{"id":"https://openalex.org/W4405846088","doi":"https://doi.org/10.1109/apccas62602.2024.10808327","title":"Computation Complexity Reduction Based on Quick Leaky-Integrate-And-Fire Mechanism for SNNs","display_name":"Computation Complexity Reduction Based on Quick Leaky-Integrate-And-Fire Mechanism for SNNs","publication_year":2024,"publication_date":"2024-11-07","ids":{"openalex":"https://openalex.org/W4405846088","doi":"https://doi.org/10.1109/apccas62602.2024.10808327"},"language":"en","primary_location":{"id":"doi:10.1109/apccas62602.2024.10808327","is_oa":false,"landing_page_url":"https://doi.org/10.1109/apccas62602.2024.10808327","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE Asia Pacific Conference on Circuits and Systems (APCCAS)","raw_type":"proceedings-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/A5112530687","display_name":"Xinyu Kang","orcid":null},"institutions":[{"id":"https://openalex.org/I3045169105","display_name":"Southern University of Science and Technology","ror":"https://ror.org/049tv2d57","country_code":"CN","type":"education","lineage":["https://openalex.org/I3045169105"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Xinyu Kang","raw_affiliation_strings":["Southern University of Science and Technology,shenzhen,China"],"affiliations":[{"raw_affiliation_string":"Southern University of Science and Technology,shenzhen,China","institution_ids":["https://openalex.org/I3045169105"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102981985","display_name":"Silong Li","orcid":"https://orcid.org/0000-0002-5138-2163"},"institutions":[{"id":"https://openalex.org/I3045169105","display_name":"Southern University of Science and Technology","ror":"https://ror.org/049tv2d57","country_code":"CN","type":"education","lineage":["https://openalex.org/I3045169105"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Silong Li","raw_affiliation_strings":["Southern University of Science and Technology,shenzhen,China"],"affiliations":[{"raw_affiliation_string":"Southern University of Science and Technology,shenzhen,China","institution_ids":["https://openalex.org/I3045169105"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100663083","display_name":"Xingbo Wang","orcid":"https://orcid.org/0000-0001-9349-2718"},"institutions":[{"id":"https://openalex.org/I3045169105","display_name":"Southern University of Science and Technology","ror":"https://ror.org/049tv2d57","country_code":"CN","type":"education","lineage":["https://openalex.org/I3045169105"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xingbo Wang","raw_affiliation_strings":["Southern University of Science and Technology,shenzhen,China"],"affiliations":[{"raw_affiliation_string":"Southern University of Science and Technology,shenzhen,China","institution_ids":["https://openalex.org/I3045169105"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100437324","display_name":"Zhiyuan Xu","orcid":"https://orcid.org/0009-0001-9039-7528"},"institutions":[{"id":"https://openalex.org/I3045169105","display_name":"Southern University of Science and Technology","ror":"https://ror.org/049tv2d57","country_code":"CN","type":"education","lineage":["https://openalex.org/I3045169105"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhiyuan Xu","raw_affiliation_strings":["Southern University of Science and Technology,shenzhen,China"],"affiliations":[{"raw_affiliation_string":"Southern University of Science and Technology,shenzhen,China","institution_ids":["https://openalex.org/I3045169105"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101510417","display_name":"Yuru Li","orcid":"https://orcid.org/0000-0003-4842-8586"},"institutions":[{"id":"https://openalex.org/I3045169105","display_name":"Southern University of Science and Technology","ror":"https://ror.org/049tv2d57","country_code":"CN","type":"education","lineage":["https://openalex.org/I3045169105"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuru Li","raw_affiliation_strings":["Southern University of Science and Technology,shenzhen,China"],"affiliations":[{"raw_affiliation_string":"Southern University of Science and Technology,shenzhen,China","institution_ids":["https://openalex.org/I3045169105"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5007760320","display_name":"Terry Tao Ye","orcid":"https://orcid.org/0000-0002-4359-3550"},"institutions":[{"id":"https://openalex.org/I3045169105","display_name":"Southern University of Science and Technology","ror":"https://ror.org/049tv2d57","country_code":"CN","type":"education","lineage":["https://openalex.org/I3045169105"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Terry Tao Ye","raw_affiliation_strings":["Southern University of Science and Technology,shenzhen,China"],"affiliations":[{"raw_affiliation_string":"Southern University of Science and Technology,shenzhen,China","institution_ids":["https://openalex.org/I3045169105"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5112530687"],"corresponding_institution_ids":["https://openalex.org/I3045169105"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.27297967,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"471","last_page":"474"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12702","display_name":"Brain Tumor Detection and Classification","score":0.8338000178337097,"subfield":{"id":"https://openalex.org/subfields/2808","display_name":"Neurology"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T12702","display_name":"Brain Tumor Detection and Classification","score":0.8338000178337097,"subfield":{"id":"https://openalex.org/subfields/2808","display_name":"Neurology"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T10502","display_name":"Advanced Memory and Neural Computing","score":0.8209999799728394,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic 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/T13731","display_name":"Advanced Computing and Algorithms","score":0.7404999732971191,"subfield":{"id":"https://openalex.org/subfields/3322","display_name":"Urban Studies"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7816869020462036},{"id":"https://openalex.org/keywords/reduction","display_name":"Reduction (mathematics)","score":0.7478406429290771},{"id":"https://openalex.org/keywords/computation","display_name":"Computation","score":0.6960537433624268},{"id":"https://openalex.org/keywords/mechanism","display_name":"Mechanism (biology)","score":0.5941562652587891},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.43747496604919434},{"id":"https://openalex.org/keywords/parallel-computing","display_name":"Parallel computing","score":0.41655397415161133},{"id":"https://openalex.org/keywords/computer-architecture","display_name":"Computer architecture","score":0.32557499408721924},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.16892707347869873}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7816869020462036},{"id":"https://openalex.org/C111335779","wikidata":"https://www.wikidata.org/wiki/Q3454686","display_name":"Reduction (mathematics)","level":2,"score":0.7478406429290771},{"id":"https://openalex.org/C45374587","wikidata":"https://www.wikidata.org/wiki/Q12525525","display_name":"Computation","level":2,"score":0.6960537433624268},{"id":"https://openalex.org/C89611455","wikidata":"https://www.wikidata.org/wiki/Q6804646","display_name":"Mechanism (biology)","level":2,"score":0.5941562652587891},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.43747496604919434},{"id":"https://openalex.org/C173608175","wikidata":"https://www.wikidata.org/wiki/Q232661","display_name":"Parallel computing","level":1,"score":0.41655397415161133},{"id":"https://openalex.org/C118524514","wikidata":"https://www.wikidata.org/wiki/Q173212","display_name":"Computer architecture","level":1,"score":0.32557499408721924},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.16892707347869873},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"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/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/apccas62602.2024.10808327","is_oa":false,"landing_page_url":"https://doi.org/10.1109/apccas62602.2024.10808327","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE Asia Pacific Conference on Circuits and Systems (APCCAS)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":10,"referenced_works":["https://openalex.org/W2095409369","https://openalex.org/W2621826044","https://openalex.org/W3104801087","https://openalex.org/W3127981342","https://openalex.org/W3203477951","https://openalex.org/W4283080686","https://openalex.org/W4283371538","https://openalex.org/W4295832479","https://openalex.org/W4388271470","https://openalex.org/W4392851011"],"related_works":["https://openalex.org/W2382997850","https://openalex.org/W2390968135","https://openalex.org/W2382213751","https://openalex.org/W2351750670","https://openalex.org/W1597848696","https://openalex.org/W2354715126","https://openalex.org/W2388563748","https://openalex.org/W2375179084","https://openalex.org/W2366646518","https://openalex.org/W2370906336"],"abstract_inverted_index":{"SNNs":[0],"excel":[1],"in":[2,14,45,86,112,171],"processing":[3],"event-based":[4],"information":[5],"with":[6],"significantly":[7],"higher":[8],"energy":[9,96,132,176],"efficiency,":[10],"demonstrating":[11],"great":[12],"potential":[13],"resource-constrained":[15],"edge":[16],"computing":[17],"systems.":[18],"In":[19],"this":[20,75],"paper,":[21],"we":[22],"propose":[23],"an":[24],"efficient":[25],"SNN":[26,106,169],"architecture":[27],"that":[28],"uses":[29],"quick":[30],"leaky-integrate-and-fired":[31],"($q":[32],"L":[33],"I":[34],"F$)":[35],"mechanism.":[36],"qLIF":[37,109],"expedites":[38],"the":[39,42,46,49,66,70,77,91,119,137,141,153],"leakage":[40],"of":[41,51,69,90,173],"membrane":[43],"potentiation":[44],"neuron,":[47],"so":[48],"firing":[50],"spikes":[52],"is":[53,62,110,156],"less":[54],"dependent":[55],"on":[56,74,108,126,136],"past":[57],"spike-train":[58],"events,":[59],"instead,":[60],"it":[61],"more":[63],"relevant":[64],"to":[65],"accumulated":[67],"arrival":[68],"current":[71],"inputs.":[72],"Based":[73],"mechanism,":[76],"convolutional":[78,92],"computation":[79],"complexity":[80],"can":[81],"be":[82],"greatly":[83],"optimized,":[84],"resulting":[85],"a":[87,100,127],"dramatic":[88],"acceleration":[89],"operation":[93],"and":[94,115,140,152,175],"lower":[95],"consumption,":[97],"while":[98],"maintaining":[99],"limited":[101],"performance":[102],"loss.":[103],"A":[104],"revised":[105],"based":[107],"implemented":[111],"Verilog":[113],"HDL":[114],"then":[116],"synthesized":[117],"using":[118],"55":[120],"nm":[121],"CMOS":[122],"process":[123],"library":[124],"running":[125],"50":[128],"MHz":[129],"clock.":[130],"The":[131],"consumption":[133],"per":[134],"inference":[135,154,179],"MNIST":[138],"dataset":[139,143],"MIT-BIH":[142],"reaches":[144],"$0.142":[145],"\\mu":[146,150],"\\mathrm{~J}":[147],"/":[148,159],"0.032":[149],"\\mathrm{~J}$,":[151],"time":[155],"$0.150":[157],"\\mathrm{~ms}":[158],"0.053":[160],"\\mathrm{~ms}$,":[161],"respectively.":[162],"Our":[163],"proposed":[164],"processor":[165],"outperforms":[166],"other":[167],"state-of-the-art":[168],"processors":[170],"terms":[172],"latency":[174],"efficiency":[177],"during":[178],"computation.":[180]},"counts_by_year":[],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}