"Residual","level":2,"score":0.49863624572753906},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4766857624053955},{"id":"https://openalex.org/C523214423","wikidata":"https://www.wikidata.org/wiki/Q192047","display_name":"Machining","level":2,"score":0.45362773537635803},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4191463589668274},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4071117043495178},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.25772276520729065},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.20725294947624207},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D001185","descriptor_name":"Artificial Intelligence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D001185","descriptor_name":"Artificial Intelligence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D001185","descriptor_name":"Artificial Intelligence","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}],"locations_count":2,"locations":[{"id":"doi:10.1142/s0129065710002498","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s0129065710002498","pdf_url":null,"source":{"id":"https://openalex.org/S197665576","display_name":"International Journal of Neural Systems","issn_l":"0129-0657","issn":["0129-0657","1793-6462"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319815","host_organization_name":"World Scientific","host_organization_lineage":["https://openalex.org/P4310319815"],"host_organization_lineage_names":["World Scientific"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Neural Systems","raw_type":"journal-article"},{"id":"pmid:20945519","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/20945519","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":"International journal of neural systems","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":87,"referenced_works":["https://openalex.org/W116463698","https://openalex.org/W154627543","https://openalex.org/W1495049331","https://openalex.org/W1505806233","https://openalex.org/W1541063383","https://openalex.org/W1560688497","https://openalex.org/W1636374184","https://openalex.org/W1942423339","https://openalex.org/W1965945357","https://openalex.org/W1968717940","https://openalex.org/W1971418692","https://openalex.org/W1972678754","https://openalex.org/W1973690452","https://openalex.org/W1974951309","https://openalex.org/W1975176589","https://openalex.org/W1981632858","https://openalex.org/W1989906353","https://openalex.org/W1990375062","https://openalex.org/W1995283009","https://openalex.org/W1995956937","https://openalex.org/W2000386272","https://openalex.org/W2000534132","https://openalex.org/W2004260750","https://openalex.org/W2006560811","https://openalex.org/W2006674314","https://openalex.org/W2007187232","https://openalex.org/W2009995780","https://openalex.org/W2011718197","https://openalex.org/W2012160340","https://openalex.org/W2013050169","https://openalex.org/W2021027816","https://openalex.org/W2024622156","https://openalex.org/W2026869578","https://openalex.org/W2028497052","https://openalex.org/W2031895952","https://openalex.org/W2036943505","https://openalex.org/W2036962269","https://openalex.org/W2037899897","https://openalex.org/W2042396118","https://openalex.org/W2043978450","https://openalex.org/W2046060847","https://openalex.org/W2050127080","https://openalex.org/W2053441273","https://openalex.org/W2059393070","https://openalex.org/W2061062671","https://openalex.org/W2067755824","https://openalex.org/W2068837659","https://openalex.org/W2070857393","https://openalex.org/W2078979233","https://openalex.org/W2079325629","https://openalex.org/W2081220763","https://openalex.org/W2082105733","https://openalex.org/W2083096310","https://openalex.org/W2084856539","https://openalex.org/W2089146439","https://openalex.org/W2093460543","https://openalex.org/W2099788790","https://openalex.org/W2102412154","https://openalex.org/W2105792094","https://openalex.org/W2111736737","https://openalex.org/W2117900395","https://openalex.org/W2118240482","https://openalex.org/W2122107285","https://openalex.org/W2122923860","https://openalex.org/W2123226256","https://openalex.org/W2125789994","https://openalex.org/W2131392155","https://openalex.org/W2132554038","https://openalex.org/W2140957936","https://openalex.org/W2142972827","https://openalex.org/W2144094032","https://openalex.org/W2144149033","https://openalex.org/W2155164840","https://openalex.org/W2157202423","https://openalex.org/W2160436964","https://openalex.org/W2160456997","https://openalex.org/W2278454089","https://openalex.org/W2282226788","https://openalex.org/W2323575786","https://openalex.org/W2471718024","https://openalex.org/W3009948084","https://openalex.org/W3036512766","https://openalex.org/W3172986746","https://openalex.org/W4205132215","https://openalex.org/W4233391551","https://openalex.org/W4253002607","https://openalex.org/W6605960829"],"related_works":["https://openalex.org/W2803338891","https://openalex.org/W2112229447","https://openalex.org/W2043267898","https://openalex.org/W2063119839","https://openalex.org/W2036155574","https://openalex.org/W2053955898","https://openalex.org/W2560215812","https://openalex.org/W2355268135","https://openalex.org/W2369113923","https://openalex.org/W2044622684"],"abstract_inverted_index":{"In":[0],"this":[1],"paper,":[2],"the":[3,68,79,92,128,138],"viability":[4],"of":[5,74,78,96,107,114,131,160],"using":[6,127],"Fuzzy-Rule-Based":[7],"Regression":[8,33],"Modeling":[9],"(FRM)":[10],"algorithm":[11],"for":[12,49],"tool":[13,109],"performance":[14],"and":[15,72,152,163],"degradation":[16],"detection":[17],"is":[18,22,82,120,135,140],"investigated.":[19],"The":[20,51,76],"FRM":[21,52,81,139],"developed":[23],"based":[24],"on":[25],"a":[26,38,54,59,85,97,103,112],"multi-layered":[27],"fuzzy-rule-based":[28],"hybrid":[29],"system":[30],"with":[31,111,144],"Multiple":[32],"Models":[34],"(MRM)":[35],"embedded":[36],"into":[37],"fuzzy":[39],"logic":[40],"inference":[41],"engine":[42],"that":[43,137],"employs":[44],"Self":[45],"Organizing":[46],"Maps":[47],"(SOM)":[48],"clustering.":[50],"converts":[53],"complex":[55],"nonlinear":[56],"problem":[57],"to":[58,65,90],"simplified":[60],"linear":[61],"format":[62],"in":[63,70,158],"order":[64],"further":[66,121],"increase":[67],"accuracy":[69,162],"prediction":[71,161],"rate":[73],"convergence.":[75],"efficacy":[77],"proposed":[80],"tested":[83],"through":[84],"case":[86],"study":[87,119],"-":[88],"namely":[89],"predict":[91],"remaining":[93],"useful":[94],"life":[95],"ball":[98],"nose":[99],"milling":[100],"cutter":[101],"during":[102],"dry":[104],"machining":[105],"process":[106],"hardened":[108],"steel":[110],"hardness":[113],"52-54":[115],"HRc.":[116],"A":[117],"comparative":[118],"made":[122],"between":[123],"four":[124],"predictive":[125],"models":[126],"same":[129],"set":[130],"experimental":[132],"data.":[133],"It":[134],"shown":[136],"superior":[141],"as":[142],"compared":[143],"conventional":[145],"MRM,":[146],"Back":[147],"Propagation":[148],"Neural":[149],"Networks":[150,156],"(BPNN)":[151],"Radial":[153],"Basis":[154],"Function":[155],"(RBFN)":[157],"terms":[159],"learning":[164],"speed.":[165]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":1},{"year":2019,"cited_by_count":1},{"year":2018,"cited_by_count":2},{"year":2017,"cited_by_count":5},{"year":2016,"cited_by_count":9},{"year":2015,"cited_by_count":2},{"year":2014,"cited_by_count":10},{"year":2013,"cited_by_count":15},{"year":2012,"cited_by_count":4}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}