{"id":"https://openalex.org/W4412623380","doi":"https://doi.org/10.1109/tii.2025.3588608","title":"Continuous Evolution Learning: A Lightweight Expansion-Based Continuous Learning Method for Train Transmission Systems Fault Diagnosis","display_name":"Continuous Evolution Learning: A Lightweight Expansion-Based Continuous Learning Method for Train Transmission Systems Fault Diagnosis","publication_year":2025,"publication_date":"2025-07-24","ids":{"openalex":"https://openalex.org/W4412623380","doi":"https://doi.org/10.1109/tii.2025.3588608"},"language":"en","primary_location":{"id":"doi:10.1109/tii.2025.3588608","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tii.2025.3588608","pdf_url":null,"source":{"id":"https://openalex.org/S184777250","display_name":"IEEE Transactions on Industrial Informatics","issn_l":"1551-3203","issn":["1551-3203","1941-0050"],"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 Industrial Informatics","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/A5026729569","display_name":"Changdong Wang","orcid":"https://orcid.org/0000-0002-8446-5774"},"institutions":[{"id":"https://openalex.org/I204983213","display_name":"Harbin Institute of Technology","ror":"https://ror.org/01yqg2h08","country_code":"CN","type":"education","lineage":["https://openalex.org/I204983213"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Changdong Wang","raw_affiliation_strings":["School of Electronic and Information Engineering, Harbin Institute of Technology, Harbin, China"],"raw_orcid":"https://orcid.org/0000-0002-8446-5774","affiliations":[{"raw_affiliation_string":"School of Electronic and Information Engineering, Harbin Institute of Technology, Harbin, China","institution_ids":["https://openalex.org/I204983213"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5046409400","display_name":"Yu Wu","orcid":"https://orcid.org/0000-0002-7681-9376"},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yu Wu","raw_affiliation_strings":["State Key Laboratory of Submarine Geoscience, Department of Automation, Shanghai Jiao Tong University, Shanghai, China"],"raw_orcid":"https://orcid.org/0000-0002-7681-9376","affiliations":[{"raw_affiliation_string":"State Key Laboratory of Submarine Geoscience, Department of Automation, Shanghai Jiao Tong University, Shanghai, China","institution_ids":["https://openalex.org/I183067930"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015993488","display_name":"Jingli Yang","orcid":"https://orcid.org/0000-0003-4865-0339"},"institutions":[{"id":"https://openalex.org/I204983213","display_name":"Harbin Institute of Technology","ror":"https://ror.org/01yqg2h08","country_code":"CN","type":"education","lineage":["https://openalex.org/I204983213"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jingli Yang","raw_affiliation_strings":["School of Electronic and Information Engineering, Harbin Institute of Technology, Harbin, China"],"raw_orcid":"https://orcid.org/0000-0003-4865-0339","affiliations":[{"raw_affiliation_string":"School of Electronic and Information Engineering, Harbin Institute of Technology, Harbin, China","institution_ids":["https://openalex.org/I204983213"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5019460168","display_name":"Bo Yang","orcid":"https://orcid.org/0000-0001-9268-8436"},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bo Yang","raw_affiliation_strings":["State Key Laboratory of Submarine Geoscience, Department of Automation, Shanghai Jiao Tong University, Shanghai, China"],"raw_orcid":"https://orcid.org/0000-0001-9268-8436","affiliations":[{"raw_affiliation_string":"State Key Laboratory of Submarine Geoscience, Department of Automation, Shanghai Jiao Tong University, Shanghai, China","institution_ids":["https://openalex.org/I183067930"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":10.8903,"has_fulltext":false,"cited_by_count":14,"citation_normalized_percentile":{"value":0.9866633,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":100},"biblio":{"volume":"21","issue":"11","first_page":"8270","last_page":"8281"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10220","display_name":"Machine Fault Diagnosis Techniques","score":0.9509000182151794,"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":0.9509000182151794,"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/T13429","display_name":"Electricity Theft Detection Techniques","score":0.911300003528595,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5801708698272705},{"id":"https://openalex.org/keywords/transmission","display_name":"Transmission (telecommunications)","score":0.4891858398914337},{"id":"https://openalex.org/keywords/fault","display_name":"Fault (geology)","score":0.46856147050857544},{"id":"https://openalex.org/keywords/control-engineering","display_name":"Control engineering","score":0.34948980808258057},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.3029470443725586},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.11422666907310486},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.09287184476852417}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5801708698272705},{"id":"https://openalex.org/C761482","wikidata":"https://www.wikidata.org/wiki/Q118093","display_name":"Transmission (telecommunications)","level":2,"score":0.4891858398914337},{"id":"https://openalex.org/C175551986","wikidata":"https://www.wikidata.org/wiki/Q47089","display_name":"Fault (geology)","level":2,"score":0.46856147050857544},{"id":"https://openalex.org/C133731056","wikidata":"https://www.wikidata.org/wiki/Q4917288","display_name":"Control engineering","level":1,"score":0.34948980808258057},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.3029470443725586},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.11422666907310486},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.09287184476852417},{"id":"https://openalex.org/C165205528","wikidata":"https://www.wikidata.org/wiki/Q83371","display_name":"Seismology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tii.2025.3588608","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tii.2025.3588608","pdf_url":null,"source":{"id":"https://openalex.org/S184777250","display_name":"IEEE Transactions on Industrial Informatics","issn_l":"1551-3203","issn":["1551-3203","1941-0050"],"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 Industrial Informatics","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1122842682","display_name":null,"funder_award_id":"U23A20333","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2944702724","display_name":null,"funder_award_id":"62325306","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3797651509","display_name":null,"funder_award_id":"2024M754184","funder_id":"https://openalex.org/F4320321543","funder_display_name":"China Postdoctoral Science Foundation"},{"id":"https://openalex.org/G4429234303","display_name":null,"funder_award_id":"62273237","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5897619397","display_name":null,"funder_award_id":"62403164","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8797811014","display_name":null,"funder_award_id":"HIT.DZJJ.2025011","funder_id":"https://openalex.org/F4320335787","funder_display_name":"Fundamental Research Funds for the Central Universities"}],"funders":[{"id":"https://openalex.org/F4320311778","display_name":"China Association for Science and Technology","ror":"https://ror.org/035vmht26"},{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320321543","display_name":"China Postdoctoral Science Foundation","ror":"https://ror.org/0426zh255"},{"id":"https://openalex.org/F4320335787","display_name":"Fundamental Research Funds for the Central Universities","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":35,"referenced_works":["https://openalex.org/W2560647685","https://openalex.org/W2801363460","https://openalex.org/W2949676527","https://openalex.org/W2964189064","https://openalex.org/W3136345137","https://openalex.org/W3142041738","https://openalex.org/W4212804563","https://openalex.org/W4312695356","https://openalex.org/W4318825746","https://openalex.org/W4327662986","https://openalex.org/W4362714708","https://openalex.org/W4365128558","https://openalex.org/W4365420821","https://openalex.org/W4385834060","https://openalex.org/W4386363005","https://openalex.org/W4387917726","https://openalex.org/W4388508348","https://openalex.org/W4388878371","https://openalex.org/W4390618410","https://openalex.org/W4391328318","https://openalex.org/W4391407271","https://openalex.org/W4391991585","https://openalex.org/W4392727245","https://openalex.org/W4394676716","https://openalex.org/W4395056627","https://openalex.org/W4400380378","https://openalex.org/W4401159095","https://openalex.org/W4401241717","https://openalex.org/W4403411367","https://openalex.org/W4405981547","https://openalex.org/W4406688172","https://openalex.org/W4406903115","https://openalex.org/W4407168469","https://openalex.org/W4407393035","https://openalex.org/W4408323679"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"The":[0],"dynamic":[1],"fault":[2,19],"environment,":[3],"incremental":[4,142,145],"data":[5],"accumulation,":[6],"and":[7,45,103,129,135,139,144],"specific":[8],"needs":[9],"in":[10,23,141],"train":[11],"transmission":[12],"systems":[13],"make":[14],"continual":[15,24,72],"learning":[16,25,73],"essential":[17],"for":[18],"diagnosis.":[20],"Recent":[21],"advancements":[22],"have":[26],"improved":[27],"diagnostic":[28],"adaptability,":[29],"but":[30],"current":[31],"methods":[32],"face":[33],"challenges:":[34],"1)":[35],"Complex":[36],"architectures":[37],"to":[38,57,62,89],"prevent":[39],"catastrophic":[40],"forgetting":[41,146],"increase":[42],"training":[43],"difficulty":[44],"computational":[46,91],"costs,":[47],"hindering":[48],"deployment.":[49],"2)":[50],"Lack":[51],"of":[52,100],"new":[53],"class":[54],"samples":[55],"leads":[56,136],"delayed":[58],"model":[59,77,106],"evolution":[60,107],"due":[61],"long":[63],"sample":[64],"accumulation":[65],"periods.":[66],"This":[67],"article":[68],"introduces":[69],"a":[70,97],"lightweight":[71,85],"method":[74,119],"based":[75],"on":[76],"expansion.":[78],"A":[79],"hash":[80],"space":[81],"metric":[82],"mechanism":[83],"using":[84],"convolution":[86],"is":[87],"developed":[88],"reduce":[90],"costs":[92],"while":[93],"maintaining":[94],"accuracy.":[95],"Additionally,":[96],"joint":[98],"strategy":[99],"knowledge":[101,110],"enhancement":[102],"compression":[104],"improves":[105],"by":[108,122,126,132,137],"refining":[109],"subsets.":[111],"Compared":[112],"with":[113],"the":[114,117],"state-of-the-art":[115],"method,":[116],"proposed":[118],"reduces":[120],"parameters":[121],"2.59":[123],"times,":[124,128,134],"FLOPs":[125],"2.67":[127],"inference":[130],"time":[131],"2.89":[133],"2.5%":[138],"0.23%":[140],"accuracy":[143],"rate,":[147],"respectively.":[148]},"counts_by_year":[{"year":2026,"cited_by_count":12},{"year":2025,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
