{"id":"https://openalex.org/W4210479888","doi":"https://doi.org/10.1109/safeprocess52771.2021.9693661","title":"Method of Turnout Fault Diagnosis Based on DBN-BiLSTM Model","display_name":"Method of Turnout Fault Diagnosis Based on DBN-BiLSTM Model","publication_year":2021,"publication_date":"2021-12-17","ids":{"openalex":"https://openalex.org/W4210479888","doi":"https://doi.org/10.1109/safeprocess52771.2021.9693661"},"language":"en","primary_location":{"id":"doi:10.1109/safeprocess52771.2021.9693661","is_oa":false,"landing_page_url":"https://doi.org/10.1109/safeprocess52771.2021.9693661","pdf_url":null,"source":{"id":"https://openalex.org/S4363605570","display_name":"2021 CAA Symposium on Fault Detection, Supervision, and Safety for Technical Processes (SAFEPROCESS)","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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 CAA Symposium on Fault Detection, Supervision, and Safety for Technical Processes (SAFEPROCESS)","raw_type":"proceedings-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/A5085777823","display_name":"Guangwu Chen","orcid":"https://orcid.org/0000-0002-5451-8839"},"institutions":[{"id":"https://openalex.org/I3133134087","display_name":"Lanzhou Jiaotong University","ror":"https://ror.org/03144pv92","country_code":"CN","type":"education","lineage":["https://openalex.org/I3133134087"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Chen Guangwu","raw_affiliation_strings":["School of Automatic & Electrical Engineering, Lanzhou Jiaotong University; Gansu Provincial Key Laboratory of Traffic Information Engineering and Control, Lanzhou, China","Gansu Provincial Key Laboratory of Traffic Information Engineering and Control, Lanzhou, China","School of Automatic & Electrical Engineering, Lanzhou Jiaotong University"],"affiliations":[{"raw_affiliation_string":"School of Automatic & Electrical Engineering, Lanzhou Jiaotong University; Gansu Provincial Key Laboratory of Traffic Information Engineering and Control, Lanzhou, China","institution_ids":["https://openalex.org/I3133134087"]},{"raw_affiliation_string":"Gansu Provincial Key Laboratory of Traffic Information Engineering and Control, Lanzhou, China","institution_ids":[]},{"raw_affiliation_string":"School of Automatic & Electrical Engineering, Lanzhou Jiaotong University","institution_ids":["https://openalex.org/I3133134087"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100346479","display_name":"Rong Lu","orcid":"https://orcid.org/0000-0002-6256-7147"},"institutions":[{"id":"https://openalex.org/I3133134087","display_name":"Lanzhou Jiaotong University","ror":"https://ror.org/03144pv92","country_code":"CN","type":"education","lineage":["https://openalex.org/I3133134087"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lu Rong","raw_affiliation_strings":["Gansu Provincial Key Laboratory of Traffic Information Engineering and Control; Key Laboratory of Opto-electronic Technology and Intelligent Control, Ministry of Education, Lanzhou Jiaotong University, Lanzhou, China","Key Laboratory of Opto-electronic Technology and Intelligent Control, Ministry of Education, Lanzhou Jiaotong University, Lanzhou, China","Gansu Provincial Key Laboratory of Traffic Information Engineering and Control"],"affiliations":[{"raw_affiliation_string":"Gansu Provincial Key Laboratory of Traffic Information Engineering and Control; Key Laboratory of Opto-electronic Technology and Intelligent Control, Ministry of Education, Lanzhou Jiaotong University, Lanzhou, China","institution_ids":["https://openalex.org/I3133134087"]},{"raw_affiliation_string":"Key Laboratory of Opto-electronic Technology and Intelligent Control, Ministry of Education, Lanzhou Jiaotong University, Lanzhou, China","institution_ids":["https://openalex.org/I3133134087"]},{"raw_affiliation_string":"Gansu Provincial Key Laboratory of Traffic Information Engineering and Control","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5085777823"],"corresponding_institution_ids":["https://openalex.org/I3133134087"],"apc_list":null,"apc_paid":null,"fwci":1.0588,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.7636153,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":"27","issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11063","display_name":"Rough Sets and Fuzzy Logic","score":0.9832000136375427,"subfield":{"id":"https://openalex.org/subfields/1703","display_name":"Computational Theory and Mathematics"},"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/T11063","display_name":"Rough Sets and Fuzzy Logic","score":0.9832000136375427,"subfield":{"id":"https://openalex.org/subfields/1703","display_name":"Computational Theory and Mathematics"},"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/T10320","display_name":"Neural Networks and Applications","score":0.9821000099182129,"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/T13734","display_name":"Advanced Computational Techniques and Applications","score":0.9790999889373779,"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/deep-belief-network","display_name":"Deep belief network","score":0.8067983388900757},{"id":"https://openalex.org/keywords/turnout","display_name":"Turnout","score":0.7946171164512634},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7449934482574463},{"id":"https://openalex.org/keywords/fault","display_name":"Fault (geology)","score":0.672528088092804},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5654245615005493},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"Feature extraction","score":0.5387197136878967},{"id":"https://openalex.org/keywords/term","display_name":"Term (time)","score":0.4674810767173767},{"id":"https://openalex.org/keywords/power","display_name":"Power (physics)","score":0.4476628601551056},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.4372252821922302},{"id":"https://openalex.org/keywords/signal","display_name":"SIGNAL (programming language)","score":0.4112367033958435},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.3319440186023712}],"concepts":[{"id":"https://openalex.org/C97385483","wikidata":"https://www.wikidata.org/wiki/Q16954980","display_name":"Deep belief network","level":3,"score":0.8067983388900757},{"id":"https://openalex.org/C2779838221","wikidata":"https://www.wikidata.org/wiki/Q7856080","display_name":"Turnout","level":4,"score":0.7946171164512634},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7449934482574463},{"id":"https://openalex.org/C175551986","wikidata":"https://www.wikidata.org/wiki/Q47089","display_name":"Fault (geology)","level":2,"score":0.672528088092804},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5654245615005493},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.5387197136878967},{"id":"https://openalex.org/C61797465","wikidata":"https://www.wikidata.org/wiki/Q1188986","display_name":"Term (time)","level":2,"score":0.4674810767173767},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.4476628601551056},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.4372252821922302},{"id":"https://openalex.org/C2779843651","wikidata":"https://www.wikidata.org/wiki/Q7390335","display_name":"SIGNAL (programming language)","level":2,"score":0.4112367033958435},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.3319440186023712},{"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/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C94625758","wikidata":"https://www.wikidata.org/wiki/Q7163","display_name":"Politics","level":2,"score":0.0},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C520049643","wikidata":"https://www.wikidata.org/wiki/Q189760","display_name":"Voting","level":3,"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/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"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/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/safeprocess52771.2021.9693661","is_oa":false,"landing_page_url":"https://doi.org/10.1109/safeprocess52771.2021.9693661","pdf_url":null,"source":{"id":"https://openalex.org/S4363605570","display_name":"2021 CAA Symposium on Fault Detection, Supervision, and Safety for Technical Processes (SAFEPROCESS)","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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 CAA Symposium on Fault Detection, Supervision, and Safety for Technical Processes (SAFEPROCESS)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":2,"referenced_works":["https://openalex.org/W2781744395","https://openalex.org/W3101691623"],"related_works":["https://openalex.org/W2044173263","https://openalex.org/W856308142","https://openalex.org/W2373209389","https://openalex.org/W2110286895","https://openalex.org/W2197796436","https://openalex.org/W2264221613","https://openalex.org/W2888309058","https://openalex.org/W3135822842","https://openalex.org/W3004931343","https://openalex.org/W3195479793"],"abstract_inverted_index":{"Turnout":[0],"is":[1,66,113],"one":[2],"of":[3,19,26,62,94,121],"the":[4,15,23,27,59,63,75,83,91,95,111,119],"basic":[5],"equipment":[6],"in":[7,104],"railway":[8,42],"signal":[9],"systems,":[10],"which":[11,115],"failure":[12],"seriously":[13],"affects":[14],"safety":[16],"and":[17],"efficiency":[18],"train":[20],"operation.":[21],"Taking":[22],"power":[24],"curve":[25],"S700K":[28],"switch":[29],"machine":[30],"as":[31,80],"an":[32],"example,":[33],"this":[34],"paper":[35],"presented":[36],"a":[37],"fault":[38,92,123],"diagnosis":[39,93],"method":[40],"for":[41],"switches":[43],"based":[44],"on":[45],"deep":[46,71],"belief":[47,72],"network":[48,56,88],"(DBN)":[49],"combined":[50],"with":[51,106],"bidirectional":[52,84],"long":[53,85],"short-term":[54,86],"memory":[55,87],"(BiLSTM).":[57],"First,":[58],"feature":[60],"extraction":[61],"original":[64],"data":[65],"achieved":[67],"by":[68],"unsupervised":[69],"training":[70],"network;":[73],"then":[74],"extracted":[76],"features":[77],"are":[78],"used":[79],"inputs":[81],"to":[82,89],"realize":[90],"turnout.":[96],"BiLSTM":[97],"has":[98],"certain":[99],"advantages":[100],"over":[101],"other":[102],"methods":[103],"dealing":[105],"time":[107],"series":[108],"problems.":[109],"Finally,":[110],"model":[112],"verified,":[114],"can":[116],"effectively":[117],"improve":[118],"accuracy":[120],"turnout":[122],"diagnosis.":[124]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
