{"id":"https://openalex.org/W4412748068","doi":"https://doi.org/10.1109/tcyb.2025.3586643","title":"Incremental Learning-Enabled Fault Diagnosis of Dynamic Systems: A Comprehensive Review","display_name":"Incremental Learning-Enabled Fault Diagnosis of Dynamic Systems: A Comprehensive Review","publication_year":2025,"publication_date":"2025-07-30","ids":{"openalex":"https://openalex.org/W4412748068","doi":"https://doi.org/10.1109/tcyb.2025.3586643","pmid":"https://pubmed.ncbi.nlm.nih.gov/40737141"},"language":"en","primary_location":{"id":"doi:10.1109/tcyb.2025.3586643","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcyb.2025.3586643","pdf_url":null,"source":{"id":"https://openalex.org/S4210191041","display_name":"IEEE Transactions on Cybernetics","issn_l":"2168-2267","issn":["2168-2267","2168-2275"],"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 Cybernetics","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"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/A5049730248","display_name":"Zeyi Liu","orcid":"https://orcid.org/0000-0003-2177-8906"},"institutions":[{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zeyi Liu","raw_affiliation_strings":["Department of Automation, Tsinghua University, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0003-2177-8906","affiliations":[{"raw_affiliation_string":"Department of Automation, Tsinghua University, Beijing, China","institution_ids":["https://openalex.org/I99065089"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5038690943","display_name":"Xiao He","orcid":"https://orcid.org/0000-0002-4588-0887"},"institutions":[{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiao He","raw_affiliation_strings":["Department of Automation, Tsinghua University, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0002-4588-0887","affiliations":[{"raw_affiliation_string":"Department of Automation, Tsinghua University, Beijing, China","institution_ids":["https://openalex.org/I99065089"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100432851","display_name":"Biao Huang","orcid":"https://orcid.org/0000-0001-9082-2216"},"institutions":[{"id":"https://openalex.org/I154425047","display_name":"University of Alberta","ror":"https://ror.org/0160cpw27","country_code":"CA","type":"education","lineage":["https://openalex.org/I154425047"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Biao Huang","raw_affiliation_strings":["Department of Chemical and Materials Engineering, University of Alberta, Edmonton, AB, Canada"],"raw_orcid":"https://orcid.org/0000-0001-9082-2216","affiliations":[{"raw_affiliation_string":"Department of Chemical and Materials Engineering, University of Alberta, Edmonton, AB, Canada","institution_ids":["https://openalex.org/I154425047"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5001517167","display_name":"Donghua Zhou","orcid":"https://orcid.org/0000-0003-0169-8490"},"institutions":[{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Donghua Zhou","raw_affiliation_strings":["Department of Automation, Tsinghua University, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0003-0169-8490","affiliations":[{"raw_affiliation_string":"Department of Automation, Tsinghua University, Beijing, China","institution_ids":["https://openalex.org/I99065089"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":4.1966,"has_fulltext":false,"cited_by_count":8,"citation_normalized_percentile":{"value":0.94920728,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":91,"max":100},"biblio":{"volume":"55","issue":"12","first_page":"5633","last_page":"5649"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10876","display_name":"Fault Detection and Control Systems","score":0.9937999844551086,"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":0.9937999844551086,"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/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9653000235557556,"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/T10220","display_name":"Machine Fault Diagnosis Techniques","score":0.9424999952316284,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5669611692428589},{"id":"https://openalex.org/keywords/fault","display_name":"Fault (geology)","score":0.5358734130859375},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.36426395177841187},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3300727605819702},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.32096824049949646},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.10307171940803528},{"id":"https://openalex.org/keywords/seismology","display_name":"Seismology","score":0.06817930936813354}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5669611692428589},{"id":"https://openalex.org/C175551986","wikidata":"https://www.wikidata.org/wiki/Q47089","display_name":"Fault (geology)","level":2,"score":0.5358734130859375},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.36426395177841187},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3300727605819702},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.32096824049949646},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.10307171940803528},{"id":"https://openalex.org/C165205528","wikidata":"https://www.wikidata.org/wiki/Q83371","display_name":"Seismology","level":1,"score":0.06817930936813354}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/tcyb.2025.3586643","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcyb.2025.3586643","pdf_url":null,"source":{"id":"https://openalex.org/S4210191041","display_name":"IEEE Transactions on Cybernetics","issn_l":"2168-2267","issn":["2168-2267","2168-2275"],"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 Cybernetics","raw_type":"journal-article"},{"id":"pmid:40737141","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/40737141","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE transactions on cybernetics","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/13","display_name":"Climate action","score":0.44999998807907104}],"awards":[{"id":"https://openalex.org/G3019002765","display_name":null,"funder_award_id":"L241016","funder_id":"https://openalex.org/F4320334977","funder_display_name":"Beijing Municipal Natural Science Foundation"},{"id":"https://openalex.org/G3615321702","display_name":null,"funder_award_id":"624B2087","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6228484772","display_name":null,"funder_award_id":"62473223","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/F4320334977","display_name":"Beijing Municipal Natural Science Foundation","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":153,"referenced_works":["https://openalex.org/W34738725","https://openalex.org/W562231173","https://openalex.org/W1482540049","https://openalex.org/W1510598017","https://openalex.org/W1550247484","https://openalex.org/W1654016072","https://openalex.org/W1790534215","https://openalex.org/W1838853353","https://openalex.org/W1904826605","https://openalex.org/W1986278072","https://openalex.org/W2004087388","https://openalex.org/W2007797768","https://openalex.org/W2027515925","https://openalex.org/W2052953969","https://openalex.org/W2069803363","https://openalex.org/W2084172243","https://openalex.org/W2099419573","https://openalex.org/W2111072639","https://openalex.org/W2112465475","https://openalex.org/W2114770214","https://openalex.org/W2124983207","https://openalex.org/W2148087508","https://openalex.org/W2160512933","https://openalex.org/W2169304077","https://openalex.org/W2195063230","https://openalex.org/W2244662970","https://openalex.org/W2285897999","https://openalex.org/W2464878551","https://openalex.org/W2494112937","https://openalex.org/W2559568760","https://openalex.org/W2734382158","https://openalex.org/W2738226240","https://openalex.org/W2784094871","https://openalex.org/W2789515102","https://openalex.org/W2789634333","https://openalex.org/W2790360327","https://openalex.org/W2797599556","https://openalex.org/W2799157199","https://openalex.org/W2804652951","https://openalex.org/W2811137829","https://openalex.org/W2888950664","https://openalex.org/W2891948273","https://openalex.org/W2898017895","https://openalex.org/W2904648439","https://openalex.org/W2910025884","https://openalex.org/W2913741647","https://openalex.org/W2925804722","https://openalex.org/W2930999278","https://openalex.org/W2950549706","https://openalex.org/W2973634119","https://openalex.org/W2982332094","https://openalex.org/W3003981093","https://openalex.org/W3025981493","https://openalex.org/W3030364939","https://openalex.org/W3049162560","https://openalex.org/W3049538428","https://openalex.org/W3085307110","https://openalex.org/W3091357257","https://openalex.org/W3096211637","https://openalex.org/W3098015864","https://openalex.org/W3098971179","https://openalex.org/W3114769785","https://openalex.org/W3119535973","https://openalex.org/W3121113320","https://openalex.org/W3135855722","https://openalex.org/W3159243351","https://openalex.org/W3172466280","https://openalex.org/W3176594000","https://openalex.org/W3187487993","https://openalex.org/W3199433485","https://openalex.org/W3201753566","https://openalex.org/W3216246472","https://openalex.org/W4226269423","https://openalex.org/W4226343570","https://openalex.org/W4229065881","https://openalex.org/W4252060804","https://openalex.org/W4281554598","https://openalex.org/W4285233227","https://openalex.org/W4285294533","https://openalex.org/W4288772854","https://openalex.org/W4292971554","https://openalex.org/W4293004936","https://openalex.org/W4293731241","https://openalex.org/W4306763762","https://openalex.org/W4312210066","https://openalex.org/W4318825746","https://openalex.org/W4321019966","https://openalex.org/W4321033233","https://openalex.org/W4324319958","https://openalex.org/W4362683616","https://openalex.org/W4362704724","https://openalex.org/W4366967149","https://openalex.org/W4372203465","https://openalex.org/W4380927922","https://openalex.org/W4381678436","https://openalex.org/W4384819582","https://openalex.org/W4385267391","https://openalex.org/W4385626998","https://openalex.org/W4385834060","https://openalex.org/W4387102559","https://openalex.org/W4387232984","https://openalex.org/W4387886166","https://openalex.org/W4388207980","https://openalex.org/W4388279955","https://openalex.org/W4388505186","https://openalex.org/W4388962430","https://openalex.org/W4389178861","https://openalex.org/W4389331447","https://openalex.org/W4390357683","https://openalex.org/W4390604872","https://openalex.org/W4390608111","https://openalex.org/W4390629486","https://openalex.org/W4390705336","https://openalex.org/W4391328318","https://openalex.org/W4391915398","https://openalex.org/W4392022818","https://openalex.org/W4392251527","https://openalex.org/W4392672408","https://openalex.org/W4392693746","https://openalex.org/W4392727245","https://openalex.org/W4392955433","https://openalex.org/W4392976126","https://openalex.org/W4393315866","https://openalex.org/W4396680703","https://openalex.org/W4396901680","https://openalex.org/W4396909852","https://openalex.org/W4397014361","https://openalex.org/W4399206139","https://openalex.org/W4400111070","https://openalex.org/W4400142998","https://openalex.org/W4400760825","https://openalex.org/W4402121406","https://openalex.org/W4402629677","https://openalex.org/W4402742440","https://openalex.org/W4403445875","https://openalex.org/W4403918167","https://openalex.org/W4404310025","https://openalex.org/W4404565335","https://openalex.org/W4404770588","https://openalex.org/W4404817103","https://openalex.org/W4404957678","https://openalex.org/W4404997777","https://openalex.org/W4405179696","https://openalex.org/W4405981547","https://openalex.org/W4406416249","https://openalex.org/W4406688172","https://openalex.org/W4406729765","https://openalex.org/W4407168469","https://openalex.org/W4409166896","https://openalex.org/W4409365977","https://openalex.org/W4409458876","https://openalex.org/W4409723659","https://openalex.org/W4410491968"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W4387369504","https://openalex.org/W4394896187","https://openalex.org/W3170094116","https://openalex.org/W4386462264","https://openalex.org/W3107602296","https://openalex.org/W4364306694","https://openalex.org/W4312192474","https://openalex.org/W4283697347"],"abstract_inverted_index":{"Effective":[0],"fault":[1,29,48,57,99,108,139,166],"diagnosis":[2,49,58,100,109,167],"is":[3,90,169],"crucial":[4],"for":[5,42,177],"maintaining":[6],"the":[7,84,91],"reliability":[8],"and":[9,22,71,126,144,161,174,179],"safety":[10],"of":[11,86],"industrial":[12],"systems.":[13],"Incremental":[14],"learning,":[15,73],"which":[16],"enables":[17],"models":[18],"to":[19,24,138,154],"continuously":[20],"update":[21],"adapt":[23],"new":[25],"data":[26,45],"or":[27],"emerging":[28,151],"classes":[30],"without":[31,74],"complete":[32],"retraining,":[33],"has":[34],"recently":[35],"gained":[36],"attention":[37],"as":[38,68],"a":[39,60,76,172],"promising":[40],"solution":[41],"addressing":[43],"nonstationary":[44],"streams":[46],"in":[47,181],"applications.":[50],"Nevertheless,":[51],"most":[52],"existing":[53],"review":[54,93],"articles":[55],"on":[56,79,96,121,163],"adopt":[59],"broad":[61],"perspective,":[62],"primarily":[63],"discussing":[64],"general":[65],"techniques":[66],"such":[67],"deep":[69],"learning":[70,81,124,137],"transfer":[72],"providing":[75,171],"dedicated":[77],"focus":[78],"incremental":[80,97,106,123,136,164],"strategies.":[82],"To":[83],"best":[85],"our":[87],"knowledge,":[88],"it":[89],"first":[92],"focusing":[94],"specifically":[95],"learning-enabled":[98,107,165],"methods.":[101],"In":[102,129],"this":[103,182],"work,":[104],"state-of-the-art":[105],"are":[110,115,147],"systematically":[111],"reviewed.":[112],"These":[113],"methods":[114],"categorized":[116],"into":[117],"distinct":[118],"groups":[119],"based":[120],"their":[122],"strategies":[125],"application":[127],"contexts.":[128],"addition,":[130],"major":[131],"challenges":[132],"associated":[133],"with":[134,150],"applying":[135],"diagnosis,":[140],"including":[141],"concept":[142],"drift":[143],"catastrophic":[145],"forgetting,":[146],"discussed,":[148],"along":[149],"solutions":[152],"proposed":[153],"address":[155],"these":[156],"issues.":[157],"A":[158],"novel":[159],"taxonomy":[160],"perspective":[162],"approaches":[168],"presented,":[170],"timely":[173],"comprehensive":[175],"reference":[176],"researchers":[178],"practitioners":[180],"evolving":[183],"field.":[184]},"counts_by_year":[{"year":2026,"cited_by_count":7},{"year":2025,"cited_by_count":1}],"updated_date":"2026-07-17T09:13:05.818461","created_date":"2025-10-10T00:00:00"}