{"id":"https://openalex.org/W4409641475","doi":"https://doi.org/10.1109/tim.2025.3563007","title":"Toward Instance Relationship Learning: A Progressive Domain Fusion Network for Transfer Fault Diagnosis","display_name":"Toward Instance Relationship Learning: A Progressive Domain Fusion Network for Transfer Fault Diagnosis","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4409641475","doi":"https://doi.org/10.1109/tim.2025.3563007"},"language":"en","primary_location":{"id":"doi:10.1109/tim.2025.3563007","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tim.2025.3563007","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/A5100566961","display_name":"Xinxin Yao","orcid":"https://orcid.org/0009-0005-9456-7407"},"institutions":[{"id":"https://openalex.org/I154099455","display_name":"Shandong University","ror":"https://ror.org/0207yh398","country_code":"CN","type":"education","lineage":["https://openalex.org/I154099455"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xinxin Yao","raw_affiliation_strings":["School of Mechanical, Electrical and Information Engineering, Shandong University, Weihai, China","School of Mechanical, Electrical and Information Engineering, Shandong Key Laboratory of Intelligent Electronic Packaging Testing and Application, Shandong University, Weihai, China"],"raw_orcid":"https://orcid.org/0009-0005-9456-7407","affiliations":[{"raw_affiliation_string":"School of Mechanical, Electrical and Information Engineering, Shandong University, Weihai, China","institution_ids":["https://openalex.org/I154099455"]},{"raw_affiliation_string":"School of Mechanical, Electrical and Information Engineering, Shandong Key Laboratory of Intelligent Electronic Packaging Testing and Application, Shandong University, Weihai, China","institution_ids":["https://openalex.org/I154099455"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5035287663","display_name":"Xianfeng Yuan","orcid":"https://orcid.org/0000-0002-6217-6429"},"institutions":[{"id":"https://openalex.org/I154099455","display_name":"Shandong University","ror":"https://ror.org/0207yh398","country_code":"CN","type":"education","lineage":["https://openalex.org/I154099455"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xianfeng Yuan","raw_affiliation_strings":["School of Mechanical, Electrical and Information Engineering, Shandong University, Weihai, China","School of Mechanical, Electrical and Information Engineering, Shandong Key Laboratory of Intelligent Electronic Packaging Testing and Application, Shandong University, Weihai, China"],"raw_orcid":"https://orcid.org/0000-0002-6217-6429","affiliations":[{"raw_affiliation_string":"School of Mechanical, Electrical and Information Engineering, Shandong University, Weihai, China","institution_ids":["https://openalex.org/I154099455"]},{"raw_affiliation_string":"School of Mechanical, Electrical and Information Engineering, Shandong Key Laboratory of Intelligent Electronic Packaging Testing and Application, Shandong University, Weihai, China","institution_ids":["https://openalex.org/I154099455"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Yansong Zhang","orcid":"https://orcid.org/0009-0001-1262-0165"},"institutions":[{"id":"https://openalex.org/I154099455","display_name":"Shandong University","ror":"https://ror.org/0207yh398","country_code":"CN","type":"education","lineage":["https://openalex.org/I154099455"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yansong Zhang","raw_affiliation_strings":["School of Mechanical, Electrical and Information Engineering, Shandong University, Weihai, China","School of Mechanical, Electrical and Information Engineering, Shandong Key Laboratory of Intelligent Electronic Packaging Testing and Application, Shandong University, Weihai, China"],"raw_orcid":"https://orcid.org/0009-0001-1262-0165","affiliations":[{"raw_affiliation_string":"School of Mechanical, Electrical and Information Engineering, Shandong University, Weihai, China","institution_ids":["https://openalex.org/I154099455"]},{"raw_affiliation_string":"School of Mechanical, Electrical and Information Engineering, Shandong Key Laboratory of Intelligent Electronic Packaging Testing and Application, Shandong University, Weihai, China","institution_ids":["https://openalex.org/I154099455"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5025193505","display_name":"Tianyi Ye","orcid":"https://orcid.org/0009-0004-4097-2864"},"institutions":[{"id":"https://openalex.org/I154099455","display_name":"Shandong University","ror":"https://ror.org/0207yh398","country_code":"CN","type":"education","lineage":["https://openalex.org/I154099455"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tianyi Ye","raw_affiliation_strings":["School of Mechanical, Electrical and Information Engineering, Shandong University, Weihai, China","School of Mechanical, Electrical and Information Engineering, Shandong Key Laboratory of Intelligent Electronic Packaging Testing and Application, Shandong University, Weihai, China"],"raw_orcid":"https://orcid.org/0009-0004-4097-2864","affiliations":[{"raw_affiliation_string":"School of Mechanical, Electrical and Information Engineering, Shandong University, Weihai, China","institution_ids":["https://openalex.org/I154099455"]},{"raw_affiliation_string":"School of Mechanical, Electrical and Information Engineering, Shandong Key Laboratory of Intelligent Electronic Packaging Testing and Application, Shandong University, Weihai, China","institution_ids":["https://openalex.org/I154099455"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016203047","display_name":"Jianjie Liu","orcid":null},"institutions":[{"id":"https://openalex.org/I154099455","display_name":"Shandong University","ror":"https://ror.org/0207yh398","country_code":"CN","type":"education","lineage":["https://openalex.org/I154099455"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jianjie Liu","raw_affiliation_strings":["School of Mechanical, Electrical and Information Engineering, Shandong University, Weihai, China","School of Mechanical, Electrical and Information Engineering, Shandong Key Laboratory of Intelligent Electronic Packaging Testing and Application, Shandong University, Weihai, China"],"raw_orcid":"https://orcid.org/0009-0007-6111-7711","affiliations":[{"raw_affiliation_string":"School of Mechanical, Electrical and Information Engineering, Shandong University, Weihai, China","institution_ids":["https://openalex.org/I154099455"]},{"raw_affiliation_string":"School of Mechanical, Electrical and Information Engineering, Shandong Key Laboratory of Intelligent Electronic Packaging Testing and Application, Shandong University, Weihai, China","institution_ids":["https://openalex.org/I154099455"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5085317250","display_name":"Fengyu Zhou","orcid":"https://orcid.org/0000-0001-5140-7036"},"institutions":[{"id":"https://openalex.org/I154099455","display_name":"Shandong University","ror":"https://ror.org/0207yh398","country_code":"CN","type":"education","lineage":["https://openalex.org/I154099455"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Fengyu Zhou","raw_affiliation_strings":["School of Control Science and Engineering, Shandong University, Jinan, China"],"raw_orcid":"https://orcid.org/0000-0001-5140-7036","affiliations":[{"raw_affiliation_string":"School of Control Science and Engineering, Shandong University, Jinan, China","institution_ids":["https://openalex.org/I154099455"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I154099455"],"apc_list":null,"apc_paid":null,"fwci":4.188,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.93528046,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":97},"biblio":{"volume":"74","issue":null,"first_page":"1","last_page":"12"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9578999876976013,"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/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9578999876976013,"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":0.9208999872207642,"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/T11652","display_name":"Imbalanced Data Classification Techniques","score":0.9042999744415283,"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/transfer-of-learning","display_name":"Transfer of learning","score":0.5984439849853516},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5815207958221436},{"id":"https://openalex.org/keywords/fault","display_name":"Fault (geology)","score":0.564592719078064},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5191277861595154},{"id":"https://openalex.org/keywords/fusion","display_name":"Fusion","score":0.5083462595939636},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.474448561668396},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3999372720718384},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.09783035516738892}],"concepts":[{"id":"https://openalex.org/C150899416","wikidata":"https://www.wikidata.org/wiki/Q1820378","display_name":"Transfer of learning","level":2,"score":0.5984439849853516},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5815207958221436},{"id":"https://openalex.org/C175551986","wikidata":"https://www.wikidata.org/wiki/Q47089","display_name":"Fault (geology)","level":2,"score":0.564592719078064},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5191277861595154},{"id":"https://openalex.org/C158525013","wikidata":"https://www.wikidata.org/wiki/Q2593739","display_name":"Fusion","level":2,"score":0.5083462595939636},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.474448561668396},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3999372720718384},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.09783035516738892},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"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}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tim.2025.3563007","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tim.2025.3563007","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/G1698707434","display_name":"\u8f6e\u5f0f\u4e91\u670d\u52a1\u673a\u5668\u4eba\u5065\u5eb7\u72b6\u6001\u81ea\u4e3b\u8ba4\u77e5\u6a21\u578b\u53ca\u5176\u8fdb\u5316\u673a\u5236\u7814\u7a76","funder_award_id":"61803227","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2354956750","display_name":null,"funder_award_id":"20820211010","funder_id":"https://openalex.org/F4320335920","funder_display_name":"Natural Science Foundation of Nantong University"},{"id":"https://openalex.org/G8399268607","display_name":null,"funder_award_id":"61973184","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/F4320335920","display_name":"Natural Science Foundation of Nantong University","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":39,"referenced_works":["https://openalex.org/W1498436455","https://openalex.org/W1731081199","https://openalex.org/W2194775991","https://openalex.org/W2405551631","https://openalex.org/W2763583057","https://openalex.org/W2964288524","https://openalex.org/W3021632667","https://openalex.org/W3093446992","https://openalex.org/W3166529525","https://openalex.org/W3201753566","https://openalex.org/W3209651137","https://openalex.org/W4206473795","https://openalex.org/W4221141639","https://openalex.org/W4281859380","https://openalex.org/W4295886387","https://openalex.org/W4307567853","https://openalex.org/W4312592225","https://openalex.org/W4323914469","https://openalex.org/W4383371592","https://openalex.org/W4385453078","https://openalex.org/W4385832314","https://openalex.org/W4386435381","https://openalex.org/W4387587530","https://openalex.org/W4389169624","https://openalex.org/W4389252378","https://openalex.org/W4392902005","https://openalex.org/W4393171213","https://openalex.org/W4393930869","https://openalex.org/W4396790894","https://openalex.org/W4396885736","https://openalex.org/W4398776830","https://openalex.org/W4399374543","https://openalex.org/W4400808515","https://openalex.org/W4404565335","https://openalex.org/W4406326993","https://openalex.org/W4406389550","https://openalex.org/W4407949335","https://openalex.org/W6631190155","https://openalex.org/W6750109254"],"related_works":["https://openalex.org/W3201126466","https://openalex.org/W4282827391","https://openalex.org/W4405541655","https://openalex.org/W4386828785","https://openalex.org/W2099421762","https://openalex.org/W2530546662","https://openalex.org/W3165580226","https://openalex.org/W2967030268","https://openalex.org/W2961085424","https://openalex.org/W2185253430"],"abstract_inverted_index":{"Intelligent":[0],"fault":[1,27,66],"diagnosis":[2,197],"(IFD)":[3],"is":[4,107],"crucial":[5],"for":[6,126],"effective":[7],"health":[8],"monitoring":[9],"and":[10,50,61,76,93,152,190,222],"maintenance":[11],"of":[12,52,64,158,209,220],"mechanical":[13],"systems.":[14],"Unsupervised":[15],"domain":[16,85,104,125],"adaptation":[17],"has":[18],"been":[19],"widely":[20],"applied":[21],"to":[22,29,58,109,142,205,233],"IFD":[23,235],"by":[24,113,164],"learning":[25,99],"domain-invariant":[26],"features":[28],"address":[30],"distribution":[31,133],"shifts.":[32],"However,":[33],"existing":[34],"methods":[35],"primarily":[36],"focus":[37],"on":[38,171,184,224],"reducing":[39],"inter-domain":[40,132],"differences":[41],"at":[42],"a":[43,82,102,144,186,191,195],"macro":[44],"level,":[45],"overlooking":[46],"the":[47,69,123,131,148,172,207,210,225],"inherent":[48],"diversity":[49,92],"similarity":[51,94,145,173],"instances.":[53,154],"This":[54],"oversight":[55],"can":[56],"lead":[57],"negative":[59],"transfer":[60],"unclear":[62],"predictions":[63],"ambiguous":[65,159],"samples":[67,160],"near":[68],"decision":[70],"boundary.":[71],"To":[72],"overcome":[73],"these":[74],"issues":[75],"enhance":[77],"diagnostic":[78],"performance,":[79],"we":[80,136],"propose":[81],"novel":[83],"progressive":[84,103],"fusion":[86,105],"network":[87],"(PDFN)":[88],"with":[89,122,199],"synergizing":[90],"instance":[91,97,115,139],"from":[95,194],"an":[96,138,165],"relationship":[98],"view.":[100],"Specifically,":[101],"mechanism":[106],"developed":[108],"construct":[110,143],"fusionable":[111],"subdomains":[112,118],"exploiting":[114],"diversity.":[116],"These":[117],"are":[119],"progressively":[120],"fused":[121],"source":[124,151],"adaptive":[127],"training,":[128],"effectively":[129],"narrowing":[130],"gap.":[134],"Additionally,":[135],"design":[137],"similarity-relationship":[140],"insight":[141],"matrix,":[146],"capturing":[147],"affinity":[149],"between":[150],"target":[153],"The":[155,212],"adverse":[156],"effects":[157],"could":[161],"be":[162],"alleviated":[163],"improved":[166],"multi-instance":[167],"contrastive":[168],"loss":[169],"based":[170],"matrix.":[174],"Ultimately,":[175],"extensive":[176],"experiments":[177],"were":[178],"conducted":[179],"under":[180],"varying":[181],"working":[182],"conditions":[183],"both":[185],"widely-used":[187],"open-source":[188],"dataset":[189,193],"self-collected":[192],"practical":[196],"platform,":[198],"each":[200],"experiment":[201],"repeated":[202],"five":[203],"times":[204],"ensure":[206],"reliability":[208],"results.":[211],"final":[213],"results":[214],"reveal":[215],"that":[216],"PDFN":[217],"achieved":[218],"accuracies":[219],"96.27%":[221],"94.72%":[223],"two":[226],"datasets,":[227],"respectively,":[228],"demonstrating":[229],"superior":[230],"performance":[231],"compared":[232],"state-of-the-art":[234],"models.":[236]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-04-22T00:00:00"}
