{"id":"https://openalex.org/W4408566182","doi":"https://doi.org/10.1109/tcasai.2025.3552355","title":"Low Power AI Inference Through Filter Sorting for Reducing Switching Activity of DNN Model","display_name":"Low Power AI Inference Through Filter Sorting for Reducing Switching Activity of DNN Model","publication_year":2025,"publication_date":"2025-03-18","ids":{"openalex":"https://openalex.org/W4408566182","doi":"https://doi.org/10.1109/tcasai.2025.3552355"},"language":"en","primary_location":{"id":"doi:10.1109/tcasai.2025.3552355","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcasai.2025.3552355","pdf_url":null,"source":{"id":"https://openalex.org/S4404675360","display_name":"IEEE transactions on circuits and systems for artificial intelligence.","issn_l":"2996-6647","issn":["2996-6647"],"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Circuits and Systems for Artificial Intelligence","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/A5062311050","display_name":"Huruy Tesfai","orcid":"https://orcid.org/0000-0001-7108-641X"},"institutions":[{"id":"https://openalex.org/I176601375","display_name":"Khalifa University of Science and Technology","ror":"https://ror.org/05hffr360","country_code":"AE","type":"education","lineage":["https://openalex.org/I176601375"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Huruy Tesfai","raw_affiliation_strings":["SoC Center, Khalifa University, Abu Dhabi, UAE","SoC Center, Khalifa University, Abu Dhabi, Abu Dhabi, UAE"],"raw_orcid":"https://orcid.org/0000-0001-7108-641X","affiliations":[{"raw_affiliation_string":"SoC Center, Khalifa University, Abu Dhabi, UAE","institution_ids":["https://openalex.org/I176601375"]},{"raw_affiliation_string":"SoC Center, Khalifa University, Abu Dhabi, Abu Dhabi, UAE","institution_ids":["https://openalex.org/I176601375"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5001007701","display_name":"Leen Younes","orcid":"https://orcid.org/0009-0005-3313-9839"},"institutions":[{"id":"https://openalex.org/I176601375","display_name":"Khalifa University of Science and Technology","ror":"https://ror.org/05hffr360","country_code":"AE","type":"education","lineage":["https://openalex.org/I176601375"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Leen Younes","raw_affiliation_strings":["SoC Center, Khalifa University, Abu Dhabi, UAE","SoC Center, Khalifa University, Abu Dhabi, Abu Dhabi, UAE"],"raw_orcid":"https://orcid.org/0009-0005-3313-9839","affiliations":[{"raw_affiliation_string":"SoC Center, Khalifa University, Abu Dhabi, UAE","institution_ids":["https://openalex.org/I176601375"]},{"raw_affiliation_string":"SoC Center, Khalifa University, Abu Dhabi, Abu Dhabi, UAE","institution_ids":["https://openalex.org/I176601375"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078108496","display_name":"Hani Saleh","orcid":"https://orcid.org/0000-0002-7185-0278"},"institutions":[{"id":"https://openalex.org/I176601375","display_name":"Khalifa University of Science and Technology","ror":"https://ror.org/05hffr360","country_code":"AE","type":"education","lineage":["https://openalex.org/I176601375"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Hani Saleh","raw_affiliation_strings":["SoC Center, Khalifa University, Abu Dhabi, UAE","SoC Center, Khalifa University, Abu Dhabi, Abu Dhabi, UAE"],"raw_orcid":"https://orcid.org/0000-0002-7185-0278","affiliations":[{"raw_affiliation_string":"SoC Center, Khalifa University, Abu Dhabi, UAE","institution_ids":["https://openalex.org/I176601375"]},{"raw_affiliation_string":"SoC Center, Khalifa University, Abu Dhabi, Abu Dhabi, UAE","institution_ids":["https://openalex.org/I176601375"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020682177","display_name":"Mahmoud Al\u2010Qutayri","orcid":"https://orcid.org/0000-0002-9600-8036"},"institutions":[{"id":"https://openalex.org/I176601375","display_name":"Khalifa University of Science and Technology","ror":"https://ror.org/05hffr360","country_code":"AE","type":"education","lineage":["https://openalex.org/I176601375"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Mahmoud Al-Qutayri","raw_affiliation_strings":["SoC Center, Khalifa University, Abu Dhabi, UAE","SoC Center, Khalifa University, Abu Dhabi, Abu Dhabi, UAE"],"raw_orcid":"https://orcid.org/0000-0002-9600-8036","affiliations":[{"raw_affiliation_string":"SoC Center, Khalifa University, Abu Dhabi, UAE","institution_ids":["https://openalex.org/I176601375"]},{"raw_affiliation_string":"SoC Center, Khalifa University, Abu Dhabi, Abu Dhabi, UAE","institution_ids":["https://openalex.org/I176601375"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5013814572","display_name":"Baker Mohammad","orcid":"https://orcid.org/0000-0002-6063-473X"},"institutions":[{"id":"https://openalex.org/I176601375","display_name":"Khalifa University of Science and Technology","ror":"https://ror.org/05hffr360","country_code":"AE","type":"education","lineage":["https://openalex.org/I176601375"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Baker Mohammad","raw_affiliation_strings":["SoC Center, Khalifa University, Abu Dhabi, UAE","SoC Center, Khalifa University, Abu Dhabi, Abu Dhabi, UAE"],"raw_orcid":"https://orcid.org/0000-0002-6063-473X","affiliations":[{"raw_affiliation_string":"SoC Center, Khalifa University, Abu Dhabi, UAE","institution_ids":["https://openalex.org/I176601375"]},{"raw_affiliation_string":"SoC Center, Khalifa University, Abu Dhabi, Abu Dhabi, UAE","institution_ids":["https://openalex.org/I176601375"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I176601375"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.06184266,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"2","issue":"2","first_page":"90","last_page":"100"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12702","display_name":"Brain Tumor Detection and Classification","score":0.9735999703407288,"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":0.9735999703407288,"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":0.9193999767303467,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/inference","display_name":"Inference","score":0.7637466192245483},{"id":"https://openalex.org/keywords/sorting","display_name":"Sorting","score":0.6808885335922241},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5881209969520569},{"id":"https://openalex.org/keywords/filter","display_name":"Filter (signal processing)","score":0.5373759269714355},{"id":"https://openalex.org/keywords/power","display_name":"Power (physics)","score":0.5239784121513367},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.42447441816329956},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.25216174125671387},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.09443560242652893},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.08007830381393433}],"concepts":[{"id":"https://openalex.org/C2776214188","wikidata":"https://www.wikidata.org/wiki/Q408386","display_name":"Inference","level":2,"score":0.7637466192245483},{"id":"https://openalex.org/C111696304","wikidata":"https://www.wikidata.org/wiki/Q2303697","display_name":"Sorting","level":2,"score":0.6808885335922241},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5881209969520569},{"id":"https://openalex.org/C106131492","wikidata":"https://www.wikidata.org/wiki/Q3072260","display_name":"Filter (signal processing)","level":2,"score":0.5373759269714355},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.5239784121513367},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.42447441816329956},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.25216174125671387},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.09443560242652893},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.08007830381393433},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tcasai.2025.3552355","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcasai.2025.3552355","pdf_url":null,"source":{"id":"https://openalex.org/S4404675360","display_name":"IEEE transactions on circuits and systems for artificial intelligence.","issn_l":"2996-6647","issn":["2996-6647"],"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Circuits and Systems for Artificial Intelligence","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G6972744351","display_name":null,"funder_award_id":"RC2-2018-020","funder_id":"https://openalex.org/F4320322334","funder_display_name":"Khalifa University of Science, Technology and Research"}],"funders":[{"id":"https://openalex.org/F4320322334","display_name":"Khalifa University of Science, Technology and Research","ror":"https://ror.org/05hffr360"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":25,"referenced_works":["https://openalex.org/W566978853","https://openalex.org/W1982784844","https://openalex.org/W2046103068","https://openalex.org/W2165072326","https://openalex.org/W2745252564","https://openalex.org/W2801517310","https://openalex.org/W2804911288","https://openalex.org/W2929019645","https://openalex.org/W2945146780","https://openalex.org/W2963163009","https://openalex.org/W2969032972","https://openalex.org/W2989199275","https://openalex.org/W3042711247","https://openalex.org/W3093799822","https://openalex.org/W3127736057","https://openalex.org/W3161926058","https://openalex.org/W3164217046","https://openalex.org/W3173537091","https://openalex.org/W3209561625","https://openalex.org/W4205884968","https://openalex.org/W4312639064","https://openalex.org/W4375929399","https://openalex.org/W4384499596","https://openalex.org/W4391381907","https://openalex.org/W6762867299"],"related_works":["https://openalex.org/W2739612537","https://openalex.org/W2349174696","https://openalex.org/W2360241746","https://openalex.org/W4313041667","https://openalex.org/W2767599893","https://openalex.org/W2381572297","https://openalex.org/W4298146145","https://openalex.org/W4388070314","https://openalex.org/W2106741186","https://openalex.org/W2055243143"],"abstract_inverted_index":{"Achieving":[0],"energy":[1,31],"efficiency":[2,32],"is":[3,163],"of":[4,11,26,80,117],"paramount":[5],"importance":[6],"in":[7,33,47,65,100,142,153,166,173],"facilitating":[8],"the":[9,35,73,87,133,150,158],"deployment":[10],"artificial":[12],"intelligence":[13],"(AI)":[14],"applications,":[15],"particularly":[16],"for":[17,42,58,157],"edge":[18],"devices.":[19],"The":[20,61,176],"computational":[21],"complexity":[22],"and":[23,170,190],"memory":[24],"requirement":[25],"AI":[27],"workloads":[28],"have":[29],"made":[30],"circuits":[34],"primary":[36],"design":[37],"constraint,":[38],"prompting":[39],"a":[40,69,107,114],"need":[41],"architectural":[43],"reconsideration.":[44],"However,":[45],"operations":[46,130],"Convolutional":[48],"Neural":[49],"Networks":[50],"(CNN)":[51],"relying":[52],"on":[53],"matrix":[54,126],"multiplication":[55,127],"offer":[56],"opportunities":[57],"algorithm-level":[59],"optimization.":[60],"dynamic":[62,154],"power":[63,97,155,168],"consumption":[64,169],"CMOS":[66],"technology":[67],"exhibits":[68],"direct":[70],"correlation":[71],"with":[72,78],"switching":[74,123,143,174],"activities":[75,144],"(SA)":[76],"associated":[77],"transitions":[79],"data":[81],"bits":[82],"from":[83],"one":[84],"cycle":[85],"to":[86,95,121],"next.":[88],"Minimizing":[89],"SA":[90],"constitutes":[91],"an":[92],"effective":[93],"approach":[94],"curbing":[96],"consumption,":[98],"resulting":[99],"prolonged":[101],"battery":[102],"life.":[103],"This":[104],"work":[105],"introduces":[106],"cross-layer":[108],"end-to-end":[109],"optimization":[110],"technique,":[111],"which":[112],"involves":[113],"one-time":[115],"sorting":[116,146],"pre-trained":[118,184],"model":[119],"parameters":[120],"reduce":[122],"activity":[124],"during":[125,136],"or":[128],"convolution":[129],"while":[131],"eliminating":[132],"indexing":[134],"overhead":[135],"inference.":[137],"While":[138],"upto":[139],"40%":[140],"reduction":[141],"through":[145],"has":[147,179],"been":[148,180],"achieved,":[149],"actual":[151],"saving":[152],"achievable":[156],"input":[159],"stationary":[160],"systolic":[161],"array":[162],"approximately":[164],"10%":[165],"total":[167],"around":[171],"15%":[172],"power.":[175],"proposed":[177],"method":[178],"validated":[181],"using":[182],"various":[183],"networks,":[185],"including":[186],"GoogeLeNet,":[187],"MobileNet,":[188],"AlexNet,":[189],"SqueezeNet,":[191],"among":[192],"others.":[193]},"counts_by_year":[],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}
