{"id":"https://openalex.org/W4414908232","doi":"https://doi.org/10.1109/tii.2025.3610198","title":"Orthogonal Decoupled Continual Dictionary Learning for Multimode Process Monitoring","display_name":"Orthogonal Decoupled Continual Dictionary Learning for Multimode Process Monitoring","publication_year":2025,"publication_date":"2025-10-07","ids":{"openalex":"https://openalex.org/W4414908232","doi":"https://doi.org/10.1109/tii.2025.3610198"},"language":"en","primary_location":{"id":"doi:10.1109/tii.2025.3610198","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tii.2025.3610198","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/A5049939311","display_name":"Keke Huang","orcid":"https://orcid.org/0000-0003-3553-3424"},"institutions":[{"id":"https://openalex.org/I139660479","display_name":"Central South University","ror":"https://ror.org/00f1zfq44","country_code":"CN","type":"education","lineage":["https://openalex.org/I139660479"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Keke Huang","raw_affiliation_strings":["School of Automation, Central South University, Changsha, China"],"raw_orcid":"https://orcid.org/0000-0003-3553-3424","affiliations":[{"raw_affiliation_string":"School of Automation, Central South University, Changsha, China","institution_ids":["https://openalex.org/I139660479"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113212975","display_name":"Zhongyu Zhang","orcid":"https://orcid.org/0000-0003-0901-1016"},"institutions":[{"id":"https://openalex.org/I139660479","display_name":"Central South University","ror":"https://ror.org/00f1zfq44","country_code":"CN","type":"education","lineage":["https://openalex.org/I139660479"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhongyu Zhang","raw_affiliation_strings":["School of Automation, Central South University, Changsha, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Automation, Central South University, Changsha, China","institution_ids":["https://openalex.org/I139660479"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5013692772","display_name":"Dehao Wu","orcid":"https://orcid.org/0000-0003-0649-1085"},"institutions":[{"id":"https://openalex.org/I139660479","display_name":"Central South University","ror":"https://ror.org/00f1zfq44","country_code":"CN","type":"education","lineage":["https://openalex.org/I139660479"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Dehao Wu","raw_affiliation_strings":["School of Automation, Central South University, Changsha, China"],"raw_orcid":"https://orcid.org/0000-0003-0649-1085","affiliations":[{"raw_affiliation_string":"School of Automation, Central South University, Changsha, China","institution_ids":["https://openalex.org/I139660479"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101971818","display_name":"Chunhua Yang","orcid":"https://orcid.org/0000-0002-3770-9887"},"institutions":[{"id":"https://openalex.org/I139660479","display_name":"Central South University","ror":"https://ror.org/00f1zfq44","country_code":"CN","type":"education","lineage":["https://openalex.org/I139660479"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chunhua Yang","raw_affiliation_strings":["School of Automation, Central South University, Changsha, China"],"raw_orcid":"https://orcid.org/0000-0002-3770-9887","affiliations":[{"raw_affiliation_string":"School of Automation, Central South University, Changsha, China","institution_ids":["https://openalex.org/I139660479"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100711520","display_name":"Weihua Gui","orcid":"https://orcid.org/0000-0002-5337-6445"},"institutions":[{"id":"https://openalex.org/I139660479","display_name":"Central South University","ror":"https://ror.org/00f1zfq44","country_code":"CN","type":"education","lineage":["https://openalex.org/I139660479"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Weihua Gui","raw_affiliation_strings":["School of Automation, Central South University, Changsha, China"],"raw_orcid":"https://orcid.org/0000-0002-5337-6445","affiliations":[{"raw_affiliation_string":"School of Automation, Central South University, Changsha, China","institution_ids":["https://openalex.org/I139660479"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I139660479"],"apc_list":null,"apc_paid":null,"fwci":0.7779,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.76190777,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":97},"biblio":{"volume":"22","issue":"1","first_page":"384","last_page":"395"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10876","display_name":"Fault Detection and Control Systems","score":0.9919999837875366,"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":0.9919999837875366,"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/forgetting","display_name":"Forgetting","score":0.6948000192642212},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.6065999865531921},{"id":"https://openalex.org/keywords/adaptability","display_name":"Adaptability","score":0.6018000245094299},{"id":"https://openalex.org/keywords/stability","display_name":"Stability (learning theory)","score":0.5995000004768372},{"id":"https://openalex.org/keywords/limiting","display_name":"Limiting","score":0.49300000071525574},{"id":"https://openalex.org/keywords/space","display_name":"Space (punctuation)","score":0.4627000093460083},{"id":"https://openalex.org/keywords/raw-data","display_name":"Raw data","score":0.38659998774528503},{"id":"https://openalex.org/keywords/dictionary-learning","display_name":"Dictionary learning","score":0.365200012922287}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7038999795913696},{"id":"https://openalex.org/C7149132","wikidata":"https://www.wikidata.org/wiki/Q1377840","display_name":"Forgetting","level":2,"score":0.6948000192642212},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.6065999865531921},{"id":"https://openalex.org/C177606310","wikidata":"https://www.wikidata.org/wiki/Q5674297","display_name":"Adaptability","level":2,"score":0.6018000245094299},{"id":"https://openalex.org/C112972136","wikidata":"https://www.wikidata.org/wiki/Q7595718","display_name":"Stability (learning theory)","level":2,"score":0.5995000004768372},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.553600013256073},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4986000061035156},{"id":"https://openalex.org/C188198153","wikidata":"https://www.wikidata.org/wiki/Q1613840","display_name":"Limiting","level":2,"score":0.49300000071525574},{"id":"https://openalex.org/C2778572836","wikidata":"https://www.wikidata.org/wiki/Q380933","display_name":"Space (punctuation)","level":2,"score":0.4627000093460083},{"id":"https://openalex.org/C132964779","wikidata":"https://www.wikidata.org/wiki/Q2110223","display_name":"Raw data","level":2,"score":0.38659998774528503},{"id":"https://openalex.org/C2988886741","wikidata":"https://www.wikidata.org/wiki/Q25304494","display_name":"Dictionary learning","level":3,"score":0.365200012922287},{"id":"https://openalex.org/C189950617","wikidata":"https://www.wikidata.org/wiki/Q937228","display_name":"Property (philosophy)","level":2,"score":0.3628000020980835},{"id":"https://openalex.org/C2778348673","wikidata":"https://www.wikidata.org/wiki/Q739302","display_name":"Production (economics)","level":2,"score":0.3515999913215637},{"id":"https://openalex.org/C77967617","wikidata":"https://www.wikidata.org/wiki/Q4677561","display_name":"Active learning (machine learning)","level":2,"score":0.30169999599456787},{"id":"https://openalex.org/C133731056","wikidata":"https://www.wikidata.org/wiki/Q4917288","display_name":"Control engineering","level":1,"score":0.2989000082015991},{"id":"https://openalex.org/C99498987","wikidata":"https://www.wikidata.org/wiki/Q2210247","display_name":"Noise (video)","level":3,"score":0.2799000144004822},{"id":"https://openalex.org/C177148314","wikidata":"https://www.wikidata.org/wiki/Q170084","display_name":"Generalization","level":2,"score":0.26570001244544983},{"id":"https://openalex.org/C125411270","wikidata":"https://www.wikidata.org/wiki/Q18653","display_name":"Encoding (memory)","level":2,"score":0.257999986410141},{"id":"https://openalex.org/C2982736386","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Statistical learning","level":2,"score":0.2556000053882599},{"id":"https://openalex.org/C2776544517","wikidata":"https://www.wikidata.org/wiki/Q189447","display_name":"Unexpected events","level":2,"score":0.2529999911785126}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tii.2025.3610198","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tii.2025.3610198","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/G4523845054","display_name":null,"funder_award_id":"92467107","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"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":22,"referenced_works":["https://openalex.org/W1989261702","https://openalex.org/W2160547390","https://openalex.org/W2786446225","https://openalex.org/W2787894218","https://openalex.org/W2939985247","https://openalex.org/W3000688453","https://openalex.org/W3017198169","https://openalex.org/W3018109943","https://openalex.org/W3164130917","https://openalex.org/W3164503557","https://openalex.org/W4226326865","https://openalex.org/W4282942000","https://openalex.org/W4312763379","https://openalex.org/W4385338763","https://openalex.org/W4386553913","https://openalex.org/W4390187176","https://openalex.org/W4392173735","https://openalex.org/W4396817493","https://openalex.org/W4399117066","https://openalex.org/W4402259427","https://openalex.org/W4402509286","https://openalex.org/W4408166067"],"related_works":[],"abstract_inverted_index":{"Modern":[0],"industrial":[1],"processes":[2],"are":[3],"highly":[4],"complex":[5],"and":[6,21,80,111,132,161],"dynamically":[7],"evolving,":[8],"with":[9,117],"new":[10,57,103,135],"modes":[11,90],"emerging":[12],"due":[13],"to":[14,49,56,91],"variations":[15],"in":[16],"raw":[17],"materials,":[18],"production":[19],"environments,":[20],"other":[22],"factors.":[23],"Traditional":[24],"monitoring":[25,139,163],"methods":[26,47],"often":[27],"suffer":[28],"from":[29],"catastrophic":[30],"forgetting":[31],"during":[32],"updates,":[33],"where":[34],"old":[35,130],"knowledge":[36,131],"is":[37],"overridden.":[38],"Although":[39],"continual":[40,68,158],"learning":[41,70,102,133,159],"offers":[42],"an":[43],"effective":[44],"solution,":[45],"existing":[46],"tend":[48],"overprotect":[50],"historical":[51,89],"knowledge,":[52,136],"limiting":[53],"the":[54,61,75,95,107,121,149],"adaptability":[55],"modes.":[58,104],"To":[59,105],"address":[60],"above":[62],"problems,":[63],"we":[64,113],"propose":[65],"orthogonal":[66],"decoupled":[67],"dictionary":[69,76],"(ODCDL),":[71],"which":[72],"orthogonally":[73],"decouples":[74],"space":[77,85,97],"into":[78],"stability":[79,84,110],"plasticity":[81,96],"subspaces.":[82,123],"The":[83],"preserves":[86],"representations":[87],"of":[88,129,134],"mitigate":[92],"forgetting,":[93],"while":[94],"allows":[98],"flexible":[99],"updates":[100],"for":[101],"balance":[106],"tradeoff":[108],"between":[109],"plasticity,":[112],"impose":[114],"dynamic":[115],"constraints":[116],"varying":[118],"strengths":[119],"on":[120],"two":[122],"This":[124],"design":[125],"enhances":[126],"both":[127],"retention":[128],"ensuring":[137],"accurate":[138],"across":[140],"all":[141],"operating":[142],"conditions.":[143],"Extensive":[144],"experiments":[145],"have":[146],"demonstrated":[147],"that":[148],"proposed":[150],"method":[151],"outperforms":[152],"several":[153],"state-of-the-art":[154],"methods,":[155],"exhibiting":[156],"superior":[157],"capability":[160],"process":[162],"performance.":[164]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-01-10T23:39:48.068659","created_date":"2025-10-10T00:00:00"}