{"id":"https://openalex.org/W4405846370","doi":"https://doi.org/10.1109/apccas62602.2024.10808666","title":"SSPE: A Device-edge SNN Inference Artificial Intelligence Processor in Supporting Smart Computing","display_name":"SSPE: A Device-edge SNN Inference Artificial Intelligence Processor in Supporting Smart Computing","publication_year":2024,"publication_date":"2024-11-07","ids":{"openalex":"https://openalex.org/W4405846370","doi":"https://doi.org/10.1109/apccas62602.2024.10808666"},"language":"en","primary_location":{"id":"doi:10.1109/apccas62602.2024.10808666","is_oa":false,"landing_page_url":"https://doi.org/10.1109/apccas62602.2024.10808666","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/A5024665361","display_name":"Zhou Wang","orcid":"https://orcid.org/0000-0001-8526-5136"},"institutions":[{"id":"https://openalex.org/I47508984","display_name":"Imperial College London","ror":"https://ror.org/041kmwe10","country_code":"GB","type":"education","lineage":["https://openalex.org/I47508984"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Zhou Wang","raw_affiliation_strings":["Imperial College London,London,UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Imperial College London,London,UK","institution_ids":["https://openalex.org/I47508984"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5114193997","display_name":"Haochen Du","orcid":null},"institutions":[{"id":"https://openalex.org/I200769079","display_name":"Hong Kong University of Science and Technology","ror":"https://ror.org/00q4vv597","country_code":"HK","type":"education","lineage":["https://openalex.org/I200769079"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Haochen Du","raw_affiliation_strings":["Hong Kong University of Science and Technology,School of Engineering,Beijing,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Hong Kong University of Science and Technology,School of Engineering,Beijing,China","institution_ids":["https://openalex.org/I200769079"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045832738","display_name":"Jiuren Zhou","orcid":"https://orcid.org/0000-0002-0915-5354"},"institutions":[{"id":"https://openalex.org/I149594827","display_name":"Xidian University","ror":"https://ror.org/05s92vm98","country_code":"CN","type":"education","lineage":["https://openalex.org/I149594827"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiuren Zhou","raw_affiliation_strings":["Xidian University,School of Microelectronics,Xi&#x2019;an,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Xidian University,School of Microelectronics,Xi&#x2019;an,China","institution_ids":["https://openalex.org/I149594827"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102815432","display_name":"Yanqing Xu","orcid":"https://orcid.org/0000-0002-1503-2983"},"institutions":[{"id":"https://openalex.org/I4210116924","display_name":"Chinese University of Hong Kong, Shenzhen","ror":"https://ror.org/02d5ks197","country_code":"CN","type":"education","lineage":["https://openalex.org/I177725633","https://openalex.org/I180726961","https://openalex.org/I4210116924"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yanqing Xu","raw_affiliation_strings":["The Chinese University of Hong Kong,Shenzhen,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"The Chinese University of Hong Kong,Shenzhen,China","institution_ids":["https://openalex.org/I4210116924"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5046989926","display_name":"Xiaonan Tang","orcid":"https://orcid.org/0000-0002-2434-9341"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Xiaonan Tang","raw_affiliation_strings":["Beijing Wisemay Science and Technology Co.,Ltd.,,Beijing,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Beijing Wisemay Science and Technology Co.,Ltd.,,Beijing,China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008918891","display_name":"Tianchun Ye","orcid":"https://orcid.org/0000-0002-2384-9037"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210119392","display_name":"Institute of Microelectronics","ror":"https://ror.org/02s6gs133","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210119392"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tianchun Ye","raw_affiliation_strings":["Institute of Microelectronics of Chinese Academy of Sciences,Beijing,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Microelectronics of Chinese Academy of Sciences,Beijing,China","institution_ids":["https://openalex.org/I4210119392","https://openalex.org/I19820366"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5032344424","display_name":"Shaojun Wei","orcid":null},"institutions":[{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shaojun Wei","raw_affiliation_strings":["Tsinghua University,School of Integrated Circuits,Beijing,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Tsinghua University,School of Integrated Circuits,Beijing,China","institution_ids":["https://openalex.org/I99065089"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026870474","display_name":"Shushan Qiao","orcid":"https://orcid.org/0000-0002-9102-2111"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210119392","display_name":"Institute of Microelectronics","ror":"https://ror.org/02s6gs133","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210119392"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shushan Qiao","raw_affiliation_strings":["Institute of Microelectronics of Chinese Academy of Sciences,Beijing,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Microelectronics of Chinese Academy of Sciences,Beijing,China","institution_ids":["https://openalex.org/I4210119392","https://openalex.org/I19820366"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5078843314","display_name":"Shouyi Yin","orcid":"https://orcid.org/0000-0002-8438-8588"},"institutions":[{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shouyi Yin","raw_affiliation_strings":["Tsinghua University,School of Integrated Circuits,Beijing,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Tsinghua University,School of Integrated Circuits,Beijing,China","institution_ids":["https://openalex.org/I99065089"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":9,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.4232,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.65911266,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"120","last_page":"124"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12702","display_name":"Brain Tumor Detection and Classification","score":0.8130999803543091,"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":0.8130999803543091,"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/T13382","display_name":"Robotics and Automated Systems","score":0.7458999752998352,"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/T10273","display_name":"IoT and Edge/Fog Computing","score":0.7301999926567078,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7756759524345398},{"id":"https://openalex.org/keywords/inference","display_name":"Inference","score":0.6838761568069458},{"id":"https://openalex.org/keywords/edge-computing","display_name":"Edge computing","score":0.6294271945953369},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.5464822053909302},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.43828269839286804},{"id":"https://openalex.org/keywords/applications-of-artificial-intelligence","display_name":"Applications of artificial intelligence","score":0.4194839894771576},{"id":"https://openalex.org/keywords/computer-architecture","display_name":"Computer architecture","score":0.40780109167099},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.3763294219970703}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7756759524345398},{"id":"https://openalex.org/C2776214188","wikidata":"https://www.wikidata.org/wiki/Q408386","display_name":"Inference","level":2,"score":0.6838761568069458},{"id":"https://openalex.org/C2778456923","wikidata":"https://www.wikidata.org/wiki/Q5337692","display_name":"Edge computing","level":3,"score":0.6294271945953369},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.5464822053909302},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.43828269839286804},{"id":"https://openalex.org/C157170001","wikidata":"https://www.wikidata.org/wiki/Q4781507","display_name":"Applications of artificial intelligence","level":2,"score":0.4194839894771576},{"id":"https://openalex.org/C118524514","wikidata":"https://www.wikidata.org/wiki/Q173212","display_name":"Computer architecture","level":1,"score":0.40780109167099},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.3763294219970703}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/apccas62602.2024.10808666","is_oa":false,"landing_page_url":"https://doi.org/10.1109/apccas62602.2024.10808666","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":[{"id":"https://openalex.org/F4320320671","display_name":"National Research Foundation","ror":"https://ror.org/05s0g1g46"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":14,"referenced_works":["https://openalex.org/W1604973310","https://openalex.org/W2783525259","https://openalex.org/W2906048113","https://openalex.org/W2921131065","https://openalex.org/W3194056411","https://openalex.org/W3214253320","https://openalex.org/W4220741568","https://openalex.org/W4376460905","https://openalex.org/W4383501599","https://openalex.org/W4386764085","https://openalex.org/W4388709727","https://openalex.org/W4400810947","https://openalex.org/W4400811177","https://openalex.org/W6766057927"],"related_works":["https://openalex.org/W4324372666","https://openalex.org/W4225706866","https://openalex.org/W2914646191","https://openalex.org/W3023564924","https://openalex.org/W2942586735","https://openalex.org/W4286507868","https://openalex.org/W4309971077","https://openalex.org/W3135486588","https://openalex.org/W4394857164","https://openalex.org/W4312996489"],"abstract_inverted_index":{"Spiking":[0],"Neural":[1],"Network":[2],"(SNN)":[3],"exhibits":[4],"significant":[5],"advantages":[6],"in":[7,125],"terminal":[8],"devices":[9],"due":[10],"to":[11,22,37,149],"its":[12],"low":[13],"power":[14],"consumption":[15],"and":[16,27,59,102,116,138],"high":[17],"computing":[18],"speed.":[19],"However,":[20],"how":[21],"further":[23,81,123],"reduce":[24],"computational":[25,29,83,98,126],"overhead":[26],"improve":[28],"performance":[30,144],"remains":[31],"an":[32,44,88],"urgent":[33],"issue":[34],"that":[35,73,142],"needs":[36],"be":[38],"dealt":[39],"with.":[40],"This":[41],"article":[42],"introduces":[43],"SNN":[45,50],"processor":[46],"called":[47],"SSPE":[48,65,86,107,146],"(Smart":[49],"Processing":[51],"Element),":[52],"which":[53],"supports":[54,74,87],"dynamic":[55,75],"pruning,":[56],"approximate":[57],"computation,":[58],"fast":[60,97],"data":[61],"format":[62],"switching.":[63],"Firstly,":[64],"has":[66,108],"a":[67,109,133],"Sparse":[68],"Pulse":[69],"Pruning":[70],"Scheme":[71],"(SPPS)":[72],"pruning":[76],"skipping":[77],"across":[78],"different":[79],"dimensions,":[80],"reducing":[82],"complexity;":[84],"Secondly,":[85],"Approximate":[89],"Computing":[90],"based":[91],"on":[92],"Searching":[93],"System":[94],"(ACSS),":[95],"achieving":[96],"processing":[99],"by":[100],"storing":[101],"matching":[103],"past":[104],"calculations;":[105],"Thirdly,":[106],"Switching":[110],"Data":[111],"Formats":[112],"Method":[113],"(SDFM),":[114],"switching":[115],"adjusting":[117],"between":[118],"multiple":[119],"calculation":[120],"formats,":[121],"ensuring":[122],"savings":[124],"costs.":[127],"The":[128],"evaluation":[129],"was":[130,147],"conducted":[131],"using":[132],"28":[134],"nm":[135],"CMOS":[136],"process,":[137],"the":[139,143],"results":[140],"showed":[141],"of":[145],"superior":[148],"state-of-the-art":[150],"processors.":[151]},"counts_by_year":[{"year":2026,"cited_by_count":2}],"updated_date":"2026-06-19T17:40:00.097472","created_date":"2025-10-10T00:00:00"}
