{"id":"https://openalex.org/W4411358811","doi":"https://doi.org/10.1109/jiot.2025.3580568","title":"A Diagnostic Framework for Harmonic Drives Based on Dynamic Graph Data Augmentation and Adaptive Knowledge Distillation for Graphs","display_name":"A Diagnostic Framework for Harmonic Drives Based on Dynamic Graph Data Augmentation and Adaptive Knowledge Distillation for Graphs","publication_year":2025,"publication_date":"2025-06-17","ids":{"openalex":"https://openalex.org/W4411358811","doi":"https://doi.org/10.1109/jiot.2025.3580568"},"language":"en","primary_location":{"id":"doi:10.1109/jiot.2025.3580568","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jiot.2025.3580568","pdf_url":null,"source":{"id":"https://openalex.org/S2480266640","display_name":"IEEE Internet of Things Journal","issn_l":"2327-4662","issn":["2327-4662","2372-2541"],"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 Internet of Things Journal","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/A5002007445","display_name":"Wei Yang","orcid":"https://orcid.org/0000-0002-7749-9634"},"institutions":[{"id":"https://openalex.org/I194450716","display_name":"Jilin University","ror":"https://ror.org/00js3aw79","country_code":"CN","type":"education","lineage":["https://openalex.org/I194450716"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Wei Yang","raw_affiliation_strings":["Key Laboratory of CNC Equipment Reliability, Ministry of Education, School of Mechanical and Aerospace Engineering, Jilin University, Changchun, Jilin, China","Ministry of Education, School of Mechanical and Aerospace Engineering, Key Laboratory of CNC Equipment Reliability, Jilin University, Changchun, Jilin, China"],"raw_orcid":"https://orcid.org/0000-0002-7749-9634","affiliations":[{"raw_affiliation_string":"Key Laboratory of CNC Equipment Reliability, Ministry of Education, School of Mechanical and Aerospace Engineering, Jilin University, Changchun, Jilin, China","institution_ids":["https://openalex.org/I194450716"]},{"raw_affiliation_string":"Ministry of Education, School of Mechanical and Aerospace Engineering, Key Laboratory of CNC Equipment Reliability, Jilin University, Changchun, Jilin, China","institution_ids":["https://openalex.org/I194450716"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101951509","display_name":"Zhaojun Yang","orcid":"https://orcid.org/0000-0002-5966-9636"},"institutions":[{"id":"https://openalex.org/I194450716","display_name":"Jilin University","ror":"https://ror.org/00js3aw79","country_code":"CN","type":"education","lineage":["https://openalex.org/I194450716"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhaojun Yang","raw_affiliation_strings":["Key Laboratory of CNC Equipment Reliability, Ministry of Education, School of Mechanical and Aerospace Engineering, Jilin University, Changchun, Jilin, China","Ministry of Education, School of Mechanical and Aerospace Engineering, Key Laboratory of CNC Equipment Reliability, Jilin University, Changchun, Jilin, China"],"raw_orcid":"https://orcid.org/0000-0002-5966-9636","affiliations":[{"raw_affiliation_string":"Key Laboratory of CNC Equipment Reliability, Ministry of Education, School of Mechanical and Aerospace Engineering, Jilin University, Changchun, Jilin, China","institution_ids":["https://openalex.org/I194450716"]},{"raw_affiliation_string":"Ministry of Education, School of Mechanical and Aerospace Engineering, Key Laboratory of CNC Equipment Reliability, Jilin University, Changchun, Jilin, China","institution_ids":["https://openalex.org/I194450716"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069496228","display_name":"Wei Luo","orcid":"https://orcid.org/0000-0002-7366-2051"},"institutions":[{"id":"https://openalex.org/I194450716","display_name":"Jilin University","ror":"https://ror.org/00js3aw79","country_code":"CN","type":"education","lineage":["https://openalex.org/I194450716"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wei Luo","raw_affiliation_strings":["Key Laboratory of CNC Equipment Reliability, Ministry of Education, School of Mechanical and Aerospace Engineering, Jilin University, Changchun, Jilin, China","Ministry of Education, School of Mechanical and Aerospace Engineering, Key Laboratory of CNC Equipment Reliability, Jilin University, Changchun, Jilin, China"],"raw_orcid":"https://orcid.org/0000-0002-7366-2051","affiliations":[{"raw_affiliation_string":"Key Laboratory of CNC Equipment Reliability, Ministry of Education, School of Mechanical and Aerospace Engineering, Jilin University, Changchun, Jilin, China","institution_ids":["https://openalex.org/I194450716"]},{"raw_affiliation_string":"Ministry of Education, School of Mechanical and Aerospace Engineering, Key Laboratory of CNC Equipment Reliability, Jilin University, Changchun, Jilin, China","institution_ids":["https://openalex.org/I194450716"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024573796","display_name":"Weiyang Xu","orcid":"https://orcid.org/0000-0002-8980-6005"},"institutions":[{"id":"https://openalex.org/I194450716","display_name":"Jilin University","ror":"https://ror.org/00js3aw79","country_code":"CN","type":"education","lineage":["https://openalex.org/I194450716"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Weiyang Xu","raw_affiliation_strings":["Key Laboratory of CNC Equipment Reliability, Ministry of Education, School of Mechanical and Aerospace Engineering, Jilin University, Changchun, Jilin, China","Ministry of Education, School of Mechanical and Aerospace Engineering, Key Laboratory of CNC Equipment Reliability, Jilin University, Changchun, Jilin, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Key Laboratory of CNC Equipment Reliability, Ministry of Education, School of Mechanical and Aerospace Engineering, Jilin University, Changchun, Jilin, China","institution_ids":["https://openalex.org/I194450716"]},{"raw_affiliation_string":"Ministry of Education, School of Mechanical and Aerospace Engineering, Key Laboratory of CNC Equipment Reliability, Jilin University, Changchun, Jilin, China","institution_ids":["https://openalex.org/I194450716"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5029640308","display_name":"Chenhui Qian","orcid":"https://orcid.org/0000-0003-4786-8141"},"institutions":[{"id":"https://openalex.org/I194450716","display_name":"Jilin University","ror":"https://ror.org/00js3aw79","country_code":"CN","type":"education","lineage":["https://openalex.org/I194450716"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chenhui Qian","raw_affiliation_strings":["Key Laboratory of CNC Equipment Reliability, Ministry of Education, School of Mechanical and Aerospace Engineering, Jilin University, Changchun, Jilin, China","Ministry of Education, School of Mechanical and Aerospace Engineering, Key Laboratory of CNC Equipment Reliability, Jilin University, Changchun, Jilin, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Key Laboratory of CNC Equipment Reliability, Ministry of Education, School of Mechanical and Aerospace Engineering, Jilin University, Changchun, Jilin, China","institution_ids":["https://openalex.org/I194450716"]},{"raw_affiliation_string":"Ministry of Education, School of Mechanical and Aerospace Engineering, Key Laboratory of CNC Equipment Reliability, Jilin University, Changchun, Jilin, China","institution_ids":["https://openalex.org/I194450716"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5103192056","display_name":"Chuanhai Chen","orcid":"https://orcid.org/0000-0003-2915-5113"},"institutions":[{"id":"https://openalex.org/I194450716","display_name":"Jilin University","ror":"https://ror.org/00js3aw79","country_code":"CN","type":"education","lineage":["https://openalex.org/I194450716"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chuanhai Chen","raw_affiliation_strings":["Key Laboratory of CNC Equipment Reliability, Ministry of Education, School of Mechanical and Aerospace Engineering, Jilin University, Changchun, Jilin, China","Ministry of Education, School of Mechanical and Aerospace Engineering, Key Laboratory of CNC Equipment Reliability, Jilin University, Changchun, Jilin, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Key Laboratory of CNC Equipment Reliability, Ministry of Education, School of Mechanical and Aerospace Engineering, Jilin University, Changchun, Jilin, China","institution_ids":["https://openalex.org/I194450716"]},{"raw_affiliation_string":"Ministry of Education, School of Mechanical and Aerospace Engineering, Key Laboratory of CNC Equipment Reliability, Jilin University, Changchun, Jilin, China","institution_ids":["https://openalex.org/I194450716"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5002007445"],"corresponding_institution_ids":["https://openalex.org/I194450716"],"apc_list":null,"apc_paid":null,"fwci":3.0749,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.9088487,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":"12","issue":"17","first_page":"36126","last_page":"36140"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13050","display_name":"Oil and Gas Production Techniques","score":0.9408000111579895,"subfield":{"id":"https://openalex.org/subfields/2212","display_name":"Ocean 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/T13050","display_name":"Oil and Gas Production Techniques","score":0.9408000111579895,"subfield":{"id":"https://openalex.org/subfields/2212","display_name":"Ocean 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/T14470","display_name":"Advanced Data Processing Techniques","score":0.9376999735832214,"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/T10220","display_name":"Machine Fault Diagnosis Techniques","score":0.9265000224113464,"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/computer-science","display_name":"Computer science","score":0.7605575919151306},{"id":"https://openalex.org/keywords/knowledge-graph","display_name":"Knowledge graph","score":0.6865371465682983},{"id":"https://openalex.org/keywords/distillation","display_name":"Distillation","score":0.5917909741401672},{"id":"https://openalex.org/keywords/graph-theory","display_name":"Graph theory","score":0.5049324631690979},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.4771675169467926},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.39434149861335754},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.24525868892669678},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.13082578778266907}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7605575919151306},{"id":"https://openalex.org/C2987255567","wikidata":"https://www.wikidata.org/wiki/Q33002955","display_name":"Knowledge graph","level":2,"score":0.6865371465682983},{"id":"https://openalex.org/C204030448","wikidata":"https://www.wikidata.org/wiki/Q101017","display_name":"Distillation","level":2,"score":0.5917909741401672},{"id":"https://openalex.org/C88230418","wikidata":"https://www.wikidata.org/wiki/Q131476","display_name":"Graph theory","level":2,"score":0.5049324631690979},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.4771675169467926},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.39434149861335754},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.24525868892669678},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.13082578778266907},{"id":"https://openalex.org/C178790620","wikidata":"https://www.wikidata.org/wiki/Q11351","display_name":"Organic chemistry","level":1,"score":0.0},{"id":"https://openalex.org/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","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}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/jiot.2025.3580568","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jiot.2025.3580568","pdf_url":null,"source":{"id":"https://openalex.org/S2480266640","display_name":"IEEE Internet of Things Journal","issn_l":"2327-4662","issn":["2327-4662","2372-2541"],"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 Internet of Things Journal","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G6279843893","display_name":null,"funder_award_id":"52205525","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G839057631","display_name":null,"funder_award_id":"2024NSFSC0890","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":38,"referenced_works":["https://openalex.org/W1821462560","https://openalex.org/W2530133016","https://openalex.org/W2907492528","https://openalex.org/W2963140444","https://openalex.org/W2982083293","https://openalex.org/W3169334813","https://openalex.org/W4225385394","https://openalex.org/W4285032363","https://openalex.org/W4285181730","https://openalex.org/W4285212650","https://openalex.org/W4303453665","https://openalex.org/W4309332691","https://openalex.org/W4318148761","https://openalex.org/W4323980184","https://openalex.org/W4365128729","https://openalex.org/W4366504166","https://openalex.org/W4382047854","https://openalex.org/W4387092470","https://openalex.org/W4391528297","https://openalex.org/W4391999269","https://openalex.org/W4392188046","https://openalex.org/W4394676716","https://openalex.org/W4396542252","https://openalex.org/W4396757885","https://openalex.org/W4400905275","https://openalex.org/W4400914304","https://openalex.org/W4401721421","https://openalex.org/W4403331643","https://openalex.org/W4403626180","https://openalex.org/W4403674432","https://openalex.org/W4406363079","https://openalex.org/W4409356483","https://openalex.org/W6726873649","https://openalex.org/W6729448088","https://openalex.org/W6730084236","https://openalex.org/W6730179637","https://openalex.org/W6749781174","https://openalex.org/W6769906912"],"related_works":["https://openalex.org/W3026162553","https://openalex.org/W2344382886","https://openalex.org/W19111321","https://openalex.org/W2412887479","https://openalex.org/W32245304","https://openalex.org/W2532801570","https://openalex.org/W4385627933","https://openalex.org/W2480127678","https://openalex.org/W2806270048","https://openalex.org/W4310605282"],"abstract_inverted_index":{"The":[0],"operational":[1],"state":[2],"of":[3,52,62,177,186,201],"harmonic":[4,29,153],"drives":[5],"demonstrates":[6],"nonlinear":[7],"and":[8,43,65,86,101,122,143,150],"nonstationary":[9],"characteristics,":[10],"which":[11],"pose":[12],"challenges":[13],"for":[14,90,107],"traditional":[15],"methods":[16],"to":[17,34,37,45,111,128,164,179],"extract":[18],"features.":[19],"Graph":[20],"neural":[21],"networks":[22],"(GNNs)":[23],"have":[24],"shown":[25],"significant":[26],"potential":[27],"in":[28,138,188,203],"drive":[30,154],"fault":[31,63],"diagnosis":[32],"owing":[33],"their":[35],"ability":[36],"capture":[38],"high-order":[39],"correlations":[40],"among":[41],"nodes":[42],"adapt":[44],"dynamic":[46,82],"changes.":[47],"However,":[48],"the":[49,60,66,113,130,135,139,184,199],"industrial":[50,151],"application":[51,200],"GNNs":[53,202],"is":[54],"limited":[55],"by":[56,162,174],"two":[57],"major":[58],"constraints:":[59],"scarcity":[61],"samples":[64],"high":[67],"computational":[68],"cost.":[69],"To":[70],"mitigate":[71,112],"these":[72],"constraints,":[73],"this":[74],"paper":[75],"proposes":[76],"a":[77,96,102,119,123,175],"diagnostic":[78],"framework":[79],"based":[80],"on":[81,147],"graph":[83,108],"data":[84,109,114,193],"augmentation":[85,110],"adaptive":[87],"knowledge":[88],"distillation":[89,131,136,171,191],"graphs":[91],"(DGDA-AKDG).":[92],"Specifically,":[93],"DGDA":[94,158],"employs":[95],"multi-view":[97],"feature":[98,104,125],"extraction":[99],"module":[100,106],"weighted":[103],"fusion":[105,126],"imbalance":[115,194],"problem.":[116],"AKDG":[117,169],"utilizes":[118],"policy":[120],"network":[121],"routing":[124],"mechanism":[127],"determine":[129],"path,":[132],"thereby":[133,196],"optimizing":[134],"location":[137],"GNN":[140],"model.":[141],"Ablation":[142],"comparative":[144],"experiments":[145],"conducted":[146],"bearing":[148],"datasets":[149,155],"robot":[152],"indicate":[156],"that":[157],"improves":[159],"dataset":[160],"accuracy":[161,172],"2.91%":[163],"12.60%":[165],"after":[166],"balancing,":[167],"while":[168],"reduces":[170],"loss":[173],"factor":[176],"3.54":[178],"14.51.":[180],"These":[181],"results":[182],"demonstrate":[183],"superiority":[185],"DGDA-AKDG":[187],"handling":[189],"heterogeneous":[190],"under":[192],"conditions,":[195],"further":[197],"expanding":[198],"intelligent":[204],"manufacturing.":[205]},"counts_by_year":[{"year":2026,"cited_by_count":3}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
