{"id":"https://openalex.org/W4408324290","doi":"https://doi.org/10.1109/tim.2025.3550256","title":"A Scalable Soft Perception Framework for Cross-Individual Fault Diagnosis Toward Multisource Heterogeneous Signals With Dynamic Dimensions","display_name":"A Scalable Soft Perception Framework for Cross-Individual Fault Diagnosis Toward Multisource Heterogeneous Signals With Dynamic Dimensions","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4408324290","doi":"https://doi.org/10.1109/tim.2025.3550256"},"language":"en","primary_location":{"id":"doi:10.1109/tim.2025.3550256","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tim.2025.3550256","pdf_url":null,"source":{"id":"https://openalex.org/S10892749","display_name":"IEEE Transactions on Instrumentation and Measurement","issn_l":"0018-9456","issn":["0018-9456","1557-9662"],"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 Instrumentation and Measurement","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/A5059273157","display_name":"Yiming He","orcid":"https://orcid.org/0000-0002-6156-3507"},"institutions":[{"id":"https://openalex.org/I47720641","display_name":"Huazhong University of Science and Technology","ror":"https://ror.org/00p991c53","country_code":"CN","type":"education","lineage":["https://openalex.org/I47720641"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yiming He","raw_affiliation_strings":["State Key Laboratory of Digital Manufacturing Equipment and Technology, Huazhong University of Science and Technology, Wuhan, China"],"raw_orcid":"https://orcid.org/0000-0002-6156-3507","affiliations":[{"raw_affiliation_string":"State Key Laboratory of Digital Manufacturing Equipment and Technology, Huazhong University of Science and Technology, Wuhan, China","institution_ids":["https://openalex.org/I47720641"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062049138","display_name":"Weiming Shen","orcid":"https://orcid.org/0000-0001-5204-7992"},"institutions":[{"id":"https://openalex.org/I47720641","display_name":"Huazhong University of Science and Technology","ror":"https://ror.org/00p991c53","country_code":"CN","type":"education","lineage":["https://openalex.org/I47720641"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Weiming Shen","raw_affiliation_strings":["State Key Laboratory of Digital Manufacturing Equipment and Technology, Huazhong University of Science and Technology, Wuhan, China"],"raw_orcid":"https://orcid.org/0000-0001-5204-7992","affiliations":[{"raw_affiliation_string":"State Key Laboratory of Digital Manufacturing Equipment and Technology, Huazhong University of Science and Technology, Wuhan, China","institution_ids":["https://openalex.org/I47720641"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5050694302","display_name":"Wenbin Song","orcid":"https://orcid.org/0000-0002-7908-634X"},"institutions":[{"id":"https://openalex.org/I47720641","display_name":"Huazhong University of Science and Technology","ror":"https://ror.org/00p991c53","country_code":"CN","type":"education","lineage":["https://openalex.org/I47720641"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wenbin Song","raw_affiliation_strings":["State Key Laboratory of Digital Manufacturing Equipment and Technology, Huazhong University of Science and Technology, Wuhan, China"],"raw_orcid":"https://orcid.org/0000-0002-7908-634X","affiliations":[{"raw_affiliation_string":"State Key Laboratory of Digital Manufacturing Equipment and Technology, Huazhong University of Science and Technology, Wuhan, China","institution_ids":["https://openalex.org/I47720641"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I47720641"],"apc_list":null,"apc_paid":null,"fwci":0.7779,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.67787521,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":"74","issue":null,"first_page":"1","last_page":"10"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10876","display_name":"Fault Detection and Control Systems","score":0.9940000176429749,"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":0.9940000176429749,"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/T12111","display_name":"Industrial Vision Systems and Defect Detection","score":0.9693999886512756,"subfield":{"id":"https://openalex.org/subfields/2209","display_name":"Industrial and Manufacturing 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/T13114","display_name":"Image Processing Techniques and Applications","score":0.9646000266075134,"subfield":{"id":"https://openalex.org/subfields/2214","display_name":"Media Technology"},"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/scalability","display_name":"Scalability","score":0.5843423008918762},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5812536478042603},{"id":"https://openalex.org/keywords/perception","display_name":"Perception","score":0.5091878771781921},{"id":"https://openalex.org/keywords/fault","display_name":"Fault (geology)","score":0.41988998651504517},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.36172646284103394}],"concepts":[{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.5843423008918762},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5812536478042603},{"id":"https://openalex.org/C26760741","wikidata":"https://www.wikidata.org/wiki/Q160402","display_name":"Perception","level":2,"score":0.5091878771781921},{"id":"https://openalex.org/C175551986","wikidata":"https://www.wikidata.org/wiki/Q47089","display_name":"Fault (geology)","level":2,"score":0.41988998651504517},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.36172646284103394},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"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/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.0},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.0},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tim.2025.3550256","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tim.2025.3550256","pdf_url":null,"source":{"id":"https://openalex.org/S10892749","display_name":"IEEE Transactions on Instrumentation and Measurement","issn_l":"0018-9456","issn":["0018-9456","1557-9662"],"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 Instrumentation and Measurement","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2459692432","display_name":null,"funder_award_id":"#2023ZY01089","funder_id":"https://openalex.org/F4320323970","funder_display_name":"Ministry of Industry and Information Technology of the People's Republic of China"}],"funders":[{"id":"https://openalex.org/F4320323970","display_name":"Ministry of Industry and Information Technology of the People's Republic of China","ror":"https://ror.org/0385nmy68"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":27,"referenced_works":["https://openalex.org/W243674440","https://openalex.org/W2584994008","https://openalex.org/W4200322140","https://openalex.org/W4200473862","https://openalex.org/W4220954629","https://openalex.org/W4292533845","https://openalex.org/W4294982764","https://openalex.org/W4309686983","https://openalex.org/W4313367665","https://openalex.org/W4318070750","https://openalex.org/W4360596056","https://openalex.org/W4379928303","https://openalex.org/W4383617438","https://openalex.org/W4387757497","https://openalex.org/W4388462047","https://openalex.org/W4388558401","https://openalex.org/W4390102396","https://openalex.org/W4391328318","https://openalex.org/W4391472533","https://openalex.org/W4393396274","https://openalex.org/W4396817500","https://openalex.org/W4398618421","https://openalex.org/W4399563287","https://openalex.org/W4399728429","https://openalex.org/W4399995434","https://openalex.org/W4400042994","https://openalex.org/W4404728392"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W1982914007","https://openalex.org/W2159583675","https://openalex.org/W1824242903","https://openalex.org/W1493858311","https://openalex.org/W2155470929","https://openalex.org/W2111125783","https://openalex.org/W2394465510"],"abstract_inverted_index":{"Classic":[0],"deep":[1],"learning":[2],"(DL)-based":[3],"fault":[4,77],"diagnosis":[5,78],"methods":[6],"focus":[7],"on":[8,57,140,144],"homogeneous":[9],"tasks":[10],"with":[11],"the":[12,20,24,110,114],"same":[13],"data":[14],"distribution":[15],"and":[16,23,50,124,136,148],"sample":[17],"shape":[18],"between":[19,47],"training":[21],"set":[22],"test":[25],"set,":[26],"which":[27,120],"is":[28,96],"not":[29],"applicable":[30],"to":[31,74,98,127,130],"multisource":[32,80],"heterogeneous":[33,81,106,159],"signals":[34,82],"from":[35],"multiple":[36,93,141],"machine-level":[37,142],"devices.":[38],"Individual":[39],"differences":[40],"in":[41],"devices,":[42],"as":[43,45],"well":[44],"inconsistencies":[46],"input":[48],"features":[49],"dimensions,":[51],"make":[52],"classical":[53],"diagnostic":[54],"frameworks":[55],"based":[56],"a":[58,68,100],"single":[59],"static":[60],"model":[61,137],"no":[62],"longer":[63],"applicable.":[64],"This":[65],"article":[66],"proposes":[67],"scalable":[69],"soft":[70],"perception":[71,102],"framework":[72],"(SSPF)":[73],"address":[75],"cross-individual":[76],"considering":[79],"(CIFD-MSHSs).":[83],"A":[84],"flexible":[85],"collaborative":[86],"neural":[87],"network":[88],"(FCNNet)":[89],"modeling":[90],"paradigm":[91],"using":[92],"DL":[94],"models":[95],"proposed":[97,111,134],"endow":[99],"universal":[101],"of":[103,117,154],"dynamic":[104],"dimensional":[105],"data.":[107],"In":[108],"addition,":[109],"method":[112,135],"considers":[113],"posterior":[115],"optimization":[116],"local":[118],"networks,":[119],"has":[121],"good":[122],"scalability":[123],"growth":[125],"potential":[126],"quickly":[128],"adapt":[129],"new":[131],"scenarios.":[132],"The":[133],"are":[138],"performed":[139],"motors":[143],"real":[145],"production":[146],"lines":[147],"obtained":[149],"unseen":[150],"device":[151],"accuracy":[152],"(UDA)":[153],"over":[155],"90%":[156],"for":[157],"nine":[158],"generalization":[160],"tasks.":[161]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-03-12T00:00:00"}