{"id":"https://openalex.org/W4408852292","doi":"https://doi.org/10.1109/tim.2025.3548254","title":"Ultralow Latency ANN\u2013SNN Conversion for Bearing Fault Diagnosis","display_name":"Ultralow Latency ANN\u2013SNN Conversion for Bearing Fault Diagnosis","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4408852292","doi":"https://doi.org/10.1109/tim.2025.3548254"},"language":"en","primary_location":{"id":"doi:10.1109/tim.2025.3548254","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tim.2025.3548254","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/A5076522066","display_name":"Xiangcheng Chen","orcid":"https://orcid.org/0000-0002-3403-7675"},"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":"Xiangcheng Chen","raw_affiliation_strings":["School of Artificial Intelligence, Anhui University, Hefei, Anhui, China"],"raw_orcid":"https://orcid.org/0000-0002-3403-7675","affiliations":[{"raw_affiliation_string":"School of Artificial Intelligence, Anhui University, Hefei, Anhui, China","institution_ids":["https://openalex.org/I143868143"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Jing Li","orcid":"https://orcid.org/0009-0007-5819-6666"},"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":"Jing Li","raw_affiliation_strings":["School of Artificial Intelligence, Anhui University, Hefei, Anhui, China"],"raw_orcid":"https://orcid.org/0009-0007-5819-6666","affiliations":[{"raw_affiliation_string":"School of Artificial Intelligence, Anhui University, Hefei, Anhui, China","institution_ids":["https://openalex.org/I143868143"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101204625","display_name":"Aobo Yu","orcid":null},"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":"Aobo Yu","raw_affiliation_strings":["School of Artificial Intelligence, Anhui University, Hefei, Anhui, China"],"raw_orcid":"https://orcid.org/0009-0006-8836-2779","affiliations":[{"raw_affiliation_string":"School of Artificial Intelligence, Anhui University, Hefei, Anhui, China","institution_ids":["https://openalex.org/I143868143"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5038043133","display_name":"Bolin Cai","orcid":"https://orcid.org/0000-0002-7556-5669"},"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":"Bolin Cai","raw_affiliation_strings":["School of Internet, Anhui University, Hefei, Anhui, China"],"raw_orcid":"https://orcid.org/0000-0002-7556-5669","affiliations":[{"raw_affiliation_string":"School of Internet, Anhui University, Hefei, Anhui, China","institution_ids":["https://openalex.org/I143868143"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044721017","display_name":"Qiujie Wu","orcid":"https://orcid.org/0000-0003-3852-0805"},"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":"Qiujie Wu","raw_affiliation_strings":["School of Internet, Anhui University, Hefei, Anhui, China"],"raw_orcid":"https://orcid.org/0000-0003-3852-0805","affiliations":[{"raw_affiliation_string":"School of Internet, Anhui University, Hefei, Anhui, China","institution_ids":["https://openalex.org/I143868143"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5019003956","display_name":"Min Xia","orcid":"https://orcid.org/0000-0001-8057-9654"},"institutions":[{"id":"https://openalex.org/I125749732","display_name":"Western University","ror":"https://ror.org/02grkyz14","country_code":"CA","type":"education","lineage":["https://openalex.org/I125749732"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Min Xia","raw_affiliation_strings":["Department of Mechanical and Materials Engineering, University of Western Ontario, London, ON, Canada"],"raw_orcid":"https://orcid.org/0000-0001-8057-9654","affiliations":[{"raw_affiliation_string":"Department of Mechanical and Materials Engineering, University of Western Ontario, London, ON, Canada","institution_ids":["https://openalex.org/I125749732"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5076522066"],"corresponding_institution_ids":["https://openalex.org/I143868143"],"apc_list":null,"apc_paid":null,"fwci":6.5993,"has_fulltext":false,"cited_by_count":6,"citation_normalized_percentile":{"value":0.96566337,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":99},"biblio":{"volume":"74","issue":null,"first_page":"1","last_page":"10"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10220","display_name":"Machine Fault Diagnosis Techniques","score":0.972100019454956,"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":0.972100019454956,"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/T10876","display_name":"Fault Detection and Control Systems","score":0.9631999731063843,"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/bearing","display_name":"Bearing (navigation)","score":0.601392388343811},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.47761720418930054},{"id":"https://openalex.org/keywords/latency","display_name":"Latency (audio)","score":0.4575760066509247},{"id":"https://openalex.org/keywords/fault","display_name":"Fault (geology)","score":0.4295384883880615},{"id":"https://openalex.org/keywords/electronic-engineering","display_name":"Electronic engineering","score":0.4033682942390442},{"id":"https://openalex.org/keywords/electrical-engineering","display_name":"Electrical engineering","score":0.3242751359939575},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.3067286014556885},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.22274157404899597},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.16173508763313293},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.1128612756729126}],"concepts":[{"id":"https://openalex.org/C199978012","wikidata":"https://www.wikidata.org/wiki/Q1273815","display_name":"Bearing (navigation)","level":2,"score":0.601392388343811},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.47761720418930054},{"id":"https://openalex.org/C82876162","wikidata":"https://www.wikidata.org/wiki/Q17096504","display_name":"Latency (audio)","level":2,"score":0.4575760066509247},{"id":"https://openalex.org/C175551986","wikidata":"https://www.wikidata.org/wiki/Q47089","display_name":"Fault (geology)","level":2,"score":0.4295384883880615},{"id":"https://openalex.org/C24326235","wikidata":"https://www.wikidata.org/wiki/Q126095","display_name":"Electronic engineering","level":1,"score":0.4033682942390442},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.3242751359939575},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.3067286014556885},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.22274157404899597},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.16173508763313293},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.1128612756729126},{"id":"https://openalex.org/C165205528","wikidata":"https://www.wikidata.org/wiki/Q83371","display_name":"Seismology","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/tim.2025.3548254","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tim.2025.3548254","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"},{"id":"pmh:oai:eprints.lancs.ac.uk:234923","is_oa":false,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4306401916","display_name":"Lancaster EPrints (Lancaster University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I67415387","host_organization_name":"Lancaster University","host_organization_lineage":["https://openalex.org/I67415387"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":null,"raw_type":"PeerReviewed"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.5,"display_name":"Climate action","id":"https://metadata.un.org/sdg/13"}],"awards":[{"id":"https://openalex.org/G4893171005","display_name":null,"funder_award_id":"HZR2404","funder_id":"https://openalex.org/F4320334977","funder_display_name":"Beijing Municipal Natural Science Foundation"}],"funders":[{"id":"https://openalex.org/F4320334977","display_name":"Beijing Municipal Natural Science Foundation","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":36,"referenced_works":["https://openalex.org/W1645800954","https://openalex.org/W2020676607","https://openalex.org/W3043419586","https://openalex.org/W3213590062","https://openalex.org/W4225273092","https://openalex.org/W4283797178","https://openalex.org/W4297025466","https://openalex.org/W4312527777","https://openalex.org/W4312793686","https://openalex.org/W4317726941","https://openalex.org/W4319337079","https://openalex.org/W4321016476","https://openalex.org/W4368351795","https://openalex.org/W4372358269","https://openalex.org/W4379513142","https://openalex.org/W4382450050","https://openalex.org/W4385647919","https://openalex.org/W4385768133","https://openalex.org/W4386431972","https://openalex.org/W4388895029","https://openalex.org/W4389280352","https://openalex.org/W4389586891","https://openalex.org/W4392798869","https://openalex.org/W4392904298","https://openalex.org/W4392904454","https://openalex.org/W4393942356","https://openalex.org/W4394581632","https://openalex.org/W4394789344","https://openalex.org/W4396641028","https://openalex.org/W4398775049","https://openalex.org/W4399488058","https://openalex.org/W4401568185","https://openalex.org/W4402351968","https://openalex.org/W6779514680","https://openalex.org/W6850626707","https://openalex.org/W6868767934"],"related_works":["https://openalex.org/W2748952813","https://openalex.org/W2035937180","https://openalex.org/W3196220745","https://openalex.org/W4311624988","https://openalex.org/W2061308401","https://openalex.org/W2575656761","https://openalex.org/W2065631063","https://openalex.org/W2378667342","https://openalex.org/W2594567802","https://openalex.org/W2363739414"],"abstract_inverted_index":{"Spiking":[0],"neural":[1,37],"networks":[2,38],"(SNNs)":[3],"achieve":[4,29],"an":[5,83,94,122,135],"impressive":[6],"performance":[7,30,64],"due":[8],"to":[9,33,48,62,77,121,146],"low":[10],"power":[11],"consumption":[12],"and":[13,111,119,170,178],"quick":[14],"inference":[15,133],"on":[16,139,176],"neuromorphic":[17],"hardware.":[18],"Among":[19],"various":[20],"SNN":[21,123,150],"training":[22],"methods,":[23],"the":[24,41,52,78,106,115,125,132,149,161,172],"ANN-SNN":[25],"conversion":[26],"approach":[27],"can":[28],"levels":[31],"comparable":[32],"those":[34],"of":[35,45,54,66,108,163,174],"artificial":[36],"(ANNs).":[39],"However,":[40],"spike":[42],"firing":[43],"rate":[44],"SNNs":[46,67,164,175],"needs":[47],"be":[49],"aligned":[50],"with":[51,97],"activation":[53,129],"ANNs":[55],"over":[56],"longer":[57],"time":[58,70],"steps,":[59,71],"which":[60],"leads":[61],"a":[63,98],"decline":[65],"at":[68],"short":[69],"limiting":[72],"their":[73],"applicability.":[74],"In":[75],"response":[76,151],"challenge,":[79],"this":[80],"research":[81],"proposes":[82],"innovative":[84],"framework":[85,91,159],"for":[86,165],"bearing":[87],"fault":[88],"diagnosis.":[89],"The":[90,157],"first":[92],"trains":[93],"ANN":[95,116],"model":[96],"multiscale":[99],"convolutional":[100],"attention":[101],"mechanism":[102],"(MCNN-AM)":[103],"that":[104],"has":[105],"capability":[107,162],"feature":[109],"extraction":[110],"noise":[112],"resistance.":[113],"Subsequently,":[114],"is":[117,144],"trained":[118],"converted":[120],"using":[124],"quantization":[126],"clip-floor-shift":[127],"(QCFS)":[128],"function.":[130],"During":[131],"phase,":[134],"optimization":[136],"strategy":[137],"based":[138],"residual":[140],"membrane":[141],"potential":[142],"(SRP)":[143],"introduced":[145],"effectively":[147],"reduce":[148],"latency":[152],"while":[153],"maintaining":[154],"diagnostic":[155],"accuracy.":[156],"proposed":[158],"enhances":[160],"diagnosing":[166],"faults":[167],"in":[168],"bearings":[169],"enables":[171],"deployment":[173],"compact":[177],"mobile":[179],"platforms.":[180]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":4}],"updated_date":"2025-12-21T01:58:51.020947","created_date":"2025-10-10T00:00:00"}
