{"id":"https://openalex.org/W4312985793","doi":"https://doi.org/10.1109/tcsii.2022.3212087","title":"DeepFaultNet: Predicting Fault Severity of Communication Cable With Hybrid-ResCNN","display_name":"DeepFaultNet: Predicting Fault Severity of Communication Cable With Hybrid-ResCNN","publication_year":2022,"publication_date":"2022-10-05","ids":{"openalex":"https://openalex.org/W4312985793","doi":"https://doi.org/10.1109/tcsii.2022.3212087"},"language":"en","primary_location":{"id":"doi:10.1109/tcsii.2022.3212087","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcsii.2022.3212087","pdf_url":null,"source":{"id":"https://openalex.org/S93916849","display_name":"IEEE Transactions on Circuits & Systems II Express Briefs","issn_l":"1549-7747","issn":["1549-7747","1558-3791"],"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 Circuits and Systems II: Express Briefs","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/A5000639154","display_name":"Hailin Cao","orcid":"https://orcid.org/0000-0002-7944-3327"},"institutions":[{"id":"https://openalex.org/I158842170","display_name":"Chongqing University","ror":"https://ror.org/023rhb549","country_code":"CN","type":"education","lineage":["https://openalex.org/I158842170"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hailin Cao","raw_affiliation_strings":["State Key Laboratory of Power Transmission Equipment and System Security and New Technology, School of Microelectronics and Communication Engineering, Chongqing University, Chongqing, China"],"raw_orcid":"https://orcid.org/0000-0002-7944-3327","affiliations":[{"raw_affiliation_string":"State Key Laboratory of Power Transmission Equipment and System Security and New Technology, School of Microelectronics and Communication Engineering, Chongqing University, Chongqing, China","institution_ids":["https://openalex.org/I158842170"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5054122438","display_name":"Long Feng","orcid":"https://orcid.org/0000-0003-0473-2500"},"institutions":[{"id":"https://openalex.org/I158842170","display_name":"Chongqing University","ror":"https://ror.org/023rhb549","country_code":"CN","type":"education","lineage":["https://openalex.org/I158842170"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Feng Long","raw_affiliation_strings":["State Key Laboratory of Power Transmission Equipment and System Security and New Technology, School of Microelectronics and Communication Engineering, Chongqing University, Chongqing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"State Key Laboratory of Power Transmission Equipment and System Security and New Technology, School of Microelectronics and Communication Engineering, Chongqing University, Chongqing, China","institution_ids":["https://openalex.org/I158842170"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103184383","display_name":"Binyu Wang","orcid":"https://orcid.org/0009-0005-7358-5040"},"institutions":[{"id":"https://openalex.org/I158842170","display_name":"Chongqing University","ror":"https://ror.org/023rhb549","country_code":"CN","type":"education","lineage":["https://openalex.org/I158842170"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Binyu Wang","raw_affiliation_strings":["State Key Laboratory of Power Transmission Equipment and System Security and New Technology, School of Microelectronics and Communication Engineering, Chongqing University, Chongqing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"State Key Laboratory of Power Transmission Equipment and System Security and New Technology, School of Microelectronics and Communication Engineering, Chongqing University, Chongqing, China","institution_ids":["https://openalex.org/I158842170"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010954151","display_name":"Peng Xue","orcid":"https://orcid.org/0000-0001-5685-7212"},"institutions":[{"id":"https://openalex.org/I158842170","display_name":"Chongqing University","ror":"https://ror.org/023rhb549","country_code":"CN","type":"education","lineage":["https://openalex.org/I158842170"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xue Peng","raw_affiliation_strings":["State Key Laboratory of Power Transmission Equipment and System Security and New Technology, School of Microelectronics and Communication Engineering, Chongqing University, Chongqing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"State Key Laboratory of Power Transmission Equipment and System Security and New Technology, School of Microelectronics and Communication Engineering, Chongqing University, Chongqing, China","institution_ids":["https://openalex.org/I158842170"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100441933","display_name":"Xiang Chen","orcid":"https://orcid.org/0000-0002-7479-2720"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Xiang Chen","raw_affiliation_strings":["Fews Ltd., Wellington, New Zealand"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Fews Ltd., Wellington, New Zealand","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5032750757","display_name":"Xiaoren Tao","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Xiaoren Tao","raw_affiliation_strings":["Beijing Time Capsule Company Ltd., Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Beijing Time Capsule Company Ltd., Beijing, China","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.4417,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.60300072,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":"70","issue":"2","first_page":"826","last_page":"830"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12737","display_name":"Electrical Fault Detection and Protection","score":0.9998999834060669,"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"}},"topics":[{"id":"https://openalex.org/T12737","display_name":"Electrical Fault Detection and Protection","score":0.9998999834060669,"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/T10972","display_name":"Power Systems Fault Detection","score":0.9825999736785889,"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/T11850","display_name":"Concrete Corrosion and Durability","score":0.9771999716758728,"subfield":{"id":"https://openalex.org/subfields/2205","display_name":"Civil and Structural 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/fault","display_name":"Fault (geology)","score":0.726412296295166},{"id":"https://openalex.org/keywords/convolution","display_name":"Convolution (computer science)","score":0.6594241857528687},{"id":"https://openalex.org/keywords/reflectometry","display_name":"Reflectometry","score":0.6454923152923584},{"id":"https://openalex.org/keywords/residual","display_name":"Residual","score":0.5895552635192871},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5815317034721375},{"id":"https://openalex.org/keywords/fault-indicator","display_name":"Fault indicator","score":0.502554178237915},{"id":"https://openalex.org/keywords/fault-detection-and-isolation","display_name":"Fault detection and isolation","score":0.4799359440803528},{"id":"https://openalex.org/keywords/electronic-engineering","display_name":"Electronic engineering","score":0.44852274656295776},{"id":"https://openalex.org/keywords/transfer-function","display_name":"Transfer function","score":0.4302663505077362},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.4298694431781769},{"id":"https://openalex.org/keywords/channel","display_name":"Channel (broadcasting)","score":0.4185488224029541},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.4098653793334961},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.3705056309700012},{"id":"https://openalex.org/keywords/reliability-engineering","display_name":"Reliability engineering","score":0.36763226985931396},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.2927056550979614},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.2807515561580658},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.20776435732841492},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.20685994625091553},{"id":"https://openalex.org/keywords/electrical-engineering","display_name":"Electrical engineering","score":0.17877519130706787},{"id":"https://openalex.org/keywords/time-domain","display_name":"Time domain","score":0.1334768533706665}],"concepts":[{"id":"https://openalex.org/C175551986","wikidata":"https://www.wikidata.org/wiki/Q47089","display_name":"Fault (geology)","level":2,"score":0.726412296295166},{"id":"https://openalex.org/C45347329","wikidata":"https://www.wikidata.org/wiki/Q5166604","display_name":"Convolution (computer science)","level":3,"score":0.6594241857528687},{"id":"https://openalex.org/C2778925768","wikidata":"https://www.wikidata.org/wiki/Q3454718","display_name":"Reflectometry","level":3,"score":0.6454923152923584},{"id":"https://openalex.org/C155512373","wikidata":"https://www.wikidata.org/wiki/Q287450","display_name":"Residual","level":2,"score":0.5895552635192871},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5815317034721375},{"id":"https://openalex.org/C21267803","wikidata":"https://www.wikidata.org/wiki/Q5438159","display_name":"Fault indicator","level":4,"score":0.502554178237915},{"id":"https://openalex.org/C152745839","wikidata":"https://www.wikidata.org/wiki/Q5438153","display_name":"Fault detection and isolation","level":3,"score":0.4799359440803528},{"id":"https://openalex.org/C24326235","wikidata":"https://www.wikidata.org/wiki/Q126095","display_name":"Electronic engineering","level":1,"score":0.44852274656295776},{"id":"https://openalex.org/C81299745","wikidata":"https://www.wikidata.org/wiki/Q334269","display_name":"Transfer function","level":2,"score":0.4302663505077362},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.4298694431781769},{"id":"https://openalex.org/C127162648","wikidata":"https://www.wikidata.org/wiki/Q16858953","display_name":"Channel (broadcasting)","level":2,"score":0.4185488224029541},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.4098653793334961},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.3705056309700012},{"id":"https://openalex.org/C200601418","wikidata":"https://www.wikidata.org/wiki/Q2193887","display_name":"Reliability engineering","level":1,"score":0.36763226985931396},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2927056550979614},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.2807515561580658},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.20776435732841492},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.20685994625091553},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.17877519130706787},{"id":"https://openalex.org/C103824480","wikidata":"https://www.wikidata.org/wiki/Q185889","display_name":"Time domain","level":2,"score":0.1334768533706665},{"id":"https://openalex.org/C172707124","wikidata":"https://www.wikidata.org/wiki/Q423488","display_name":"Actuator","level":2,"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/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.0},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tcsii.2022.3212087","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcsii.2022.3212087","pdf_url":null,"source":{"id":"https://openalex.org/S93916849","display_name":"IEEE Transactions on Circuits & Systems II Express Briefs","issn_l":"1549-7747","issn":["1549-7747","1558-3791"],"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 Circuits and Systems II: Express Briefs","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G526868804","display_name":null,"funder_award_id":"U1831117","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6382948491","display_name":null,"funder_award_id":"cstc2021jcyjbsh0198","funder_id":"https://openalex.org/F4320323172","funder_display_name":"Natural Science Foundation of Chongqing"},{"id":"https://openalex.org/G8181664004","display_name":null,"funder_award_id":"62001068","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G883449557","display_name":null,"funder_award_id":"51877015","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation 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/F4320323172","display_name":"Natural Science Foundation of Chongqing","ror":"https://ror.org/01h0zpd94"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":15,"referenced_works":["https://openalex.org/W2140036717","https://openalex.org/W2194775991","https://openalex.org/W2203266581","https://openalex.org/W2515503816","https://openalex.org/W2538510953","https://openalex.org/W2809370667","https://openalex.org/W2963741028","https://openalex.org/W3004640066","https://openalex.org/W3016541735","https://openalex.org/W3033382437","https://openalex.org/W3047523230","https://openalex.org/W3128946928","https://openalex.org/W3132138386","https://openalex.org/W3207858745","https://openalex.org/W4206399587"],"related_works":["https://openalex.org/W2140036717","https://openalex.org/W2091193607","https://openalex.org/W2035752977","https://openalex.org/W2597922112","https://openalex.org/W2084512058","https://openalex.org/W2022839116","https://openalex.org/W2249658485","https://openalex.org/W2139934557","https://openalex.org/W4253129285","https://openalex.org/W2157700289"],"abstract_inverted_index":{"Detecting":[0],"faults":[1],"in":[2],"communication":[3,96],"wiring":[4],"systems":[5],"is":[6,120],"always":[7],"an":[8],"intriguing":[9],"research":[10],"topic.":[11],"Most":[12],"current":[13],"fault":[14,51,75,85,98],"finding":[15],"approaches":[16],"are":[17],"based":[18,55],"on":[19,56,101],"reflectometry.":[20],"However,":[21],"traditional":[22,114],"reflectometry":[23],"requires":[24],"prior":[25,64],"knowledge,":[26],"such":[27],"as":[28],"the":[29,36,42,68,74,117],"cable":[30,37,45,63,97],"propagation":[31],"wave":[32],"velocity,":[33],"to":[34,94,107],"analyze":[35],"state":[38],"and":[39,122],"cannot":[40],"determine":[41],"severity":[43,52],"of":[44],"faults.":[46],"This":[47],"paper":[48],"introduces":[49],"a":[50,57,77,95,102],"prediction":[53],"method":[54,91,119],"one-dimensional":[58],"convolution":[59],"residual":[60],"network":[61,81],"without":[62],"knowledge.":[65],"By":[66],"correlating":[67],"channel":[69],"transfer":[70],"function":[71],"(CTF)":[72],"with":[73,112],"information,":[76],"pilot-based":[78],"deep":[79],"learning":[80],"that":[82],"can":[83],"extract":[84],"features":[86],"more":[87],"accurately":[88],"emerges.":[89],"The":[90],"was":[92],"applied":[93],"detection":[99,115],"experiment":[100],"software-defined":[103],"radio":[104],"(SDR)":[105],"platform":[106],"verify":[108],"its":[109],"effectiveness.":[110],"Compared":[111],"other":[113],"methods,":[116],"proposed":[118],"simpler":[121],"has":[123],"better":[124],"performance.":[125]},"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}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
