{"id":"https://openalex.org/W4393207465","doi":"https://doi.org/10.1109/tim.2024.3379369","title":"Discriminant Analysis-Guided Alignment Network for Multimachine Fault Collaborative Learning and Diagnosis","display_name":"Discriminant Analysis-Guided Alignment Network for Multimachine Fault Collaborative Learning and Diagnosis","publication_year":2024,"publication_date":"2024-01-01","ids":{"openalex":"https://openalex.org/W4393207465","doi":"https://doi.org/10.1109/tim.2024.3379369"},"language":"en","primary_location":{"id":"doi:10.1109/tim.2024.3379369","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tim.2024.3379369","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/A5015244891","display_name":"Kai Zhong","orcid":"https://orcid.org/0000-0003-0444-121X"},"institutions":[{"id":"https://openalex.org/I143868143","display_name":"Anhui University","ror":"https://ror.org/05th6yx34","country_code":"CN","type":"education","lineage":["https://openalex.org/I143868143"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Kai Zhong","raw_affiliation_strings":["Institutes of Physical Science and Information Technology, Key Laboratory of Intelligent Computing and Signal Processing, Ministry of Education, Anhui University, Hefei, China","Key Laboratory of Intelligent Computing and Signal Processing of the Ministry of Education, Institutes of Physical Science and Information Technology, Anhui University, Hefei, China"],"affiliations":[{"raw_affiliation_string":"Institutes of Physical Science and Information Technology, Key Laboratory of Intelligent Computing and Signal Processing, Ministry of Education, Anhui University, Hefei, China","institution_ids":["https://openalex.org/I143868143"]},{"raw_affiliation_string":"Key Laboratory of Intelligent Computing and Signal Processing of the Ministry of Education, Institutes of Physical Science and Information Technology, Anhui University, Hefei, China","institution_ids":["https://openalex.org/I143868143"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5061190352","display_name":"Jiaming Zhang","orcid":"https://orcid.org/0009-0004-9390-7468"},"institutions":[{"id":"https://openalex.org/I143868143","display_name":"Anhui University","ror":"https://ror.org/05th6yx34","country_code":"CN","type":"education","lineage":["https://openalex.org/I143868143"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiaming Zhang","raw_affiliation_strings":["Institutes of Physical Science and Information Technology, Key Laboratory of Intelligent Computing and Signal Processing, Ministry of Education, Anhui University, Hefei, China","Key Laboratory of Intelligent Computing and Signal Processing of the Ministry of Education, Institutes of Physical Science and Information Technology, Anhui University, Hefei, China"],"affiliations":[{"raw_affiliation_string":"Institutes of Physical Science and Information Technology, Key Laboratory of Intelligent Computing and Signal Processing, Ministry of Education, Anhui University, Hefei, China","institution_ids":["https://openalex.org/I143868143"]},{"raw_affiliation_string":"Key Laboratory of Intelligent Computing and Signal Processing of the Ministry of Education, Institutes of Physical Science and Information Technology, Anhui University, Hefei, China","institution_ids":["https://openalex.org/I143868143"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101396760","display_name":"Y. M. Xu","orcid":"https://orcid.org/0009-0002-2582-2062"},"institutions":[{"id":"https://openalex.org/I143868143","display_name":"Anhui University","ror":"https://ror.org/05th6yx34","country_code":"CN","type":"education","lineage":["https://openalex.org/I143868143"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yingcheng Xu","raw_affiliation_strings":["Institutes of Physical Science and Information Technology, Key Laboratory of Intelligent Computing and Signal Processing, Ministry of Education, Anhui University, Hefei, China","Key Laboratory of Intelligent Computing and Signal Processing of the Ministry of Education, Institutes of Physical Science and Information Technology, Anhui University, Hefei, China"],"affiliations":[{"raw_affiliation_string":"Institutes of Physical Science and Information Technology, Key Laboratory of Intelligent Computing and Signal Processing, Ministry of Education, Anhui University, Hefei, China","institution_ids":["https://openalex.org/I143868143"]},{"raw_affiliation_string":"Key Laboratory of Intelligent Computing and Signal Processing of the Ministry of Education, Institutes of Physical Science and Information Technology, Anhui University, Hefei, China","institution_ids":["https://openalex.org/I143868143"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100399673","display_name":"Haifeng Zhang","orcid":"https://orcid.org/0000-0002-7094-669X"},"institutions":[{"id":"https://openalex.org/I143868143","display_name":"Anhui University","ror":"https://ror.org/05th6yx34","country_code":"CN","type":"education","lineage":["https://openalex.org/I143868143"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Haifeng Zhang","raw_affiliation_strings":["Key Laboratory of Intelligent Computing and Signal Processing, Ministry of Education, School of Mathematical Science, Anhui University, Hefei, China","School of Mathematical Science, Key Laboratory of Intelligent Computing and Signal Processing of Ministry of Education, Anhui University, Hefei, China"],"affiliations":[{"raw_affiliation_string":"Key Laboratory of Intelligent Computing and Signal Processing, Ministry of Education, School of Mathematical Science, Anhui University, Hefei, China","institution_ids":["https://openalex.org/I143868143"]},{"raw_affiliation_string":"School of Mathematical Science, Key Laboratory of Intelligent Computing and Signal Processing of Ministry of Education, Anhui University, Hefei, China","institution_ids":["https://openalex.org/I143868143"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068967562","display_name":"Darong Huang","orcid":"https://orcid.org/0000-0002-5068-5162"},"institutions":[{"id":"https://openalex.org/I143868143","display_name":"Anhui University","ror":"https://ror.org/05th6yx34","country_code":"CN","type":"education","lineage":["https://openalex.org/I143868143"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Darong Huang","raw_affiliation_strings":["Engineering Research Center of Autonomous Unmanned System Technology, Ministry of Education, School of Artificial Intelligence, Anhui University, Hefei, China","Engineering Research Center of Autonomous Unmanned System Technology of Ministry of Education, and the School of Artificial Intelligence, Anhui University, Hefei, China"],"affiliations":[{"raw_affiliation_string":"Engineering Research Center of Autonomous Unmanned System Technology, Ministry of Education, School of Artificial Intelligence, Anhui University, Hefei, China","institution_ids":["https://openalex.org/I143868143"]},{"raw_affiliation_string":"Engineering Research Center of Autonomous Unmanned System Technology of Ministry of Education, and the School of Artificial Intelligence, Anhui University, Hefei, China","institution_ids":["https://openalex.org/I143868143"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5054254540","display_name":"Shuiqing Xu","orcid":"https://orcid.org/0000-0003-3081-3726"},"institutions":[{"id":"https://openalex.org/I16365422","display_name":"Hefei University of Technology","ror":"https://ror.org/02czkny70","country_code":"CN","type":"education","lineage":["https://openalex.org/I16365422"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shuiqing Xu","raw_affiliation_strings":["College of Electrical Engineering and Automation, Hefei University of Technology, Hefei, China"],"affiliations":[{"raw_affiliation_string":"College of Electrical Engineering and Automation, Hefei University of Technology, Hefei, China","institution_ids":["https://openalex.org/I16365422"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5015244891"],"corresponding_institution_ids":["https://openalex.org/I143868143"],"apc_list":null,"apc_paid":null,"fwci":5.5836,"has_fulltext":false,"cited_by_count":17,"citation_normalized_percentile":{"value":0.96379545,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":100},"biblio":{"volume":"73","issue":null,"first_page":"1","last_page":"11"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10876","display_name":"Fault Detection and Control Systems","score":0.9595999717712402,"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":0.9595999717712402,"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":0.9247999787330627,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/linear-discriminant-analysis","display_name":"Linear discriminant analysis","score":0.6507644653320312},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6002933979034424},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5899348258972168},{"id":"https://openalex.org/keywords/fault","display_name":"Fault (geology)","score":0.49491947889328003},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4931735396385193},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.46069690585136414},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4453299939632416},{"id":"https://openalex.org/keywords/discriminant","display_name":"Discriminant","score":0.41941455006599426}],"concepts":[{"id":"https://openalex.org/C69738355","wikidata":"https://www.wikidata.org/wiki/Q1228929","display_name":"Linear discriminant analysis","level":2,"score":0.6507644653320312},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6002933979034424},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5899348258972168},{"id":"https://openalex.org/C175551986","wikidata":"https://www.wikidata.org/wiki/Q47089","display_name":"Fault (geology)","level":2,"score":0.49491947889328003},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4931735396385193},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.46069690585136414},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4453299939632416},{"id":"https://openalex.org/C78397625","wikidata":"https://www.wikidata.org/wiki/Q192487","display_name":"Discriminant","level":2,"score":0.41941455006599426},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","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}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tim.2024.3379369","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tim.2024.3379369","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":[{"id":"https://metadata.un.org/sdg/10","score":0.7900000214576721,"display_name":"Reduced inequalities"}],"awards":[{"id":"https://openalex.org/G1189158062","display_name":null,"funder_award_id":"2208085QF205","funder_id":"https://openalex.org/F4320334897","funder_display_name":"Natural Science Foundation of Anhui Province"},{"id":"https://openalex.org/G685758814","display_name":null,"funder_award_id":"62303015","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/F4320334897","display_name":"Natural Science Foundation of Anhui Province","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":32,"referenced_works":["https://openalex.org/W2253429366","https://openalex.org/W2441266639","https://openalex.org/W2763583057","https://openalex.org/W2955033741","https://openalex.org/W2979509742","https://openalex.org/W2991860176","https://openalex.org/W3019898994","https://openalex.org/W3022585740","https://openalex.org/W3023394765","https://openalex.org/W3033043953","https://openalex.org/W3034047686","https://openalex.org/W3046875737","https://openalex.org/W3092500685","https://openalex.org/W3094594436","https://openalex.org/W3126536330","https://openalex.org/W3128871194","https://openalex.org/W3192693288","https://openalex.org/W4214815899","https://openalex.org/W4225501249","https://openalex.org/W4226067624","https://openalex.org/W4226152090","https://openalex.org/W4285107695","https://openalex.org/W4289515705","https://openalex.org/W4294982764","https://openalex.org/W4313193124","https://openalex.org/W4313200817","https://openalex.org/W4318953204","https://openalex.org/W4323530108","https://openalex.org/W4378472924","https://openalex.org/W4380032370","https://openalex.org/W4384819582","https://openalex.org/W4385492980"],"related_works":["https://openalex.org/W2350751952","https://openalex.org/W1999647744","https://openalex.org/W2362114017","https://openalex.org/W3147024994","https://openalex.org/W2063246903","https://openalex.org/W2374055396","https://openalex.org/W1978302214","https://openalex.org/W2021817983","https://openalex.org/W3008559849","https://openalex.org/W2371177901"],"abstract_inverted_index":{"In":[0],"general,":[1],"the":[2,11,35,61,76,85,96,112,116,134,146,154,164,172],"safety":[3],"and":[4,69,144,148,169],"efficiency":[5],"of":[6,13,20,37,63,100,137,157],"thermal":[7],"power":[8],"plants":[9],"require":[10],"collaboration":[12],"multiple":[14,105],"coal":[15,22,139,159],"mills.":[16],"However,":[17],"running":[18],"data":[19,98,136],"different":[21,101],"mills":[23],"will":[24],"introduce":[25],"significant":[26],"inconsistent":[27],"distribution,":[28],"resulting":[29],"in":[30,66,90],"suboptimal":[31],"performance":[32],"or":[33],"even":[34],"unavailability":[36],"conventional":[38],"diagnosis":[39],"methods.":[40],"For":[41],"this":[42,44],"end,":[43],"paper":[45],"presents":[46],"an":[47],"advantageous":[48],"discriminant":[49],"analysis":[50],"aided":[51],"collaborative":[52],"alignment":[53],"network":[54],"(DA-CAN)":[55],"for":[56],"cross-device":[57],"fault":[58,179],"diagnosis.":[59,180],"Firstly,":[60],"contribution":[62],"each":[64],"feature":[65],"distinguishing":[67],"source":[68],"target":[70],"domains":[71],"is":[72,81,130,166],"determined":[73],"by":[74],"assigning":[75],"adaptive":[77],"updated":[78],"weight,":[79],"which":[80],"helpful":[82],"to":[83,110,132],"keep":[84],"gradient":[86],"direction":[87],"more":[88,167],"stable":[89],"domain":[91,113,117],"transferring.":[92],"To":[93],"avoid":[94],"destroying":[95],"inherent":[97],"structure":[99],"domains,":[102],"we":[103],"design":[104],"complementary":[106],"class-wise":[107],"discrepancy":[108,151],"metrics":[109],"enhance":[111],"consistency":[114],"during":[115],"adaption":[118],"process.":[119],"After":[120],"that,":[121],"a":[122],"joint":[123],"training":[124],"loss":[125],"term":[126],"with":[127],"adjustment":[128],"factor":[129],"introduced":[131],"transform":[133],"private":[135],"individual":[138],"mill":[140,160],"into":[141],"collective":[142],"representations,":[143],"smooth":[145],"conditional":[147],"marginal":[149],"distributions":[150],"collaboratively.":[152],"Finally,":[153],"experiment":[155],"results":[156],"real-world":[158],"group":[161],"indicate":[162],"that":[163],"DA-CAN":[165],"effective":[168],"practical":[170],"than":[171],"state-of-the-art":[173],"transfer":[174],"learning":[175],"methods":[176],"regarding":[177],"multi-machine":[178]},"counts_by_year":[{"year":2025,"cited_by_count":13},{"year":2024,"cited_by_count":4}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}
