{"id":"https://openalex.org/W4313306326","doi":"https://doi.org/10.1109/tnnls.2022.3231849","title":"Deep Subdomain Learning Adaptation Network: A Sensor Fault-Tolerant Soft Sensor for Industrial Processes","display_name":"Deep Subdomain Learning Adaptation Network: A Sensor Fault-Tolerant Soft Sensor for Industrial Processes","publication_year":2022,"publication_date":"2022-12-30","ids":{"openalex":"https://openalex.org/W4313306326","doi":"https://doi.org/10.1109/tnnls.2022.3231849","pmid":"https://pubmed.ncbi.nlm.nih.gov/37015656"},"language":"en","primary_location":{"id":"doi:10.1109/tnnls.2022.3231849","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tnnls.2022.3231849","pdf_url":null,"source":{"id":"https://openalex.org/S4210175523","display_name":"IEEE Transactions on Neural Networks and Learning Systems","issn_l":"2162-237X","issn":["2162-237X","2162-2388"],"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 Neural Networks and Learning Systems","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/A5057416101","display_name":"Xiangrui Zhang","orcid":"https://orcid.org/0000-0003-3848-6926"},"institutions":[{"id":"https://openalex.org/I4391767838","display_name":"State Key Laboratory of Industrial Control Technology","ror":"https://ror.org/03a33a786","country_code":null,"type":"facility","lineage":["https://openalex.org/I4391767838","https://openalex.org/I76130692"]},{"id":"https://openalex.org/I55712492","display_name":"Zhejiang University of Technology","ror":"https://ror.org/02djqfd08","country_code":"CN","type":"education","lineage":["https://openalex.org/I55712492"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiangrui Zhang","raw_affiliation_strings":["State Key Laboratory of Industrial Control Technology, College of Control Science and Engineering, Institute of Industry Intelligence and Systems Engineering, Zhejiang University, Hangzhou, China","College of Control Science and Engineering, Institute of Industry Intelligence and Systems Engineering, State Key Laboratory of Industrial Control Technology, Zhejiang University, Hangzhou, China"],"raw_orcid":"https://orcid.org/0000-0003-3848-6926","affiliations":[{"raw_affiliation_string":"State Key Laboratory of Industrial Control Technology, College of Control Science and Engineering, Institute of Industry Intelligence and Systems Engineering, Zhejiang University, Hangzhou, China","institution_ids":["https://openalex.org/I55712492"]},{"raw_affiliation_string":"College of Control Science and Engineering, Institute of Industry Intelligence and Systems Engineering, State Key Laboratory of Industrial Control Technology, Zhejiang University, Hangzhou, China","institution_ids":["https://openalex.org/I55712492","https://openalex.org/I4391767838"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5030250813","display_name":"Chunyue Song","orcid":"https://orcid.org/0000-0003-2196-520X"},"institutions":[{"id":"https://openalex.org/I4391767838","display_name":"State Key Laboratory of Industrial Control Technology","ror":"https://ror.org/03a33a786","country_code":null,"type":"facility","lineage":["https://openalex.org/I4391767838","https://openalex.org/I76130692"]},{"id":"https://openalex.org/I55712492","display_name":"Zhejiang University of Technology","ror":"https://ror.org/02djqfd08","country_code":"CN","type":"education","lineage":["https://openalex.org/I55712492"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chunyue Song","raw_affiliation_strings":["State Key Laboratory of Industrial Control Technology, College of Control Science and Engineering, Institute of Industry Intelligence and Systems Engineering, Zhejiang University, Hangzhou, China","College of Control Science and Engineering, Institute of Industry Intelligence and Systems Engineering, State Key Laboratory of Industrial Control Technology, Zhejiang University, Hangzhou, China"],"raw_orcid":"https://orcid.org/0000-0003-2196-520X","affiliations":[{"raw_affiliation_string":"State Key Laboratory of Industrial Control Technology, College of Control Science and Engineering, Institute of Industry Intelligence and Systems Engineering, Zhejiang University, Hangzhou, China","institution_ids":["https://openalex.org/I55712492"]},{"raw_affiliation_string":"College of Control Science and Engineering, Institute of Industry Intelligence and Systems Engineering, State Key Laboratory of Industrial Control Technology, Zhejiang University, Hangzhou, China","institution_ids":["https://openalex.org/I55712492","https://openalex.org/I4391767838"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056102765","display_name":"Jun Zhao","orcid":"https://orcid.org/0000-0001-8658-0568"},"institutions":[{"id":"https://openalex.org/I4391767838","display_name":"State Key Laboratory of Industrial Control Technology","ror":"https://ror.org/03a33a786","country_code":null,"type":"facility","lineage":["https://openalex.org/I4391767838","https://openalex.org/I76130692"]},{"id":"https://openalex.org/I55712492","display_name":"Zhejiang University of Technology","ror":"https://ror.org/02djqfd08","country_code":"CN","type":"education","lineage":["https://openalex.org/I55712492"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jun Zhao","raw_affiliation_strings":["State Key Laboratory of Industrial Control Technology, College of Control Science and Engineering, Institute of Industry Intelligence and Systems Engineering, Zhejiang University, Hangzhou, China","College of Control Science and Engineering, Institute of Industry Intelligence and Systems Engineering, State Key Laboratory of Industrial Control Technology, Zhejiang University, Hangzhou, China"],"raw_orcid":"https://orcid.org/0000-0001-8658-0568","affiliations":[{"raw_affiliation_string":"State Key Laboratory of Industrial Control Technology, College of Control Science and Engineering, Institute of Industry Intelligence and Systems Engineering, Zhejiang University, Hangzhou, China","institution_ids":["https://openalex.org/I55712492"]},{"raw_affiliation_string":"College of Control Science and Engineering, Institute of Industry Intelligence and Systems Engineering, State Key Laboratory of Industrial Control Technology, Zhejiang University, Hangzhou, China","institution_ids":["https://openalex.org/I55712492","https://openalex.org/I4391767838"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020120796","display_name":"Zuhua Xu","orcid":"https://orcid.org/0000-0002-7873-9521"},"institutions":[{"id":"https://openalex.org/I4391767838","display_name":"State Key Laboratory of Industrial Control Technology","ror":"https://ror.org/03a33a786","country_code":null,"type":"facility","lineage":["https://openalex.org/I4391767838","https://openalex.org/I76130692"]},{"id":"https://openalex.org/I55712492","display_name":"Zhejiang University of Technology","ror":"https://ror.org/02djqfd08","country_code":"CN","type":"education","lineage":["https://openalex.org/I55712492"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zuhua Xu","raw_affiliation_strings":["State Key Laboratory of Industrial Control Technology, College of Control Science and Engineering, Institute of Industry Intelligence and Systems Engineering, Zhejiang University, Hangzhou, China","College of Control Science and Engineering, Institute of Industry Intelligence and Systems Engineering, State Key Laboratory of Industrial Control Technology, Zhejiang University, Hangzhou, China"],"raw_orcid":"https://orcid.org/0000-0002-7873-9521","affiliations":[{"raw_affiliation_string":"State Key Laboratory of Industrial Control Technology, College of Control Science and Engineering, Institute of Industry Intelligence and Systems Engineering, Zhejiang University, Hangzhou, China","institution_ids":["https://openalex.org/I55712492"]},{"raw_affiliation_string":"College of Control Science and Engineering, Institute of Industry Intelligence and Systems Engineering, State Key Laboratory of Industrial Control Technology, Zhejiang University, Hangzhou, China","institution_ids":["https://openalex.org/I55712492","https://openalex.org/I4391767838"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5080805825","display_name":"Xiaogang Deng","orcid":"https://orcid.org/0000-0002-9316-9539"},"institutions":[{"id":"https://openalex.org/I4210162190","display_name":"China University of Petroleum, East China","ror":"https://ror.org/05gbn2817","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210162190"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaogang Deng","raw_affiliation_strings":["College of Control Science and Engineering, China University of Petroleum (East China), Qingdao, China"],"raw_orcid":"https://orcid.org/0000-0002-9316-9539","affiliations":[{"raw_affiliation_string":"College of Control Science and Engineering, China University of Petroleum (East China), Qingdao, China","institution_ids":["https://openalex.org/I4210162190"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":3.4685,"has_fulltext":false,"cited_by_count":27,"citation_normalized_percentile":{"value":0.93506444,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":"35","issue":"7","first_page":"9226","last_page":"9237"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12676","display_name":"Machine Learning and ELM","score":0.9858999848365784,"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"}},"topics":[{"id":"https://openalex.org/T12676","display_name":"Machine Learning and ELM","score":0.9858999848365784,"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/T10876","display_name":"Fault Detection and Control Systems","score":0.9830999970436096,"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/soft-sensor","display_name":"Soft sensor","score":0.8159956336021423},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5687522292137146},{"id":"https://openalex.org/keywords/robustness","display_name":"Robustness (evolution)","score":0.5660330653190613},{"id":"https://openalex.org/keywords/fault-tolerance","display_name":"Fault tolerance","score":0.5269021987915039},{"id":"https://openalex.org/keywords/wireless-sensor-network","display_name":"Wireless sensor network","score":0.4889768362045288},{"id":"https://openalex.org/keywords/fault-detection-and-isolation","display_name":"Fault detection and isolation","score":0.4710880517959595},{"id":"https://openalex.org/keywords/categorical-variable","display_name":"Categorical variable","score":0.4518239200115204},{"id":"https://openalex.org/keywords/domain-adaptation","display_name":"Domain adaptation","score":0.44012802839279175},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.43636614084243774},{"id":"https://openalex.org/keywords/redundancy","display_name":"Redundancy (engineering)","score":0.41275644302368164},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4116175174713135},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.3509812355041504},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3279547691345215},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.32056140899658203},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.2362334430217743},{"id":"https://openalex.org/keywords/actuator","display_name":"Actuator","score":0.07848283648490906}],"concepts":[{"id":"https://openalex.org/C115575686","wikidata":"https://www.wikidata.org/wiki/Q18822403","display_name":"Soft sensor","level":3,"score":0.8159956336021423},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5687522292137146},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.5660330653190613},{"id":"https://openalex.org/C63540848","wikidata":"https://www.wikidata.org/wiki/Q3140932","display_name":"Fault tolerance","level":2,"score":0.5269021987915039},{"id":"https://openalex.org/C24590314","wikidata":"https://www.wikidata.org/wiki/Q336038","display_name":"Wireless sensor network","level":2,"score":0.4889768362045288},{"id":"https://openalex.org/C152745839","wikidata":"https://www.wikidata.org/wiki/Q5438153","display_name":"Fault detection and isolation","level":3,"score":0.4710880517959595},{"id":"https://openalex.org/C5274069","wikidata":"https://www.wikidata.org/wiki/Q2285707","display_name":"Categorical variable","level":2,"score":0.4518239200115204},{"id":"https://openalex.org/C2776434776","wikidata":"https://www.wikidata.org/wiki/Q19246213","display_name":"Domain adaptation","level":3,"score":0.44012802839279175},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.43636614084243774},{"id":"https://openalex.org/C152124472","wikidata":"https://www.wikidata.org/wiki/Q1204361","display_name":"Redundancy (engineering)","level":2,"score":0.41275644302368164},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4116175174713135},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.3509812355041504},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3279547691345215},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.32056140899658203},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.2362334430217743},{"id":"https://openalex.org/C172707124","wikidata":"https://www.wikidata.org/wiki/Q423488","display_name":"Actuator","level":2,"score":0.07848283648490906},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"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/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.0},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/tnnls.2022.3231849","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tnnls.2022.3231849","pdf_url":null,"source":{"id":"https://openalex.org/S4210175523","display_name":"IEEE Transactions on Neural Networks and Learning Systems","issn_l":"2162-237X","issn":["2162-237X","2162-2388"],"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 Neural Networks and Learning Systems","raw_type":"journal-article"},{"id":"pmid:37015656","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/37015656","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 neural networks and learning systems","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.4699999988079071,"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9"}],"awards":[{"id":"https://openalex.org/G2286432806","display_name":null,"funder_award_id":"LZ23F030007","funder_id":"https://openalex.org/F4320338464","funder_display_name":"Natural Science Foundation of Zhejiang Province"}],"funders":[{"id":"https://openalex.org/F4320338464","display_name":"Natural Science Foundation of Zhejiang Province","ror":"https://ror.org/01h0zpd94"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W4386799044","https://openalex.org/W2773208253","https://openalex.org/W2374290272","https://openalex.org/W2097933059","https://openalex.org/W2560646951","https://openalex.org/W4297454206","https://openalex.org/W65104662","https://openalex.org/W1871748041","https://openalex.org/W2362286668","https://openalex.org/W2133382151"],"abstract_inverted_index":{"Sensor":[0],"faults":[1],"are":[2,15,177],"non-negligible":[3],"issues":[4],"for":[5,63,150],"soft":[6,13,45,192],"sensor":[7,21,28,43,53,56,67,162],"modeling.":[8],"However,":[9],"existing":[10],"deep":[11,34,79],"learning-based":[12],"sensors":[14],"fragile":[16],"and":[17,55,143,172],"sensitive":[18],"when":[19],"considering":[20],"faults.":[22],"To":[23],"improve":[24],"the":[25,75,91,102,116,121,137,157,166,181,184,188],"robustness":[26],"against":[27],"faults,":[29],"this":[30],"article":[31],"proposes":[32],"a":[33,42,82,109,125,148,197],"subdomain":[35,84,92,103,117,123],"learning":[36],"adaptation":[37,61],"network":[38],"(DSLAN)":[39],"to":[40,88,97,135,179],"develop":[41],"fault-tolerant":[44],"sensor,":[46],"which":[47],"is":[48,86,133,154],"capable":[49],"of":[50,78,105,115,183],"handling":[51],"both":[52],"degradation":[54,68],"failure":[57,151,163],"simultaneously.":[58,164],"Primarily,":[59],"domain":[60,80],"works":[62],"process":[64,171],"data":[65,152],"with":[66],"in":[69,139,156],"industrial":[70,99,175],"processes.":[71,100],"Being":[72],"founded":[73],"on":[74,120],"basic":[76],"structure":[77,104],"adaptation,":[81],"novel":[83],"learner":[85],"added":[87],"automatically":[89],"learn":[90],"division,":[93],"enabling":[94],"DSLAN":[95,160],"adaptable":[96],"multimode":[98],"Notably,":[101],"each":[106],"sample":[107],"follows":[108],"categorical":[110],"distribution":[111,140],"parameterized":[112],"by":[113],"output":[114],"learner.":[118],"Based":[119],"designed":[122],"learner,":[124],"new":[126],"probabilistic":[127],"local":[128],"maximum":[129],"mean":[130],"discrepancy":[131],"(PLMMD)":[132],"presented":[134],"measure":[136],"difference":[138],"between":[141],"source":[142],"target":[144],"features.":[145],"In":[146],"addition,":[147],"generator":[149],"imputation":[153],"integrated":[155],"framework,":[158],"making":[159],"handle":[161],"Finally,":[165],"Tennessee":[167],"Eastman":[168],"(TE)":[169],"benchmark":[170],"two":[173],"real":[174],"processes":[176],"used":[178],"verify":[180],"effectiveness":[182],"proposed":[185],"method.":[186],"With":[187],"fault":[189],"tolerance":[190],"ability,":[191],"sensing":[193],"technology":[194],"will":[195],"take":[196],"step":[198],"toward":[199],"practical":[200],"applications.":[201]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":11},{"year":2024,"cited_by_count":8},{"year":2023,"cited_by_count":6}],"updated_date":"2026-06-12T08:23:45.883708","created_date":"2025-10-10T00:00:00"}