{"id":"https://openalex.org/W2013857641","doi":"https://doi.org/10.1109/tr.2015.2424213","title":"Fuzzy Classification With Restricted Boltzman Machines and Echo-State Networks for Predicting Potential Railway Door System Failures","display_name":"Fuzzy Classification With Restricted Boltzman Machines and Echo-State Networks for Predicting Potential Railway Door System Failures","publication_year":2015,"publication_date":"2015-04-30","ids":{"openalex":"https://openalex.org/W2013857641","doi":"https://doi.org/10.1109/tr.2015.2424213","mag":"2013857641"},"language":"en","primary_location":{"id":"doi:10.1109/tr.2015.2424213","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tr.2015.2424213","pdf_url":null,"source":{"id":"https://openalex.org/S87725633","display_name":"IEEE Transactions on Reliability","issn_l":"0018-9529","issn":["0018-9529","1558-1721"],"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 Reliability","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://digitalcollection.zhaw.ch/handle/11475/13905","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5079637160","display_name":"Olga Fink","orcid":"https://orcid.org/0000-0002-9546-1488"},"institutions":[{"id":"https://openalex.org/I858936495","display_name":"ZHAW Zurich University of Applied Sciences","ror":"https://ror.org/05pmsvm27","country_code":"CH","type":"education","lineage":["https://openalex.org/I858936495"]},{"id":"https://openalex.org/I63966007","display_name":"Massachusetts Institute of Technology","ror":"https://ror.org/042nb2s44","country_code":"US","type":"education","lineage":["https://openalex.org/I63966007"]},{"id":"https://openalex.org/I35440088","display_name":"ETH Zurich","ror":"https://ror.org/05a28rw58","country_code":"CH","type":"education","lineage":["https://openalex.org/I2799323385","https://openalex.org/I35440088"]}],"countries":["CH","US"],"is_corresponding":true,"raw_author_name":"Olga Fink","raw_affiliation_strings":["Department of Civil and Environmental Engineering, Massachusetts Institute of Technology (MIT), USA","ETH Zurich","Zurich University of Applied Sciences, Institute for Data Analysis and Process Design, Switzerland"],"affiliations":[{"raw_affiliation_string":"Department of Civil and Environmental Engineering, Massachusetts Institute of Technology (MIT), USA","institution_ids":["https://openalex.org/I63966007"]},{"raw_affiliation_string":"ETH Zurich","institution_ids":["https://openalex.org/I35440088"]},{"raw_affiliation_string":"Zurich University of Applied Sciences, Institute for Data Analysis and Process Design, Switzerland","institution_ids":["https://openalex.org/I858936495"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5012431211","display_name":"Enrico Zio","orcid":"https://orcid.org/0000-0002-7108-637X"},"institutions":[{"id":"https://openalex.org/I93860229","display_name":"Politecnico di Milano","ror":"https://ror.org/01nffqt88","country_code":"IT","type":"education","lineage":["https://openalex.org/I93860229"]},{"id":"https://openalex.org/I216852786","display_name":"\u00c9cole Centrale Paris","ror":"https://ror.org/00v0y5771","country_code":"FR","type":"education","lineage":["https://openalex.org/I216852786"]}],"countries":["FR","IT"],"is_corresponding":false,"raw_author_name":"Enrico Zio","raw_affiliation_strings":["Chair on Systems Science and the Energetic Challenge, \u00c9cole Centrale Paris and SUPELEC, France","Politecnico di Milano, Department of Energy, Italy"],"affiliations":[{"raw_affiliation_string":"Chair on Systems Science and the Energetic Challenge, \u00c9cole Centrale Paris and SUPELEC, France","institution_ids":["https://openalex.org/I216852786"]},{"raw_affiliation_string":"Politecnico di Milano, Department of Energy, Italy","institution_ids":["https://openalex.org/I93860229"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5108625741","display_name":"Ulrich Weidmann","orcid":"https://orcid.org/0000-0003-4428-5215"},"institutions":[{"id":"https://openalex.org/I35440088","display_name":"ETH Zurich","ror":"https://ror.org/05a28rw58","country_code":"CH","type":"education","lineage":["https://openalex.org/I2799323385","https://openalex.org/I35440088"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Ulrich Weidmann","raw_affiliation_strings":["ETH Zurich, Institute for Transport Planning and Systems, Switzerland"],"affiliations":[{"raw_affiliation_string":"ETH Zurich, Institute for Transport Planning and Systems, Switzerland","institution_ids":["https://openalex.org/I35440088"]}]}],"institutions":[],"countries_distinct_count":4,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5079637160"],"corresponding_institution_ids":["https://openalex.org/I35440088","https://openalex.org/I63966007","https://openalex.org/I858936495"],"apc_list":null,"apc_paid":null,"fwci":3.5728,"has_fulltext":false,"cited_by_count":28,"citation_normalized_percentile":{"value":0.93578815,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":"64","issue":"3","first_page":"861","last_page":"868"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12611","display_name":"Neural Networks and Reservoir Computing","score":0.9968000054359436,"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/T12611","display_name":"Neural Networks and Reservoir Computing","score":0.9968000054359436,"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/T10573","display_name":"Power Quality and Harmonics","score":0.9861999750137329,"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/T10320","display_name":"Neural Networks and Applications","score":0.9721999764442444,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/fuzzy-logic","display_name":"Fuzzy logic","score":0.5566598773002625},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5529596209526062},{"id":"https://openalex.org/keywords/echo","display_name":"Echo (communications protocol)","score":0.5012247562408447},{"id":"https://openalex.org/keywords/boltzmann-machine","display_name":"Boltzmann machine","score":0.48329904675483704},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.4777614176273346},{"id":"https://openalex.org/keywords/railway-system","display_name":"Railway system","score":0.4348139762878418},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.43314605951309204},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4309893250465393},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.32718950510025024},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.2981652021408081}],"concepts":[{"id":"https://openalex.org/C58166","wikidata":"https://www.wikidata.org/wiki/Q224821","display_name":"Fuzzy logic","level":2,"score":0.5566598773002625},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5529596209526062},{"id":"https://openalex.org/C2779426996","wikidata":"https://www.wikidata.org/wiki/Q18389128","display_name":"Echo (communications protocol)","level":2,"score":0.5012247562408447},{"id":"https://openalex.org/C192576344","wikidata":"https://www.wikidata.org/wiki/Q194706","display_name":"Boltzmann machine","level":3,"score":0.48329904675483704},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4777614176273346},{"id":"https://openalex.org/C2987165512","wikidata":"https://www.wikidata.org/wiki/Q3565868","display_name":"Railway system","level":2,"score":0.4348139762878418},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.43314605951309204},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4309893250465393},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.32718950510025024},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.2981652021408081},{"id":"https://openalex.org/C22212356","wikidata":"https://www.wikidata.org/wiki/Q775325","display_name":"Transport engineering","level":1,"score":0.0},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1109/tr.2015.2424213","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tr.2015.2424213","pdf_url":null,"source":{"id":"https://openalex.org/S87725633","display_name":"IEEE Transactions on Reliability","issn_l":"0018-9529","issn":["0018-9529","1558-1721"],"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 Reliability","raw_type":"journal-article"},{"id":"pmh:oai:HAL:hal-01340349v1","is_oa":false,"landing_page_url":"https://hal.science/hal-01340349","pdf_url":null,"source":{"id":"https://openalex.org/S4406922466","display_name":"SPIRE - Sciences Po Institutional REpository","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Transactions on Reliability, 2015, 64, pp.861-868. &#x27E8;10.1109/tr.2015.2424213&#x27E9;","raw_type":"Journal articles"},{"id":"pmh:oai:digitalcollection.zhaw.ch:11475/13905","is_oa":true,"landing_page_url":"https://digitalcollection.zhaw.ch/handle/11475/13905","pdf_url":null,"source":{"id":"https://openalex.org/S4306401811","display_name":"Z\u00fcrcher Hochschule f\u00fcr Angewandte Wissenschaften digital collection (Zurich University of Applied Sciences)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I200744771","host_organization_name":"ZHAW Zurich University of Applied Sciences","host_organization_lineage":["https://openalex.org/I200744771"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Text"},{"id":"pmh:oai:re.public.polimi.it:11311/985593","is_oa":false,"landing_page_url":"http://hdl.handle.net/11311/985593","pdf_url":null,"source":{"id":"https://openalex.org/S4306400312","display_name":"Virtual Community of Pathological Anatomy (University of Castilla La Mancha)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I79189158","host_organization_name":"University of Castilla-La Mancha","host_organization_lineage":["https://openalex.org/I79189158"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"pmh:oai:digitalcollection.zhaw.ch:11475/13905","is_oa":true,"landing_page_url":"https://digitalcollection.zhaw.ch/handle/11475/13905","pdf_url":null,"source":{"id":"https://openalex.org/S4306401811","display_name":"Z\u00fcrcher Hochschule f\u00fcr Angewandte Wissenschaften digital collection (Zurich University of Applied Sciences)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I200744771","host_organization_name":"ZHAW Zurich University of Applied Sciences","host_organization_lineage":["https://openalex.org/I200744771"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Text"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320321652","display_name":"Eidgen\u00f6ssische Technische Hochschule Z\u00fcrich","ror":"https://ror.org/05a28rw58"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":44,"referenced_works":["https://openalex.org/W44815768","https://openalex.org/W387844248","https://openalex.org/W1569512666","https://openalex.org/W1590297903","https://openalex.org/W1663973292","https://openalex.org/W1970428520","https://openalex.org/W2001263627","https://openalex.org/W2004917384","https://openalex.org/W2009125863","https://openalex.org/W2014179916","https://openalex.org/W2015341214","https://openalex.org/W2019747896","https://openalex.org/W2023380651","https://openalex.org/W2025387494","https://openalex.org/W2025544122","https://openalex.org/W2034766449","https://openalex.org/W2040584032","https://openalex.org/W2041280856","https://openalex.org/W2042492924","https://openalex.org/W2043039095","https://openalex.org/W2045186954","https://openalex.org/W2047028564","https://openalex.org/W2072273345","https://openalex.org/W2076542464","https://openalex.org/W2084566093","https://openalex.org/W2094032962","https://openalex.org/W2099866409","https://openalex.org/W2115096495","https://openalex.org/W2116064496","https://openalex.org/W2118706537","https://openalex.org/W2119821739","https://openalex.org/W2119964381","https://openalex.org/W2139429550","https://openalex.org/W2166107799","https://openalex.org/W2177933918","https://openalex.org/W2304007452","https://openalex.org/W2594639291","https://openalex.org/W4239510810","https://openalex.org/W4245055982","https://openalex.org/W4255455317","https://openalex.org/W4298358789","https://openalex.org/W6601785968","https://openalex.org/W6661149949","https://openalex.org/W6730422779"],"related_works":["https://openalex.org/W2916681395","https://openalex.org/W1473737476","https://openalex.org/W2529583158","https://openalex.org/W1575733688","https://openalex.org/W2061432289","https://openalex.org/W2963348254","https://openalex.org/W1641020902","https://openalex.org/W3128475979","https://openalex.org/W2276571074","https://openalex.org/W2133316674"],"abstract_inverted_index":{"In":[0],"this":[1],"paper,":[2],"a":[3,8,15,39,43,75],"fuzzy":[4],"classification":[5,51],"approach":[6,35],"applying":[7],"combination":[9,103,117],"of":[10,42,55,61,90,100,104,118,125],"Echo-State":[11],"Networks":[12],"(ESNs)":[13],"and":[14,86],"Restricted":[16],"Boltzmann":[17],"Machine":[18],"(RBM)":[19],"is":[20,36],"proposed":[21,92,102,116],"for":[22,58,106],"predicting":[23,109],"potential":[24],"railway":[25,44,110,130],"rolling":[26,111],"stock":[27,112],"system":[28,46,113,132],"failures":[29,68],"using":[30],"discrete-event":[31],"diagnostic":[32],"data.":[33,49],"The":[34,94,115],"demonstrated":[37],"on":[38,128],"case":[40,133],"study":[41],"door":[45,131],"with":[47],"real":[48],"Fuzzy":[50],"enables":[52],"the":[53,59,62,67,81,84,88,91,98,101,129],"use":[54,107],"linguistic":[56],"variables":[57],"definition":[60],"time":[63],"intervals":[64],"in":[65,108,123],"which":[66],"are":[69],"predicted":[70],"to":[71,79],"occur.":[72],"It":[73],"provides":[74],"more":[76],"intuitive":[77],"way":[78],"handle":[80],"predictions":[82],"by":[83],"users,":[85],"increases":[87],"acceptance":[89],"approach.":[93],"research":[95],"results":[96],"confirm":[97],"suitability":[99],"algorithms":[105,119],"failures.":[114],"shows":[120],"good":[121],"performance":[122],"terms":[124],"prediction":[126],"accuracy":[127],"study.":[134]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":6},{"year":2021,"cited_by_count":3},{"year":2020,"cited_by_count":3},{"year":2019,"cited_by_count":5},{"year":2018,"cited_by_count":6},{"year":2016,"cited_by_count":1},{"year":2015,"cited_by_count":1}],"updated_date":"2026-03-27T14:29:43.386196","created_date":"2025-10-10T00:00:00"}
