{"id":"https://openalex.org/W2994267986","doi":"https://doi.org/10.1587/elex.16.20190396","title":"An efficient ReRAM-based inference accelerator for convolutional neural networks via activation reuse","display_name":"An efficient ReRAM-based inference accelerator for convolutional neural networks via activation reuse","publication_year":2019,"publication_date":"2019-01-01","ids":{"openalex":"https://openalex.org/W2994267986","doi":"https://doi.org/10.1587/elex.16.20190396","mag":"2994267986"},"language":"en","primary_location":{"is_oa":true,"landing_page_url":"https://doi.org/10.1587/elex.16.20190396","pdf_url":"https://www.jstage.jst.go.jp/article/elex/16/18/16_16.20190396/_pdf","source":{"id":"https://openalex.org/S207433681","display_name":"IEICE Electronics Express","issn_l":"1349-2543","issn":["1349-2543","1349-9467"],"is_oa":true,"is_in_doaj":false,"is_indexed_in_scopus":true,"is_core":true,"host_organization":"https://openalex.org/P4320800604","host_organization_name":"Institute of Electronics, Information and Communication Engineers","host_organization_lineage":["https://openalex.org/P4320800604"],"host_organization_lineage_names":["Institute of Electronics, Information and Communication Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true},"type":"article","type_crossref":"journal-article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.jstage.jst.go.jp/article/elex/16/18/16_16.20190396/_pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100378023","display_name":"Yan Chen","orcid":"https://orcid.org/0000-0001-6193-7508"},"institutions":[{"id":"https://openalex.org/I16609230","display_name":"Hunan University","ror":"https://ror.org/05htk5m33","country_code":"CN","type":"funder","lineage":["https://openalex.org/I16609230"]},{"id":"https://openalex.org/I75917431","display_name":"Nara Institute of Science and Technology","ror":"https://ror.org/05bhada84","country_code":"JP","type":"funder","lineage":["https://openalex.org/I75917431"]}],"countries":["CN","JP"],"is_corresponding":false,"raw_author_name":"Yan Chen","raw_affiliation_strings":["College of Electrical and Information Engineering, Hunan University","Graduate School of Information Science, Nara Institute of Science and Technology"],"affiliations":[{"raw_affiliation_string":"College of Electrical and Information Engineering, Hunan University","institution_ids":["https://openalex.org/I16609230"]},{"raw_affiliation_string":"Graduate School of Information Science, Nara Institute of Science and Technology","institution_ids":["https://openalex.org/I75917431"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058086735","display_name":"Jing Zhang","orcid":"https://orcid.org/0000-0001-6269-6849"},"institutions":[{"id":"https://openalex.org/I16609230","display_name":"Hunan University","ror":"https://ror.org/05htk5m33","country_code":"CN","type":"funder","lineage":["https://openalex.org/I16609230"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jing Zhang","raw_affiliation_strings":["College of Electrical and Information Engineering, Hunan University"],"affiliations":[{"raw_affiliation_string":"College of Electrical and Information Engineering, Hunan University","institution_ids":["https://openalex.org/I16609230"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103046657","display_name":"Yuebing Xu","orcid":"https://orcid.org/0000-0002-0194-974X"},"institutions":[{"id":"https://openalex.org/I16609230","display_name":"Hunan University","ror":"https://ror.org/05htk5m33","country_code":"CN","type":"funder","lineage":["https://openalex.org/I16609230"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuebing Xu","raw_affiliation_strings":["College of Electrical and Information Engineering, Hunan University"],"affiliations":[{"raw_affiliation_string":"College of Electrical and Information Engineering, Hunan University","institution_ids":["https://openalex.org/I16609230"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100430947","display_name":"Yingjie Zhang","orcid":"https://orcid.org/0000-0002-2704-8894"},"institutions":[{"id":"https://openalex.org/I16609230","display_name":"Hunan University","ror":"https://ror.org/05htk5m33","country_code":"CN","type":"funder","lineage":["https://openalex.org/I16609230"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yingjie Zhang","raw_affiliation_strings":["College of Computer Science and Electronic Engineering, Hunan University"],"affiliations":[{"raw_affiliation_string":"College of Computer Science and Electronic Engineering, Hunan University","institution_ids":["https://openalex.org/I16609230"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101464173","display_name":"Renyuan Zhang","orcid":"https://orcid.org/0000-0002-2635-2077"},"institutions":[{"id":"https://openalex.org/I75917431","display_name":"Nara Institute of Science and Technology","ror":"https://ror.org/05bhada84","country_code":"JP","type":"funder","lineage":["https://openalex.org/I75917431"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Renyuan Zhang","raw_affiliation_strings":["Graduate School of Information Science, Nara Institute of Science and Technology"],"affiliations":[{"raw_affiliation_string":"Graduate School of Information Science, Nara Institute of Science and Technology","institution_ids":["https://openalex.org/I75917431"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5074853381","display_name":"Yasuhiko Nakashima","orcid":"https://orcid.org/0000-0002-9457-5061"},"institutions":[{"id":"https://openalex.org/I75917431","display_name":"Nara Institute of Science and Technology","ror":"https://ror.org/05bhada84","country_code":"JP","type":"funder","lineage":["https://openalex.org/I75917431"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Yasuhiko Nakashima","raw_affiliation_strings":["Graduate School of Information Science, Nara Institute of Science and Technology"],"affiliations":[{"raw_affiliation_string":"Graduate School of Information Science, Nara Institute of Science and Technology","institution_ids":["https://openalex.org/I75917431"]}]}],"institution_assertions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.365,"has_fulltext":true,"fulltext_origin":"pdf","cited_by_count":4,"citation_normalized_percentile":{"value":0.526172,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":76,"max":79},"biblio":{"volume":"16","issue":"18","first_page":"20190396","last_page":"20190396"},"is_retracted":false,"is_paratext":false,"primary_topic":{"id":"https://openalex.org/T10502","display_name":"Advanced Memory and Neural Computing","score":0.9999,"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/T10502","display_name":"Advanced Memory and Neural Computing","score":0.9999,"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/T10036","display_name":"Advanced Neural Network Applications","score":0.9997,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12676","display_name":"Machine Learning and ELM","score":0.9996,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/memristor","display_name":"Memristor","score":0.5731906},{"id":"https://openalex.org/keywords/convolution","display_name":"Convolution (computer science)","score":0.5229017}],"concepts":[{"id":"https://openalex.org/C182019814","wikidata":"https://www.wikidata.org/wiki/Q1143830","display_name":"Resistive random-access memory","level":3,"score":0.93117976},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.76361096},{"id":"https://openalex.org/C29984679","wikidata":"https://www.wikidata.org/wiki/Q1929149","display_name":"Crossbar switch","level":2,"score":0.7214236},{"id":"https://openalex.org/C96324660","wikidata":"https://www.wikidata.org/wiki/Q205446","display_name":"Dataflow","level":2,"score":0.7212572},{"id":"https://openalex.org/C2776214188","wikidata":"https://www.wikidata.org/wiki/Q408386","display_name":"Inference","level":2,"score":0.5812017},{"id":"https://openalex.org/C150072547","wikidata":"https://www.wikidata.org/wiki/Q212923","display_name":"Memristor","level":2,"score":0.5731906},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.5515749},{"id":"https://openalex.org/C45347329","wikidata":"https://www.wikidata.org/wiki/Q5166604","display_name":"Convolution (computer science)","level":3,"score":0.5229017},{"id":"https://openalex.org/C206588197","wikidata":"https://www.wikidata.org/wiki/Q846574","display_name":"Reuse","level":2,"score":0.48263842},{"id":"https://openalex.org/C2742236","wikidata":"https://www.wikidata.org/wiki/Q924713","display_name":"Efficient energy use","level":2,"score":0.44207072},{"id":"https://openalex.org/C118524514","wikidata":"https://www.wikidata.org/wiki/Q173212","display_name":"Computer architecture","level":1,"score":0.4290887},{"id":"https://openalex.org/C173608175","wikidata":"https://www.wikidata.org/wiki/Q232661","display_name":"Parallel computing","level":1,"score":0.42893127},{"id":"https://openalex.org/C45374587","wikidata":"https://www.wikidata.org/wiki/Q12525525","display_name":"Computation","level":2,"score":0.42514625},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.38922796},{"id":"https://openalex.org/C9390403","wikidata":"https://www.wikidata.org/wiki/Q3966","display_name":"Computer hardware","level":1,"score":0.3790295},{"id":"https://openalex.org/C24326235","wikidata":"https://www.wikidata.org/wiki/Q126095","display_name":"Electronic engineering","level":1,"score":0.19243056},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.1664964},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.13095209},{"id":"https://openalex.org/C165801399","wikidata":"https://www.wikidata.org/wiki/Q25428","display_name":"Voltage","level":2,"score":0.11301643},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.10737747},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.08214629},{"id":"https://openalex.org/C548081761","wikidata":"https://www.wikidata.org/wiki/Q180388","display_name":"Waste management","level":1,"score":0.0},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"is_oa":true,"landing_page_url":"https://doi.org/10.1587/elex.16.20190396","pdf_url":"https://www.jstage.jst.go.jp/article/elex/16/18/16_16.20190396/_pdf","source":{"id":"https://openalex.org/S207433681","display_name":"IEICE Electronics Express","issn_l":"1349-2543","issn":["1349-2543","1349-9467"],"is_oa":true,"is_in_doaj":false,"is_indexed_in_scopus":true,"is_core":true,"host_organization":"https://openalex.org/P4320800604","host_organization_name":"Institute of Electronics, Information and Communication Engineers","host_organization_lineage":["https://openalex.org/P4320800604"],"host_organization_lineage_names":["Institute of Electronics, Information and Communication Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true}],"best_oa_location":{"is_oa":true,"landing_page_url":"https://doi.org/10.1587/elex.16.20190396","pdf_url":"https://www.jstage.jst.go.jp/article/elex/16/18/16_16.20190396/_pdf","source":{"id":"https://openalex.org/S207433681","display_name":"IEICE Electronics Express","issn_l":"1349-2543","issn":["1349-2543","1349-9467"],"is_oa":true,"is_in_doaj":false,"is_indexed_in_scopus":true,"is_core":true,"host_organization":"https://openalex.org/P4320800604","host_organization_name":"Institute of Electronics, Information and Communication Engineers","host_organization_lineage":["https://openalex.org/P4320800604"],"host_organization_lineage_names":["Institute of Electronics, Information and Communication Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true},"sustainable_development_goals":[{"display_name":"Affordable and clean energy","id":"https://metadata.un.org/sdg/7","score":0.91}],"grants":[],"datasets":[],"versions":[],"referenced_works_count":31,"referenced_works":["https://openalex.org/W1538131130","https://openalex.org/W1667072054","https://openalex.org/W1849277567","https://openalex.org/W2010202670","https://openalex.org/W2016053056","https://openalex.org/W2067523571","https://openalex.org/W2097117768","https://openalex.org/W2108598243","https://openalex.org/W2163605009","https://openalex.org/W2194775991","https://openalex.org/W2253429366","https://openalex.org/W2276486856","https://openalex.org/W2289252105","https://openalex.org/W2331143823","https://openalex.org/W2475840367","https://openalex.org/W2508602506","https://openalex.org/W2518281301","https://openalex.org/W2613989746","https://openalex.org/W2616014673","https://openalex.org/W2623629680","https://openalex.org/W2783915901","https://openalex.org/W2807127337","https://openalex.org/W2809766775","https://openalex.org/W2909359820","https://openalex.org/W2909419460","https://openalex.org/W2912246406","https://openalex.org/W2935331687","https://openalex.org/W2946355854","https://openalex.org/W2962835968","https://openalex.org/W2963145956","https://openalex.org/W2964166828"],"related_works":["https://openalex.org/W4317826599","https://openalex.org/W3177379469","https://openalex.org/W3176428941","https://openalex.org/W3005999147","https://openalex.org/W2548135880","https://openalex.org/W2516929886","https://openalex.org/W2171130799","https://openalex.org/W2144085790","https://openalex.org/W2015497999","https://openalex.org/W2015477599"],"abstract_inverted_index":{"In":[0,21],"this":[1,73],"paper,":[2],"a":[3,75,97,131],"novel":[4],"resistive":[5],"random":[6],"access":[7],"memory":[8],"(ReRAM)":[9],"based":[10],"accelerator":[11,100],"is":[12,78],"proposed":[13,79,119],"for":[14],"convolution":[15],"neural":[16],"network":[17],"(CNN)":[18],"inference":[19],"accelerations.":[20],"ReRAM-based":[22,98],"CNN":[23,99],"computation,":[24,56],"weight":[25],"parameters":[26],"can":[27,102],"be":[28],"pre-programmed":[29],"in":[30,44,55,57],"ReRAM":[31,46,86,112],"crossbar":[32,47,87],"arrays,":[33],"and":[34,65,125],"activations":[35,54],"are":[36],"generated":[37],"by":[38],"processing":[39],"the":[40,45,59,62,91,105,109,118],"multiplication-and-accumulation":[41],"(MAC)":[42],"operations":[43],"arrays.":[48],"However,":[49],"prior":[50],"works":[51],"cannot":[52],"reuse":[53,83],"which":[58],"activation":[60,82,92],"dominates":[61],"data":[63],"movements":[64],"raises":[66],"significant":[67],"energy":[68,123],"cost.":[69],"To":[70],"deal":[71],"with":[72,130],"dilemma,":[74],"tiling-based":[76],"dataflow":[77,106],"to":[80,89,107],"enable":[81],"among":[84],"adjacent":[85],"arrays":[88],"reduce":[90,108],"movements.":[93],"We":[94],"then":[95],"develop":[96],"that":[101,117],"well":[103],"suit":[104],"cost":[110],"of":[111],"access.":[113],"Evaluation":[114],"results":[115],"show":[116],"design":[120],"achieves":[121],"1.8\u00d7":[122],"saving":[124,128],"2.8\u00d7":[126],"bandwidth":[127],"compared":[129],"state-of-the-art":[132],"PipeLayer":[133],"accelerator.":[134]},"abstract_inverted_index_v3":null,"cited_by_api_url":"https://api.openalex.org/works?filter=cites:W2994267986","counts_by_year":[{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":2}],"updated_date":"2025-04-21T13:20:55.420801","created_date":"2019-12-13"}