{"id":"https://openalex.org/W4400235457","doi":"https://doi.org/10.1109/iscas58744.2024.10558588","title":"An Efficient Sparse-Aware Summation Optimization Strategy for DNN Accelerator","display_name":"An Efficient Sparse-Aware Summation Optimization Strategy for DNN Accelerator","publication_year":2024,"publication_date":"2024-05-19","ids":{"openalex":"https://openalex.org/W4400235457","doi":"https://doi.org/10.1109/iscas58744.2024.10558588"},"language":"en","primary_location":{"id":"doi:10.1109/iscas58744.2024.10558588","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iscas58744.2024.10558588","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE International Symposium on Circuits and Systems (ISCAS)","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/A5101473023","display_name":"Danqing Zhang","orcid":"https://orcid.org/0000-0002-7883-5214"},"institutions":[{"id":"https://openalex.org/I87445476","display_name":"Xi'an Jiaotong University","ror":"https://ror.org/017zhmm22","country_code":"CN","type":"education","lineage":["https://openalex.org/I87445476"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Danqing Zhang","raw_affiliation_strings":["Xi&#x2019;an Jiaotong University,Xi&#x2019;an,P.R. China,710049"],"affiliations":[{"raw_affiliation_string":"Xi&#x2019;an Jiaotong University,Xi&#x2019;an,P.R. China,710049","institution_ids":["https://openalex.org/I87445476"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058256501","display_name":"Baoting Li","orcid":"https://orcid.org/0009-0008-4807-3731"},"institutions":[{"id":"https://openalex.org/I87445476","display_name":"Xi'an Jiaotong University","ror":"https://ror.org/017zhmm22","country_code":"CN","type":"education","lineage":["https://openalex.org/I87445476"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Baoting Li","raw_affiliation_strings":["Xi&#x2019;an Jiaotong University,Xi&#x2019;an,P.R. China,710049"],"affiliations":[{"raw_affiliation_string":"Xi&#x2019;an Jiaotong University,Xi&#x2019;an,P.R. China,710049","institution_ids":["https://openalex.org/I87445476"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5055913406","display_name":"Hang Wang","orcid":"https://orcid.org/0000-0002-2714-0703"},"institutions":[{"id":"https://openalex.org/I87445476","display_name":"Xi'an Jiaotong University","ror":"https://ror.org/017zhmm22","country_code":"CN","type":"education","lineage":["https://openalex.org/I87445476"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hang Wang","raw_affiliation_strings":["Xi&#x2019;an Jiaotong University,Xi&#x2019;an,P.R. China,710049"],"affiliations":[{"raw_affiliation_string":"Xi&#x2019;an Jiaotong University,Xi&#x2019;an,P.R. China,710049","institution_ids":["https://openalex.org/I87445476"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044561987","display_name":"Xuchong Zhang","orcid":"https://orcid.org/0000-0003-2772-2700"},"institutions":[{"id":"https://openalex.org/I87445476","display_name":"Xi'an Jiaotong University","ror":"https://ror.org/017zhmm22","country_code":"CN","type":"education","lineage":["https://openalex.org/I87445476"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xuchong Zhang","raw_affiliation_strings":["Xi&#x2019;an Jiaotong University,Xi&#x2019;an,P.R. China,710049"],"affiliations":[{"raw_affiliation_string":"Xi&#x2019;an Jiaotong University,Xi&#x2019;an,P.R. China,710049","institution_ids":["https://openalex.org/I87445476"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100706029","display_name":"Hongbin Sun","orcid":"https://orcid.org/0000-0003-2153-2906"},"institutions":[{"id":"https://openalex.org/I87445476","display_name":"Xi'an Jiaotong University","ror":"https://ror.org/017zhmm22","country_code":"CN","type":"education","lineage":["https://openalex.org/I87445476"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hongbin Sun","raw_affiliation_strings":["Xi&#x2019;an Jiaotong University,Xi&#x2019;an,P.R. China,710049"],"affiliations":[{"raw_affiliation_string":"Xi&#x2019;an Jiaotong University,Xi&#x2019;an,P.R. China,710049","institution_ids":["https://openalex.org/I87445476"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5101473023"],"corresponding_institution_ids":["https://openalex.org/I87445476"],"apc_list":null,"apc_paid":null,"fwci":0.2225,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.50222196,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"5"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11392","display_name":"Energy Harvesting in Wireless Networks","score":0.9674999713897705,"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"}},"topics":[{"id":"https://openalex.org/T11392","display_name":"Energy Harvesting in Wireless Networks","score":0.9674999713897705,"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/T12222","display_name":"IoT-based Smart Home Systems","score":0.9142000079154968,"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/T11192","display_name":"Underwater Vehicles and Communication Systems","score":0.9013000130653381,"subfield":{"id":"https://openalex.org/subfields/2212","display_name":"Ocean 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/computer-science","display_name":"Computer science","score":0.6867218017578125},{"id":"https://openalex.org/keywords/parallel-computing","display_name":"Parallel computing","score":0.43233418464660645},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.3342447280883789},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.1671539843082428}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6867218017578125},{"id":"https://openalex.org/C173608175","wikidata":"https://www.wikidata.org/wiki/Q232661","display_name":"Parallel computing","level":1,"score":0.43233418464660645},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.3342447280883789},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.1671539843082428}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/iscas58744.2024.10558588","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iscas58744.2024.10558588","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE International Symposium on Circuits and Systems (ISCAS)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320321543","display_name":"China Postdoctoral Science Foundation","ror":"https://ror.org/0426zh255"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":10,"referenced_works":["https://openalex.org/W2155323732","https://openalex.org/W2289252105","https://openalex.org/W2605487586","https://openalex.org/W2965813164","https://openalex.org/W2970059371","https://openalex.org/W3010389911","https://openalex.org/W3089823888","https://openalex.org/W4287363917","https://openalex.org/W4293195632","https://openalex.org/W6790503700"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052","https://openalex.org/W2382290278","https://openalex.org/W4395014643"],"abstract_inverted_index":{"Due":[0],"to":[1,22,32,42,74,102],"the":[2,24,35,53,90,134,141],"various":[3],"applications":[4],"and":[5,37,46,56,70,122,125,139,145],"high":[6],"sparsity":[7,25],"of":[8,15,49,58],"deep":[9],"neural":[10],"network":[11],"(DNN),":[12],"a":[13,104,114],"lot":[14],"sparse-aware":[16,108],"DNN":[17,41,50,62,83],"accelerators":[18,69],"have":[19],"been":[20],"proposed":[21,135],"exploit":[23],"in":[26,40,61],"DNN.":[27],"Furthermore,":[28],"it":[29],"is":[30],"essential":[31],"optimize":[33],"for":[34,66,82,98],"accumulations":[36],"inter-channel":[38],"aggregations":[39],"reduce":[43],"memory":[44,96],"overhead":[45,121],"improve":[47],"performance":[48],"accelerator.":[51,84],"However,":[52],"uncertain":[54],"number":[55],"location":[57],"non-zero":[59],"element":[60],"pose":[63],"critical":[64],"challenges":[65],"optimizing":[67],"such":[68],"this":[71,86],"inspires":[72],"us":[73],"explore":[75],"an":[76],"efficient":[77],"spare-aware":[78],"summation":[79],"optimization":[80],"strategy":[81,91],"In":[85],"paper,":[87],"we":[88],"leverage":[89],"that":[92],"trading":[93],"higher":[94],"cost":[95,100],"storage/access":[97],"lower":[99],"computation":[101],"propose":[103],"random":[105],"index":[106],"based":[107],"adder":[109],"tree":[110],"(RAT),":[111],"which":[112],"achieves":[113,137],"better":[115],"trade-off":[116],"among":[117],"performance,":[118],"hardware":[119],"resource":[120],"adaptability.":[123],"Synthesis":[124],"simulation":[126],"results":[127],"demonstrate":[128],"that,":[129],"compared":[130],"with":[131],"reference":[132],"design,":[133],"design":[136],"1.71\u00d7":[138],"1.52\u00d7":[140],"normalized":[142],"area":[143],"efficiency":[144,147],"energy":[146],"improvement":[148],"on":[149],"ResNet18,":[150],"respectively.":[151]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2025-12-26T23:08:49.675405","created_date":"2025-10-10T00:00:00"}
