{"id":"https://openalex.org/W3041192231","doi":"https://doi.org/10.1109/jiot.2020.3008170","title":"Cloud\u2013Edge-Based Lightweight Temporal Convolutional Networks for Remaining Useful Life Prediction in IIoT","display_name":"Cloud\u2013Edge-Based Lightweight Temporal Convolutional Networks for Remaining Useful Life Prediction in IIoT","publication_year":2020,"publication_date":"2020-07-09","ids":{"openalex":"https://openalex.org/W3041192231","doi":"https://doi.org/10.1109/jiot.2020.3008170","mag":"3041192231"},"language":"en","primary_location":{"id":"doi:10.1109/jiot.2020.3008170","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jiot.2020.3008170","pdf_url":null,"source":{"id":"https://openalex.org/S2480266640","display_name":"IEEE Internet of Things Journal","issn_l":"2327-4662","issn":["2327-4662","2372-2541"],"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 Internet of Things Journal","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/A5028426177","display_name":"Lei Ren","orcid":"https://orcid.org/0000-0001-6346-6930"},"institutions":[{"id":"https://openalex.org/I82880672","display_name":"Beihang University","ror":"https://ror.org/00wk2mp56","country_code":"CN","type":"education","lineage":["https://openalex.org/I82880672"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Lei Ren","raw_affiliation_strings":["School of Automation Science and Electrical Engineering and Beijing Advanced Innovation Center for Big Data-Based Precision Medicine, Beihang University, Beijing, China"],"affiliations":[{"raw_affiliation_string":"School of Automation Science and Electrical Engineering and Beijing Advanced Innovation Center for Big Data-Based Precision Medicine, Beihang University, Beijing, China","institution_ids":["https://openalex.org/I82880672"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015818992","display_name":"Yuxin Liu","orcid":"https://orcid.org/0000-0001-9384-3485"},"institutions":[{"id":"https://openalex.org/I82880672","display_name":"Beihang University","ror":"https://ror.org/00wk2mp56","country_code":"CN","type":"education","lineage":["https://openalex.org/I82880672"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuxin Liu","raw_affiliation_strings":["School of Automation Science and Electrical Engineering and Beijing Advanced Innovation Center for Big Data-Based Precision Medicine, Beihang University, Beijing, China"],"affiliations":[{"raw_affiliation_string":"School of Automation Science and Electrical Engineering and Beijing Advanced Innovation Center for Big Data-Based Precision Medicine, Beihang University, Beijing, China","institution_ids":["https://openalex.org/I82880672"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026291016","display_name":"Xiaokang Wang","orcid":"https://orcid.org/0000-0002-0981-6204"},"institutions":[{"id":"https://openalex.org/I197191942","display_name":"St. Francis Xavier University","ror":"https://ror.org/01wcaxs37","country_code":"CA","type":"education","lineage":["https://openalex.org/I197191942"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Xiaokang Wang","raw_affiliation_strings":["St. Francis Xavier University, Antigonish, Canada"],"affiliations":[{"raw_affiliation_string":"St. Francis Xavier University, Antigonish, Canada","institution_ids":["https://openalex.org/I197191942"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027725400","display_name":"Jinhu L\u00fc","orcid":"https://orcid.org/0000-0003-0275-8387"},"institutions":[{"id":"https://openalex.org/I82880672","display_name":"Beihang University","ror":"https://ror.org/00wk2mp56","country_code":"CN","type":"education","lineage":["https://openalex.org/I82880672"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jinhu Lu","raw_affiliation_strings":["School of Automation Science and Electrical Engineering and Beijing Advanced Innovation Center for Big Data-Based Precision Medicine, Beihang University, Beijing, China"],"affiliations":[{"raw_affiliation_string":"School of Automation Science and Electrical Engineering and Beijing Advanced Innovation Center for Big Data-Based Precision Medicine, Beihang University, Beijing, China","institution_ids":["https://openalex.org/I82880672"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5060713232","display_name":"M. Jamal Deen","orcid":"https://orcid.org/0000-0002-6390-0933"},"institutions":[{"id":"https://openalex.org/I98251732","display_name":"McMaster University","ror":"https://ror.org/02fa3aq29","country_code":"CA","type":"education","lineage":["https://openalex.org/I98251732"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"M. Jamal Deen","raw_affiliation_strings":["McMaster University, Hamilton, Canada"],"affiliations":[{"raw_affiliation_string":"McMaster University, Hamilton, Canada","institution_ids":["https://openalex.org/I98251732"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5028426177"],"corresponding_institution_ids":["https://openalex.org/I82880672"],"apc_list":null,"apc_paid":null,"fwci":12.9186,"has_fulltext":false,"cited_by_count":142,"citation_normalized_percentile":{"value":0.99253582,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":100},"biblio":{"volume":"8","issue":"16","first_page":"12578","last_page":"12587"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10876","display_name":"Fault Detection and Control Systems","score":0.974399983882904,"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/T10876","display_name":"Fault Detection and Control Systems","score":0.974399983882904,"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/T12702","display_name":"Brain Tumor Detection and Classification","score":0.9620000123977661,"subfield":{"id":"https://openalex.org/subfields/2808","display_name":"Neurology"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T10763","display_name":"Digital Transformation in Industry","score":0.9617999792098999,"subfield":{"id":"https://openalex.org/subfields/2209","display_name":"Industrial and Manufacturing 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/cloud-computing","display_name":"Cloud computing","score":0.8888862133026123},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8075757026672363},{"id":"https://openalex.org/keywords/edge-computing","display_name":"Edge computing","score":0.70854651927948},{"id":"https://openalex.org/keywords/big-data","display_name":"Big data","score":0.666410505771637},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.6573373675346375},{"id":"https://openalex.org/keywords/industrial-internet","display_name":"Industrial Internet","score":0.5404843091964722},{"id":"https://openalex.org/keywords/edge-device","display_name":"Edge device","score":0.5228208303451538},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4574242830276489},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.41210657358169556},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.34987518191337585},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.33946335315704346},{"id":"https://openalex.org/keywords/internet-of-things","display_name":"Internet of Things","score":0.3059443235397339},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.16716885566711426}],"concepts":[{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.8888862133026123},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8075757026672363},{"id":"https://openalex.org/C2778456923","wikidata":"https://www.wikidata.org/wiki/Q5337692","display_name":"Edge computing","level":3,"score":0.70854651927948},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.666410505771637},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.6573373675346375},{"id":"https://openalex.org/C202839342","wikidata":"https://www.wikidata.org/wiki/Q60740481","display_name":"Industrial Internet","level":3,"score":0.5404843091964722},{"id":"https://openalex.org/C138236772","wikidata":"https://www.wikidata.org/wiki/Q25098575","display_name":"Edge device","level":3,"score":0.5228208303451538},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4574242830276489},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.41210657358169556},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.34987518191337585},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.33946335315704346},{"id":"https://openalex.org/C81860439","wikidata":"https://www.wikidata.org/wiki/Q251212","display_name":"Internet of Things","level":2,"score":0.3059443235397339},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.16716885566711426},{"id":"https://openalex.org/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/jiot.2020.3008170","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jiot.2020.3008170","pdf_url":null,"source":{"id":"https://openalex.org/S2480266640","display_name":"IEEE Internet of Things Journal","issn_l":"2327-4662","issn":["2327-4662","2372-2541"],"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 Internet of Things Journal","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2506874759","display_name":null,"funder_award_id":"61572057","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7007940310","display_name":null,"funder_award_id":"61836001","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7228007648","display_name":null,"funder_award_id":"2019YFB1705903","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320335777","display_name":"National Key Research and Development Program of China","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":27,"referenced_works":["https://openalex.org/W2064675550","https://openalex.org/W2072641892","https://openalex.org/W2086281524","https://openalex.org/W2126311411","https://openalex.org/W2133832971","https://openalex.org/W2157331557","https://openalex.org/W2328043188","https://openalex.org/W2741768983","https://openalex.org/W2744067593","https://openalex.org/W2766401293","https://openalex.org/W2770198223","https://openalex.org/W2772084711","https://openalex.org/W2786027963","https://openalex.org/W2792764867","https://openalex.org/W2800806089","https://openalex.org/W2802552971","https://openalex.org/W2811266402","https://openalex.org/W2821911925","https://openalex.org/W2893647509","https://openalex.org/W2903936867","https://openalex.org/W2938135176","https://openalex.org/W2944655938","https://openalex.org/W2974843368","https://openalex.org/W2991915022","https://openalex.org/W2998908795","https://openalex.org/W3033009913","https://openalex.org/W3034190797"],"related_works":["https://openalex.org/W3076529025","https://openalex.org/W3212933010","https://openalex.org/W4390610562","https://openalex.org/W4400212587","https://openalex.org/W4322761281","https://openalex.org/W4238233472","https://openalex.org/W3111395152","https://openalex.org/W4313526662","https://openalex.org/W4313463218","https://openalex.org/W4288000017"],"abstract_inverted_index":{"Industrial":[0],"Internet":[1,12],"of":[2,10,13,65,84,116,124,149,244,252,274],"Things":[3,14],"(IIoT),":[4],"as":[5],"an":[6,17,113,128,235],"important":[7],"industrial":[8,23,110,125,134],"branch":[9],"the":[11,41,53,58,63,82,104,119,147,181,207,216,231,250,266,271],"(IoT),":[15],"has":[16],"essential":[18,114],"purpose":[19],"to":[20,35,51,56,102,179,248],"improve":[21,249,265],"intelligent":[22,109],"production.":[24],"For":[25],"this":[26,153],"purpose,":[27],"IIoT":[28,42,86,105],"big":[29,43,87,106],"data":[30,107],"should":[31],"be":[32,213,225],"efficiently":[33],"processed":[34],"mine":[36],"valuable":[37],"information.":[38],"In":[39,152],"handing":[40],"data,":[44],"cloud-edge":[45,95,157,185],"computing":[46,96,150,158,186],"is":[47,72,176,193,202,246],"getting":[48],"more":[49],"attention":[50,141],"reduce":[52,270],"interaction":[54],"latency":[55],"meet":[57,180],"real-time":[59,182],"requirement,":[60,183],"especially":[61,132],"in":[62,206,215,230],"field":[64],"prognostic":[66],"and":[67,145,187,204,219,269],"health":[68],"management":[69],"(PHM).":[70],"It":[71],"expected":[73],"that":[74,261],"artificial":[75],"intelligence":[76],"(AI)":[77],"technologies":[78],"will":[79,212,224],"significantly":[80],"change":[81],"manner":[83],"processing":[85],"data.":[88,258],"Therefore,":[89],"new":[90,163,197],"methods":[91,138],"about":[92],"PHM,":[93,117],"combining":[94,156],"with":[97,159,255],"AI":[98,160],"technologies,":[99],"are":[100],"required":[101],"process":[103],"for":[108,133,173,190],"manufacturing.":[111],"As":[112],"element":[115],"predicting":[118],"remaining":[120],"useful":[121],"life":[122],"(RUL)":[123],"equipment":[126],"plays":[127],"increasingly":[129],"crucial":[130],"role,":[131],"intelligence.":[135],"However,":[136],"traditional":[137],"pay":[139],"much":[140],"on":[142,240],"prediction":[143,175,192,210,222,253,267],"accuracy":[144,221,251,268],"neglect":[146],"influence":[148],"time.":[151],"article,":[154],"by":[155],"technology,":[161],"a":[162,184,196],"data-driven":[164],"method,":[165],"namely,":[166],"cloud-edge-based":[167],"lightweight":[168],"temporal":[169],"convolutional":[170],"networks":[171],"(LTCNs),":[172],"RUL":[174,191],"proposed.":[177],"First,":[178],"AI-based":[188],"framework":[189],"presented.":[194],"Second,":[195],"model":[198],"structure":[199],"named":[200],"LTCN":[201,245],"proposed":[203],"applied":[205],"framework.":[208],"Real-time":[209],"results":[211,223],"obtained":[214,226],"edge":[217],"plane":[218],"higher":[220],"through":[227],"historical":[228],"information":[229],"cloud":[232],"plane.":[233],"Third,":[234],"incremental":[236],"learning":[237],"approach":[238],"based":[239],"updating":[241],"partial":[242],"parameters":[243],"discussed":[247],"models":[254],"newly":[256],"collected":[257],"Experiments":[259],"show":[260],"our":[262],"method":[263],"can":[264],"computational":[272],"time":[273],"RUL.":[275]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":18},{"year":2024,"cited_by_count":33},{"year":2023,"cited_by_count":23},{"year":2022,"cited_by_count":39},{"year":2021,"cited_by_count":21},{"year":2020,"cited_by_count":4}],"updated_date":"2026-03-31T07:56:22.981413","created_date":"2025-10-10T00:00:00"}
