{"id":"https://openalex.org/W4288724428","doi":"https://doi.org/10.1007/s43684-022-00034-2","title":"A deep learning-based approach for electrical equipment remaining useful life prediction","display_name":"A deep learning-based approach for electrical equipment remaining useful life prediction","publication_year":2022,"publication_date":"2022-07-27","ids":{"openalex":"https://openalex.org/W4288724428","doi":"https://doi.org/10.1007/s43684-022-00034-2"},"language":"en","primary_location":{"id":"doi:10.1007/s43684-022-00034-2","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s43684-022-00034-2","pdf_url":"https://link.springer.com/content/pdf/10.1007/s43684-022-00034-2.pdf","source":{"id":"https://openalex.org/S4210227358","display_name":"Autonomous Intelligent Systems","issn_l":"2730-616X","issn":["2730-616X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Autonomous Intelligent Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://link.springer.com/content/pdf/10.1007/s43684-022-00034-2.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5016431215","display_name":"Huibin Fu","orcid":null},"institutions":[{"id":"https://openalex.org/I79510175","display_name":"Cardiff University","ror":"https://ror.org/03kk7td41","country_code":"GB","type":"education","lineage":["https://openalex.org/I79510175"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Huibin Fu","raw_affiliation_strings":["Department of Mechanical Engineering, School of Engineering, Cardiff University, Cardiff, CF24 3AA, UK","Department of Mechanical Engineering, School of Engineering, Cardiff University, Cardiff, UK"],"affiliations":[{"raw_affiliation_string":"Department of Mechanical Engineering, School of Engineering, Cardiff University, Cardiff, CF24 3AA, UK","institution_ids":["https://openalex.org/I79510175"]},{"raw_affiliation_string":"Department of Mechanical Engineering, School of Engineering, Cardiff University, Cardiff, UK","institution_ids":["https://openalex.org/I79510175"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100414223","display_name":"Ying Liu","orcid":"https://orcid.org/0000-0002-4159-5755"},"institutions":[{"id":"https://openalex.org/I79510175","display_name":"Cardiff University","ror":"https://ror.org/03kk7td41","country_code":"GB","type":"education","lineage":["https://openalex.org/I79510175"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"Ying Liu","raw_affiliation_strings":["Department of Mechanical Engineering, School of Engineering, Cardiff University, Cardiff, CF24 3AA, UK","Department of Mechanical Engineering, School of Engineering, Cardiff University, Cardiff, UK"],"affiliations":[{"raw_affiliation_string":"Department of Mechanical Engineering, School of Engineering, Cardiff University, Cardiff, CF24 3AA, UK","institution_ids":["https://openalex.org/I79510175"]},{"raw_affiliation_string":"Department of Mechanical Engineering, School of Engineering, Cardiff University, Cardiff, UK","institution_ids":["https://openalex.org/I79510175"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5100414223"],"corresponding_institution_ids":["https://openalex.org/I79510175"],"apc_list":null,"apc_paid":null,"fwci":2.7902,"has_fulltext":true,"cited_by_count":27,"citation_normalized_percentile":{"value":0.90387134,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":100},"biblio":{"volume":"2","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10220","display_name":"Machine Fault Diagnosis Techniques","score":0.9975000023841858,"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"}},"topics":[{"id":"https://openalex.org/T10220","display_name":"Machine Fault Diagnosis Techniques","score":0.9975000023841858,"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"}},{"id":"https://openalex.org/T10780","display_name":"Reliability and Maintenance Optimization","score":0.9937000274658203,"subfield":{"id":"https://openalex.org/subfields/2213","display_name":"Safety, Risk, Reliability and Quality"},"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/T10834","display_name":"Welding Techniques and Residual Stresses","score":0.98580002784729,"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/contactor","display_name":"Contactor","score":0.7798746824264526},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.5219835042953491},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5008792877197266},{"id":"https://openalex.org/keywords/electrical-equipment","display_name":"Electrical equipment","score":0.4906066954135895},{"id":"https://openalex.org/keywords/voltage","display_name":"Voltage","score":0.46484771370887756},{"id":"https://openalex.org/keywords/reliability-engineering","display_name":"Reliability engineering","score":0.4586816132068634},{"id":"https://openalex.org/keywords/wavelet","display_name":"Wavelet","score":0.45794054865837097},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.35717877745628357},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3144768178462982},{"id":"https://openalex.org/keywords/electrical-engineering","display_name":"Electrical engineering","score":0.14656400680541992},{"id":"https://openalex.org/keywords/power","display_name":"Power (physics)","score":0.1423475742340088}],"concepts":[{"id":"https://openalex.org/C78592999","wikidata":"https://www.wikidata.org/wiki/Q338763","display_name":"Contactor","level":3,"score":0.7798746824264526},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.5219835042953491},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5008792877197266},{"id":"https://openalex.org/C162175671","wikidata":"https://www.wikidata.org/wiki/Q3749263","display_name":"Electrical equipment","level":2,"score":0.4906066954135895},{"id":"https://openalex.org/C165801399","wikidata":"https://www.wikidata.org/wiki/Q25428","display_name":"Voltage","level":2,"score":0.46484771370887756},{"id":"https://openalex.org/C200601418","wikidata":"https://www.wikidata.org/wiki/Q2193887","display_name":"Reliability engineering","level":1,"score":0.4586816132068634},{"id":"https://openalex.org/C47432892","wikidata":"https://www.wikidata.org/wiki/Q831390","display_name":"Wavelet","level":2,"score":0.45794054865837097},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.35717877745628357},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3144768178462982},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.14656400680541992},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.1423475742340088},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"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}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1007/s43684-022-00034-2","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s43684-022-00034-2","pdf_url":"https://link.springer.com/content/pdf/10.1007/s43684-022-00034-2.pdf","source":{"id":"https://openalex.org/S4210227358","display_name":"Autonomous Intelligent Systems","issn_l":"2730-616X","issn":["2730-616X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Autonomous Intelligent Systems","raw_type":"journal-article"},{"id":"pmh:oai:https://orca.cardiff.ac.uk:151520","is_oa":false,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4306401195","display_name":"ORCA Online Research @Cardiff (Cardiff University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I79510175","host_organization_name":"Cardiff University","host_organization_lineage":["https://openalex.org/I79510175"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":"","raw_type":"Article"},{"id":"pmh:oai:doaj.org/article:24b7e2dfdb2149a68f4b2f4c75b2e277","is_oa":true,"landing_page_url":"https://doaj.org/article/24b7e2dfdb2149a68f4b2f4c75b2e277","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Autonomous Intelligent Systems, Vol 2, Iss 1, Pp 1-12 (2022)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1007/s43684-022-00034-2","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s43684-022-00034-2","pdf_url":"https://link.springer.com/content/pdf/10.1007/s43684-022-00034-2.pdf","source":{"id":"https://openalex.org/S4210227358","display_name":"Autonomous Intelligent Systems","issn_l":"2730-616X","issn":["2730-616X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Autonomous Intelligent Systems","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4288724428.pdf","grobid_xml":"https://content.openalex.org/works/W4288724428.grobid-xml"},"referenced_works_count":32,"referenced_works":["https://openalex.org/W1986052273","https://openalex.org/W1995965321","https://openalex.org/W2037325790","https://openalex.org/W2106544870","https://openalex.org/W2222570178","https://openalex.org/W2345979296","https://openalex.org/W2507578125","https://openalex.org/W2508038630","https://openalex.org/W2748874740","https://openalex.org/W2773549135","https://openalex.org/W2790625295","https://openalex.org/W2791168136","https://openalex.org/W2883525675","https://openalex.org/W2900438754","https://openalex.org/W2905189977","https://openalex.org/W2919358988","https://openalex.org/W2972641997","https://openalex.org/W2986585482","https://openalex.org/W2987147016","https://openalex.org/W3085547564","https://openalex.org/W3118413285","https://openalex.org/W3138116568","https://openalex.org/W3141155221","https://openalex.org/W3145482715","https://openalex.org/W3157243312","https://openalex.org/W3159011864","https://openalex.org/W3178726749","https://openalex.org/W4231136054","https://openalex.org/W4238819983","https://openalex.org/W4252379227","https://openalex.org/W4281734162","https://openalex.org/W4285644214"],"related_works":["https://openalex.org/W1972579791","https://openalex.org/W3017172093","https://openalex.org/W2353177263","https://openalex.org/W1995005193","https://openalex.org/W4213184509","https://openalex.org/W2387537324","https://openalex.org/W2393563578","https://openalex.org/W2775204611","https://openalex.org/W2010684848","https://openalex.org/W4200081634"],"abstract_inverted_index":{"Abstract":[0],"Electrical":[1],"equipment":[2,25,48,105,144],"maintenance":[3,12,32],"is":[4,34,53,80,136],"of":[5,89,103,110,182],"vital":[6],"importance":[7],"to":[8,71,82,140],"management":[9],"companies.":[10],"Efficient":[11],"can":[13],"significantly":[14],"reduce":[15],"business":[16],"costs":[17],"and":[18,64,66,98,129,138,184],"avoid":[19],"safety":[20],"accidents":[21],"caused":[22],"by":[23,106,122],"catastrophic":[24],"failures.":[26],"In":[27,74],"the":[28,84,90,94,101,108,117,124,150,167,175],"current":[29,99],"context,":[30],"predictive":[31],"(PdM)":[33],"becoming":[35],"increasingly":[36],"popular":[37],"based":[38,148,156],"on":[39,46,149,157],"machine":[40],"learning":[41,178],"approaches,":[42],"while":[43],"its":[44,55],"research":[45],"electrical":[47,104,143],"such":[49],"as":[50],"low-voltage":[51,91,162],"contactors":[52,164],"in":[54,172,180],"infancy.":[56],"The":[57],"failure":[58],"modes":[59],"are":[60,69,120],"mainly":[61],"fusion":[62],"welding":[63],"explosion,":[65],"a":[67,77,133],"few":[68],"unable":[70],"switch":[72],"on.":[73],"this":[75],"study,":[76],"data-driven":[78],"approach":[79],"proposed":[81,168],"predict":[83],"remaining":[85],"useful":[86],"life":[87,102],"(RUL)":[88],"contactor.":[92],"Firstly,":[93],"three-phase":[95],"alternating":[96],"voltage":[97],"records":[100],"tracking":[107],"number":[109],"times":[111],"it":[112],"has":[113],"been":[114],"operated.":[115],"Secondly,":[116],"failure-relevant":[118],"features":[119],"extracted":[121,151],"using":[123],"time":[125],"domain,":[126,128],"frequency":[127],"wavelet":[130],"methods.":[131],"Then,":[132],"CNN-LSTM":[134],"network":[135],"designed":[137],"used":[139],"train":[141],"an":[142],"RUL":[145],"prediction":[146],"model":[147],"features.":[152],"An":[153],"experimental":[154],"study":[155],"ten":[158],"datasets":[159],"collected":[160],"from":[161],"AC":[163],"reveals":[165],"that":[166],"method":[169],"shows":[170],"merits":[171],"comparison":[173],"with":[174],"prevailing":[176],"deep":[177],"algorithms":[179],"terms":[181],"MAE":[183],"RMSE.":[185]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":13},{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":6}],"updated_date":"2026-03-24T08:02:53.985720","created_date":"2025-10-10T00:00:00"}
