{"id":"https://openalex.org/W4363679534","doi":"https://doi.org/10.1093/jcde/qwad031","title":"MPARN: multi-scale path attention residual network for fault diagnosis of rotating machines","display_name":"MPARN: multi-scale path attention residual network for fault diagnosis of rotating machines","publication_year":2023,"publication_date":"2023-03-10","ids":{"openalex":"https://openalex.org/W4363679534","doi":"https://doi.org/10.1093/jcde/qwad031"},"language":"en","primary_location":{"id":"doi:10.1093/jcde/qwad031","is_oa":true,"landing_page_url":"https://doi.org/10.1093/jcde/qwad031","pdf_url":"https://academic.oup.com/jcde/advance-article-pdf/doi/10.1093/jcde/qwad031/49809384/qwad031.pdf","source":{"id":"https://openalex.org/S2485147958","display_name":"Journal of Computational Design and Engineering","issn_l":"2288-4300","issn":["2288-4300","2288-5048"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310311648","host_organization_name":"Oxford University Press","host_organization_lineage":["https://openalex.org/P4310311648","https://openalex.org/P4310311647"],"host_organization_lineage_names":["Oxford University Press","University of Oxford"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Computational Design and Engineering","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://academic.oup.com/jcde/advance-article-pdf/doi/10.1093/jcde/qwad031/49809384/qwad031.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5032370227","display_name":"Hyeongmin Kim","orcid":"https://orcid.org/0000-0003-2693-4621"},"institutions":[{"id":"https://openalex.org/I139264467","display_name":"Seoul National University","ror":"https://ror.org/04h9pn542","country_code":"KR","type":"education","lineage":["https://openalex.org/I139264467"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Hyeongmin Kim","raw_affiliation_strings":["Department of Mechanical Engineering, Seoul National University , Seoul 08826 , Republic of Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Mechanical Engineering, Seoul National University , Seoul 08826 , Republic of Korea","institution_ids":["https://openalex.org/I139264467"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5114047174","display_name":"Chan Hee Park","orcid":null},"institutions":[{"id":"https://openalex.org/I139264467","display_name":"Seoul National University","ror":"https://ror.org/04h9pn542","country_code":"KR","type":"education","lineage":["https://openalex.org/I139264467"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Chan Hee Park","raw_affiliation_strings":["Department of Mechanical Engineering, Seoul National University , Seoul 08826 , Republic of Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Mechanical Engineering, Seoul National University , Seoul 08826 , Republic of Korea","institution_ids":["https://openalex.org/I139264467"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027606748","display_name":"Chaehyun Suh","orcid":"https://orcid.org/0000-0002-1614-1305"},"institutions":[{"id":"https://openalex.org/I139264467","display_name":"Seoul National University","ror":"https://ror.org/04h9pn542","country_code":"KR","type":"education","lineage":["https://openalex.org/I139264467"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Chaehyun Suh","raw_affiliation_strings":["Department of Mechanical Engineering, Seoul National University , Seoul 08826 , Republic of Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Mechanical Engineering, Seoul National University , Seoul 08826 , Republic of Korea","institution_ids":["https://openalex.org/I139264467"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5055391586","display_name":"Minseok Chae","orcid":"https://orcid.org/0000-0001-7858-5852"},"institutions":[{"id":"https://openalex.org/I139264467","display_name":"Seoul National University","ror":"https://ror.org/04h9pn542","country_code":"KR","type":"education","lineage":["https://openalex.org/I139264467"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Minseok Chae","raw_affiliation_strings":["Department of Mechanical Engineering, Seoul National University , Seoul 08826 , Republic of Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Mechanical Engineering, Seoul National University , Seoul 08826 , Republic of Korea","institution_ids":["https://openalex.org/I139264467"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5080152642","display_name":"Heonjun Yoon","orcid":"https://orcid.org/0000-0001-8265-4638"},"institutions":[{"id":"https://openalex.org/I141371507","display_name":"Soongsil University","ror":"https://ror.org/017xnm587","country_code":"KR","type":"education","lineage":["https://openalex.org/I141371507"]}],"countries":["KR"],"is_corresponding":true,"raw_author_name":"Heonjun Yoon","raw_affiliation_strings":["School of Mechanical Engineering, Soongsil University , Seoul 06978 , Republic of Korea"],"raw_orcid":"https://orcid.org/0000-0001-8265-4638","affiliations":[{"raw_affiliation_string":"School of Mechanical Engineering, Soongsil University , Seoul 06978 , Republic of Korea","institution_ids":["https://openalex.org/I141371507"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5084771659","display_name":"Byeng D. Youn","orcid":"https://orcid.org/0000-0003-0135-3660"},"institutions":[{"id":"https://openalex.org/I139264467","display_name":"Seoul National University","ror":"https://ror.org/04h9pn542","country_code":"KR","type":"education","lineage":["https://openalex.org/I139264467"]}],"countries":["KR"],"is_corresponding":true,"raw_author_name":"Byeng D Youn","raw_affiliation_strings":["Department of Mechanical Engineering, Seoul National University , Seoul 08826 , Republic of Korea","Institute of Advanced Machines and Design, Seoul National University , Seoul 08826 , Republic of Korea","OnePredict Inc. , Seoul 06160 , Republic of Korea"],"raw_orcid":"https://orcid.org/0000-0003-0135-3660","affiliations":[{"raw_affiliation_string":"Department of Mechanical Engineering, Seoul National University , Seoul 08826 , Republic of Korea","institution_ids":["https://openalex.org/I139264467"]},{"raw_affiliation_string":"Institute of Advanced Machines and Design, Seoul National University , Seoul 08826 , Republic of Korea","institution_ids":["https://openalex.org/I139264467"]},{"raw_affiliation_string":"OnePredict Inc. , Seoul 06160 , Republic of Korea","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5080152642","https://openalex.org/A5084771659"],"corresponding_institution_ids":["https://openalex.org/I139264467","https://openalex.org/I141371507"],"apc_list":{"value":1650,"currency":"USD","value_usd":1650},"apc_paid":{"value":1650,"currency":"USD","value_usd":1650},"fwci":5.5595,"has_fulltext":false,"cited_by_count":31,"citation_normalized_percentile":{"value":0.96476474,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":100},"biblio":{"volume":"10","issue":"2","first_page":"860","last_page":"872"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10220","display_name":"Machine Fault Diagnosis Techniques","score":0.9994999766349792,"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/T10220","display_name":"Machine Fault Diagnosis Techniques","score":0.9994999766349792,"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/T11062","display_name":"Gear and Bearing Dynamics Analysis","score":0.9814000129699707,"subfield":{"id":"https://openalex.org/subfields/2210","display_name":"Mechanical 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/T13891","display_name":"Engineering Diagnostics and Reliability","score":0.9693999886512756,"subfield":{"id":"https://openalex.org/subfields/2211","display_name":"Mechanics of Materials"},"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/residual","display_name":"Residual","score":0.7888501882553101},{"id":"https://openalex.org/keywords/scale","display_name":"Scale (ratio)","score":0.6288974285125732},{"id":"https://openalex.org/keywords/path","display_name":"Path (computing)","score":0.6277125477790833},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5931180119514465},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.5831817984580994},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.5755633115768433},{"id":"https://openalex.org/keywords/kernel","display_name":"Kernel (algebra)","score":0.570053219795227},{"id":"https://openalex.org/keywords/convolution","display_name":"Convolution (computer science)","score":0.5516772866249084},{"id":"https://openalex.org/keywords/fault","display_name":"Fault (geology)","score":0.5355150103569031},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.522029459476471},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4911067485809326},{"id":"https://openalex.org/keywords/block","display_name":"Block (permutation group theory)","score":0.4370588958263397},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.3465602993965149},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.3196712136268616},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.13699984550476074}],"concepts":[{"id":"https://openalex.org/C155512373","wikidata":"https://www.wikidata.org/wiki/Q287450","display_name":"Residual","level":2,"score":0.7888501882553101},{"id":"https://openalex.org/C2778755073","wikidata":"https://www.wikidata.org/wiki/Q10858537","display_name":"Scale (ratio)","level":2,"score":0.6288974285125732},{"id":"https://openalex.org/C2777735758","wikidata":"https://www.wikidata.org/wiki/Q817765","display_name":"Path (computing)","level":2,"score":0.6277125477790833},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5931180119514465},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.5831817984580994},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.5755633115768433},{"id":"https://openalex.org/C74193536","wikidata":"https://www.wikidata.org/wiki/Q574844","display_name":"Kernel (algebra)","level":2,"score":0.570053219795227},{"id":"https://openalex.org/C45347329","wikidata":"https://www.wikidata.org/wiki/Q5166604","display_name":"Convolution (computer science)","level":3,"score":0.5516772866249084},{"id":"https://openalex.org/C175551986","wikidata":"https://www.wikidata.org/wiki/Q47089","display_name":"Fault (geology)","level":2,"score":0.5355150103569031},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.522029459476471},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4911067485809326},{"id":"https://openalex.org/C2777210771","wikidata":"https://www.wikidata.org/wiki/Q4927124","display_name":"Block (permutation group theory)","level":2,"score":0.4370588958263397},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.3465602993965149},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.3196712136268616},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.13699984550476074},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","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/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","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/C165205528","wikidata":"https://www.wikidata.org/wiki/Q83371","display_name":"Seismology","level":1,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"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/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1093/jcde/qwad031","is_oa":true,"landing_page_url":"https://doi.org/10.1093/jcde/qwad031","pdf_url":"https://academic.oup.com/jcde/advance-article-pdf/doi/10.1093/jcde/qwad031/49809384/qwad031.pdf","source":{"id":"https://openalex.org/S2485147958","display_name":"Journal of Computational Design and Engineering","issn_l":"2288-4300","issn":["2288-4300","2288-5048"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310311648","host_organization_name":"Oxford University Press","host_organization_lineage":["https://openalex.org/P4310311648","https://openalex.org/P4310311647"],"host_organization_lineage_names":["Oxford University Press","University of Oxford"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Computational Design and Engineering","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1093/jcde/qwad031","is_oa":true,"landing_page_url":"https://doi.org/10.1093/jcde/qwad031","pdf_url":"https://academic.oup.com/jcde/advance-article-pdf/doi/10.1093/jcde/qwad031/49809384/qwad031.pdf","source":{"id":"https://openalex.org/S2485147958","display_name":"Journal of Computational Design and Engineering","issn_l":"2288-4300","issn":["2288-4300","2288-5048"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310311648","host_organization_name":"Oxford University Press","host_organization_lineage":["https://openalex.org/P4310311648","https://openalex.org/P4310311647"],"host_organization_lineage_names":["Oxford University Press","University of Oxford"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Computational Design and Engineering","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.41999998688697815,"display_name":"Quality Education","id":"https://metadata.un.org/sdg/4"}],"awards":[{"id":"https://openalex.org/G3834070020","display_name":null,"funder_award_id":"2021R1F1A1064082","funder_id":"https://openalex.org/F4320328359","funder_display_name":"Ministry of Science and ICT, South Korea"},{"id":"https://openalex.org/G4256242549","display_name":null,"funder_award_id":"2022-RS-2022\u201300156360","funder_id":"https://openalex.org/F4320328359","funder_display_name":"Ministry of Science and ICT, South Korea"},{"id":"https://openalex.org/G8086632588","display_name":null,"funder_award_id":"2022K1A4A7A0409632911","funder_id":"https://openalex.org/F4320328359","funder_display_name":"Ministry of Science and ICT, South Korea"},{"id":"https://openalex.org/G865754706","display_name":null,"funder_award_id":"2020R1A2C3003644","funder_id":"https://openalex.org/F4320328359","funder_display_name":"Ministry of Science and ICT, South Korea"}],"funders":[{"id":"https://openalex.org/F4320322120","display_name":"National Research Foundation of Korea","ror":"https://ror.org/013aysd81"},{"id":"https://openalex.org/F4320328359","display_name":"Ministry of Science and ICT, South Korea","ror":"https://ror.org/01wpjm123"}],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4363679534.pdf"},"referenced_works_count":51,"referenced_works":["https://openalex.org/W1988981069","https://openalex.org/W2028119131","https://openalex.org/W2060300932","https://openalex.org/W2194775991","https://openalex.org/W2461729787","https://openalex.org/W2624112932","https://openalex.org/W2746111230","https://openalex.org/W2754767460","https://openalex.org/W2791694051","https://openalex.org/W2794081072","https://openalex.org/W2794869810","https://openalex.org/W2884675507","https://openalex.org/W2886755908","https://openalex.org/W2896784509","https://openalex.org/W2900438754","https://openalex.org/W2905386532","https://openalex.org/W2906256948","https://openalex.org/W2906417655","https://openalex.org/W2908441554","https://openalex.org/W2912538417","https://openalex.org/W2943389092","https://openalex.org/W2946048316","https://openalex.org/W2947583263","https://openalex.org/W2963420686","https://openalex.org/W2973424371","https://openalex.org/W2977117446","https://openalex.org/W2987480074","https://openalex.org/W2999516673","https://openalex.org/W3000384844","https://openalex.org/W3025770049","https://openalex.org/W3035789953","https://openalex.org/W3039216919","https://openalex.org/W3088843445","https://openalex.org/W3094110601","https://openalex.org/W3138167902","https://openalex.org/W3184578020","https://openalex.org/W3213719013","https://openalex.org/W3213841105","https://openalex.org/W4206700643","https://openalex.org/W4247950230","https://openalex.org/W4284881463","https://openalex.org/W4284977914","https://openalex.org/W4288445090","https://openalex.org/W4295837092","https://openalex.org/W4295956768","https://openalex.org/W4308023495","https://openalex.org/W6638667902","https://openalex.org/W6640295612","https://openalex.org/W6698183232","https://openalex.org/W6727420689","https://openalex.org/W6753412334"],"related_works":["https://openalex.org/W2560215812","https://openalex.org/W2964954556","https://openalex.org/W3019910406","https://openalex.org/W3034421924","https://openalex.org/W2982536526","https://openalex.org/W4386858688","https://openalex.org/W4380302312","https://openalex.org/W4390971171","https://openalex.org/W4385338604","https://openalex.org/W3081626085"],"abstract_inverted_index":{"Abstract":[0],"Multi-scale":[1,101],"convolutional":[2],"neural":[3],"network":[4,89,105,129,186],"structures":[5],"consisting":[6],"of":[7,30,45,63,66,97,132,152,193],"parallel":[8],"convolution":[9,115,124],"paths":[10],"with":[11],"different":[12,118,123],"kernel":[13],"sizes":[14],"have":[15],"been":[16],"developed":[17],"to":[18,40,60,72,90,120,140,162],"extract":[19,142],"features":[20,37,65,121],"from":[21,122],"multiple":[22],"temporal":[23,47,68],"scales":[24],"and":[25,146,168,197],"applied":[26],"for":[27],"fault":[28,200],"diagnosis":[29,201],"rotating":[31],"machines.":[32],"However,":[33],"when":[34],"the":[35,41,46,50,61,64,93,128,153,180,189,194],"extracted":[36],"are":[38],"used":[39],"same":[42],"extent":[43],"regardless":[44],"scale":[48,69],"inside":[49],"network,":[51],"good":[52],"diagnostic":[53],"performance":[54],"may":[55],"not":[56],"be":[57],"guaranteed":[58],"due":[59],"influence":[62],"certain":[67],"less":[70],"related":[71],"faults.":[73],"Considering":[74],"this":[75,77],"issue,":[76],"paper":[78],"presents":[79],"a":[80,84,98,107,112,133,163,169],"novel":[81],"architecture":[82],"called":[83],"multi-scale":[85,99,113,135,144,182,195],"path":[86,102,108,183],"attention":[87,103,109,136,184],"residual":[88,104,137,185],"further":[91],"enhance":[92],"feature":[94,190],"representational":[95],"ability":[96,192],"structure.":[100],"adopts":[106],"module":[110],"after":[111],"dilated":[114],"layer,":[116],"assigning":[117],"weights":[119],"paths.":[125],"In":[126],"addition,":[127],"is":[130,156],"composed":[131],"stacked":[134],"block":[138],"structure":[139,196],"continuously":[141],"meaningful":[143],"characteristics":[145],"relationships":[147],"between":[148],"scales.":[149],"The":[150,176],"effectiveness":[151],"proposed":[154,181],"method":[155],"verified":[157],"by":[158],"examining":[159],"its":[160],"application":[161],"helical":[164],"gearbox":[165],"vibration":[166],"dataset":[167],"permanent":[170],"magnet":[171],"synchronous":[172],"motor":[173],"current":[174],"dataset.":[175],"results":[177],"show":[178],"that":[179],"can":[187],"improve":[188],"learning":[191],"achieve":[198],"better":[199],"performance.":[202]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":18},{"year":2024,"cited_by_count":9},{"year":2023,"cited_by_count":3}],"updated_date":"2026-01-22T23:29:09.771500","created_date":"2025-10-10T00:00:00"}