{"id":"https://openalex.org/W4320057399","doi":"https://doi.org/10.1145/3573834.3574495","title":"A Fast bearing Fault diagnosis method based on lightweight Neural Network RepVGG","display_name":"A Fast bearing Fault diagnosis method based on lightweight Neural Network RepVGG","publication_year":2022,"publication_date":"2022-11-25","ids":{"openalex":"https://openalex.org/W4320057399","doi":"https://doi.org/10.1145/3573834.3574495"},"language":"en","primary_location":{"is_oa":false,"landing_page_url":"https://doi.org/10.1145/3573834.3574495","pdf_url":null,"source":null,"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false},"type":"article","type_crossref":"proceedings-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/A5070973872","display_name":"Yijun Huang","orcid":"https://orcid.org/0000-0003-1866-5847"},"institutions":[{"id":"https://openalex.org/I9842412","display_name":"Nanjing University of Aeronautics and Astronautics","ror":"https://ror.org/01scyh794","country_code":"CN","type":"education","lineage":["https://openalex.org/I9842412"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yijun Huang","raw_affiliation_strings":["State Key Laboratory of Mechanics and Control of Mechanical Structure, Nanjing University of Aeronautics and Astronautics, Nanjing, China, China"],"affiliations":[{"raw_affiliation_string":"State Key Laboratory of Mechanics and Control of Mechanical Structure, Nanjing University of Aeronautics and Astronautics, Nanjing, China, China","institution_ids":["https://openalex.org/I9842412"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5071673249","display_name":"Renwen Chen","orcid":"https://orcid.org/0000-0001-9467-7335"},"institutions":[{"id":"https://openalex.org/I9842412","display_name":"Nanjing University of Aeronautics and Astronautics","ror":"https://ror.org/01scyh794","country_code":"CN","type":"education","lineage":["https://openalex.org/I9842412"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Renwen Chen","raw_affiliation_strings":["State Key Laboratory of Mechanics and Control of Mechanical Structure, Nanjing University of Aeronautics and Astronautics, Nanjing, China, China"],"affiliations":[{"raw_affiliation_string":"State Key Laboratory of Mechanics and Control of Mechanical Structure, Nanjing University of Aeronautics and Astronautics, Nanjing, China, China","institution_ids":["https://openalex.org/I9842412"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020213475","display_name":"Yidi Chen","orcid":"https://orcid.org/0000-0003-0833-6767"},"institutions":[{"id":"https://openalex.org/I9842412","display_name":"Nanjing University of Aeronautics and Astronautics","ror":"https://ror.org/01scyh794","country_code":"CN","type":"education","lineage":["https://openalex.org/I9842412"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yidi Chen","raw_affiliation_strings":["State Key Laboratory of Mechanics and Control of Mechanical Structure, Nanjing University of Aeronautics and Astronautics, Nanjing, China, China"],"affiliations":[{"raw_affiliation_string":"State Key Laboratory of Mechanics and Control of Mechanical Structure, Nanjing University of Aeronautics and Astronautics, Nanjing, China, China","institution_ids":["https://openalex.org/I9842412"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101697122","display_name":"Shanshan Ding","orcid":"https://orcid.org/0000-0003-2367-3518"},"institutions":[{"id":"https://openalex.org/I9842412","display_name":"Nanjing University of Aeronautics and Astronautics","ror":"https://ror.org/01scyh794","country_code":"CN","type":"education","lineage":["https://openalex.org/I9842412"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shanshan Ding","raw_affiliation_strings":["State Key Laboratory of Mechanics and Control of Mechanical Structure, Nanjing University of Aeronautics and Astronautics, Nanjing, China, China"],"affiliations":[{"raw_affiliation_string":"State Key Laboratory of Mechanics and Control of Mechanical Structure, Nanjing University of Aeronautics and Astronautics, Nanjing, China, China","institution_ids":["https://openalex.org/I9842412"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5023285563","display_name":"Jiaqing Yao","orcid":null},"institutions":[{"id":"https://openalex.org/I9842412","display_name":"Nanjing University of Aeronautics and Astronautics","ror":"https://ror.org/01scyh794","country_code":"CN","type":"education","lineage":["https://openalex.org/I9842412"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiaqing Yao","raw_affiliation_strings":["State Key Laboratory of Mechanics and Control of Mechanical Structure, Nanjing University of Aeronautics and Astronautics, Nanjing, China, China"],"affiliations":[{"raw_affiliation_string":"State Key Laboratory of Mechanics and Control of Mechanical Structure, Nanjing University of Aeronautics and Astronautics, Nanjing, China, China","institution_ids":["https://openalex.org/I9842412"]}]}],"institution_assertions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.363,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.665406,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":70,"max":76},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"primary_topic":{"id":"https://openalex.org/T10220","display_name":"Machine Fault Diagnosis Techniques","score":0.9952,"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":0.9952,"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":0.9755,"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/T10876","display_name":"Fault Detection and Control Systems","score":0.9453,"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":[],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.75150406},{"id":"https://openalex.org/C175551986","wikidata":"https://www.wikidata.org/wiki/Q47089","display_name":"Fault (geology)","level":2,"score":0.6894528},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6689795},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.6506637},{"id":"https://openalex.org/C199978012","wikidata":"https://www.wikidata.org/wiki/Q1273815","display_name":"Bearing (navigation)","level":2,"score":0.63948786},{"id":"https://openalex.org/C166386157","wikidata":"https://www.wikidata.org/wiki/Q1477735","display_name":"Short-time Fourier transform","level":4,"score":0.5451131},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.490713},{"id":"https://openalex.org/C62611344","wikidata":"https://www.wikidata.org/wiki/Q1062658","display_name":"Node (physics)","level":2,"score":0.4387495},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.4156072},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.40780246},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3714608},{"id":"https://openalex.org/C102519508","wikidata":"https://www.wikidata.org/wiki/Q6520159","display_name":"Fourier transform","level":2,"score":0.29641116},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.20552096},{"id":"https://openalex.org/C203024314","wikidata":"https://www.wikidata.org/wiki/Q1365258","display_name":"Fourier analysis","level":3,"score":0.07537803},{"id":"https://openalex.org/C165205528","wikidata":"https://www.wikidata.org/wiki/Q83371","display_name":"Seismology","level":1,"score":0.0},{"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/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C66938386","wikidata":"https://www.wikidata.org/wiki/Q633538","display_name":"Structural engineering","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":[{"is_oa":false,"landing_page_url":"https://doi.org/10.1145/3573834.3574495","pdf_url":null,"source":null,"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false}],"best_oa_location":null,"sustainable_development_goals":[],"grants":[],"datasets":[],"versions":[],"referenced_works_count":11,"referenced_works":["https://openalex.org/W1838067451","https://openalex.org/W2279098554","https://openalex.org/W2530133016","https://openalex.org/W2768753204","https://openalex.org/W2905949437","https://openalex.org/W2912412749","https://openalex.org/W2963125010","https://openalex.org/W3009370740","https://openalex.org/W3022604663","https://openalex.org/W3167976421","https://openalex.org/W4297775537"],"related_works":["https://openalex.org/W3097412542","https://openalex.org/W2802845977","https://openalex.org/W2594567802","https://openalex.org/W2575656761","https://openalex.org/W2378667342","https://openalex.org/W2363739414","https://openalex.org/W2318109418","https://openalex.org/W2120847449","https://openalex.org/W2065631063","https://openalex.org/W2008311543"],"abstract_inverted_index":{"In":[0],"view":[1],"of":[2,5,19,53],"the":[3,41,51,63,69,76,82,95,114,121,126,132,139],"shortcomings":[4],"existing":[6],"deep":[7,110],"learning":[8],"methods":[9],"in":[10],"rolling":[11,27],"bearing":[12,28],"fault":[13,29,104],"diagnosis,":[14],"such":[15],"as":[16],"large":[17],"number":[18],"training":[20,96],"parameters":[21],"and":[22,58,75,94,138],"complex":[23],"network,":[24],"a":[25],"fast":[26],"diagnosis":[30,105],"method":[31],"based":[32,108],"on":[33,81,109],"lightweight":[34],"neural":[35],"network":[36,71,123],"RepVGG":[37,70,122],"was":[38],"proposed.":[39],"Firstly,":[40],"vibration":[42],"signal":[43],"is":[44,66,78,92,98,136,142],"converted":[45],"into":[46,68],"three-channel":[47],"time-frequency":[48,64],"image":[49,65],"by":[50],"combination":[52],"short-time":[54],"Fourier":[55],"transform":[56],"(STFT)":[57],"pseudo-color":[59],"processing":[60],"technology,":[61],"then":[62],"inputted":[67],"model":[72,124],"for":[73],"training.":[74],"experiment":[77],"carried":[79],"out":[80],"case":[83],"Western":[84],"Reserve":[85],"University":[86],"(CWRU)":[87],"data":[88],"set.":[89],"The":[90],"accuracy":[91,135],"99.62%":[93],"time":[97],"obviously":[99],"lower":[100],"than":[101],"other":[102],"popular":[103],"algorithm":[106],"models":[107],"learning.":[111],"Finally,":[112],"using":[113],"open":[115],"source":[116],"framework":[117],"ncnn":[118],"to":[119,125],"deploy":[120],"edge":[127],"computing":[128],"node":[129],"Raspberry":[130],"Pi,":[131],"average":[133],"test":[134],"95%,":[137],"running":[140],"efficiency":[141],"good.":[143]},"cited_by_api_url":"https://api.openalex.org/works?filter=cites:W4320057399","counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1}],"updated_date":"2024-12-20T05:28:14.834509","created_date":"2023-02-12"}