{"id":"https://openalex.org/W4388469826","doi":"https://doi.org/10.1109/tcad.2023.3330819","title":"DDC-PIM: Efficient Algorithm/Architecture Co-Design for Doubling Data Capacity of SRAM-Based Processing-in-Memory","display_name":"DDC-PIM: Efficient Algorithm/Architecture Co-Design for Doubling Data Capacity of SRAM-Based Processing-in-Memory","publication_year":2023,"publication_date":"2023-11-07","ids":{"openalex":"https://openalex.org/W4388469826","doi":"https://doi.org/10.1109/tcad.2023.3330819"},"language":"en","primary_location":{"id":"doi:10.1109/tcad.2023.3330819","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcad.2023.3330819","pdf_url":null,"source":{"id":"https://openalex.org/S100835903","display_name":"IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems","issn_l":"0278-0070","issn":["0278-0070","1937-4151"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems","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/A5085016402","display_name":"Cenlin Duan","orcid":"https://orcid.org/0000-0002-7531-3461"},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Cenlin Duan","raw_affiliation_strings":["School of Integrated Circuit Science and Engineering, BDBC, Fert Beijing Research Institute, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Integrated Circuit Science and Engineering, BDBC, Fert Beijing Research Institute, Beijing, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053303853","display_name":"Jianlei Yang","orcid":"https://orcid.org/0000-0001-8424-7040"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Jianlei Yang","raw_affiliation_strings":["School of Computer Science and Engineering, BDBC, Fert Beijing Research Institute, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0001-8424-7040","affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, BDBC, Fert Beijing Research Institute, Beijing, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100966838","display_name":"Xiaolin He","orcid":"https://orcid.org/0009-0004-5302-8717"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Xiaolin He","raw_affiliation_strings":["School of Computer Science and Engineering, BDBC, Fert Beijing Research Institute, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, BDBC, Fert Beijing Research Institute, Beijing, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101556376","display_name":"Yingjie Qi","orcid":"https://orcid.org/0009-0009-2785-4480"},"institutions":[{"id":"https://openalex.org/I20231570","display_name":"Peking University","ror":"https://ror.org/02v51f717","country_code":"CN","type":"education","lineage":["https://openalex.org/I20231570"]},{"id":"https://openalex.org/I4210100255","display_name":"Beijing Academy of Artificial Intelligence","ror":"https://ror.org/016a74861","country_code":"CN","type":"other","lineage":["https://openalex.org/I4210100255"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yingjie Qi","raw_affiliation_strings":["Institute of Artificial Intelligence, Peking University, Beijing, China"],"raw_orcid":"https://orcid.org/0009-0009-2785-4480","affiliations":[{"raw_affiliation_string":"Institute of Artificial Intelligence, Peking University, Beijing, China","institution_ids":["https://openalex.org/I4210100255","https://openalex.org/I20231570"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101587390","display_name":"Yikun Wang","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Yikun Wang","raw_affiliation_strings":["School of Computer Science and Engineering, BDBC, Fert Beijing Research Institute, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, BDBC, Fert Beijing Research Institute, Beijing, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5032063741","display_name":"Yiou Wang","orcid":"https://orcid.org/0000-0001-8702-5304"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Yiou Wang","raw_affiliation_strings":["School of Computer Science and Engineering, BDBC, Fert Beijing Research Institute, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, BDBC, Fert Beijing Research Institute, Beijing, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101264697","display_name":"Ziyan He","orcid":null},"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":"Ziyan He","raw_affiliation_strings":["State Key Laboratory of Integrated Service Networks, Xidian University, Xi&#x2019;an, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"State Key Laboratory of Integrated Service Networks, Xidian University, Xi&#x2019;an, China","institution_ids":["https://openalex.org/I149594827"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043075091","display_name":"Bonan Yan","orcid":"https://orcid.org/0000-0002-3052-9330"},"institutions":[{"id":"https://openalex.org/I20231570","display_name":"Peking University","ror":"https://ror.org/02v51f717","country_code":"CN","type":"education","lineage":["https://openalex.org/I20231570"]},{"id":"https://openalex.org/I4210100255","display_name":"Beijing Academy of Artificial Intelligence","ror":"https://ror.org/016a74861","country_code":"CN","type":"other","lineage":["https://openalex.org/I4210100255"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bonan Yan","raw_affiliation_strings":["Institute of Artificial Intelligence, Peking University, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0002-3052-9330","affiliations":[{"raw_affiliation_string":"Institute of Artificial Intelligence, Peking University, Beijing, China","institution_ids":["https://openalex.org/I4210100255","https://openalex.org/I20231570"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100390413","display_name":"Xueyan Wang","orcid":"https://orcid.org/0000-0003-0080-4730"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Xueyan Wang","raw_affiliation_strings":["School of Integrated Circuit Science and Engineering, BDBC, Fert Beijing Research Institute, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0003-0080-4730","affiliations":[{"raw_affiliation_string":"School of Integrated Circuit Science and Engineering, BDBC, Fert Beijing Research Institute, Beijing, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101916099","display_name":"Xiaotao Jia","orcid":"https://orcid.org/0000-0003-2207-6092"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Xiaotao Jia","raw_affiliation_strings":["School of Integrated Circuit Science and Engineering, BDBC, Fert Beijing Research Institute, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0003-2207-6092","affiliations":[{"raw_affiliation_string":"School of Integrated Circuit Science and Engineering, BDBC, Fert Beijing Research Institute, Beijing, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5029314099","display_name":"Weitao Pan","orcid":"https://orcid.org/0000-0002-6388-5008"},"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":"Weitao Pan","raw_affiliation_strings":["State Key Laboratory of Integrated Service Networks, Xidian University, Xi&#x2019;an, China"],"raw_orcid":"https://orcid.org/0000-0002-6388-5008","affiliations":[{"raw_affiliation_string":"State Key Laboratory of Integrated Service Networks, Xidian University, Xi&#x2019;an, China","institution_ids":["https://openalex.org/I149594827"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5066473925","display_name":"Weisheng Zhao","orcid":"https://orcid.org/0000-0001-8088-0404"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Weisheng Zhao","raw_affiliation_strings":["School of Integrated Circuit Science and Engineering, BDBC, Fert Beijing Research Institute, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0001-8088-0404","affiliations":[{"raw_affiliation_string":"School of Integrated Circuit Science and Engineering, BDBC, Fert Beijing Research Institute, Beijing, China","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":12,"corresponding_author_ids":["https://openalex.org/A5085016402"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.7391,"has_fulltext":false,"cited_by_count":6,"citation_normalized_percentile":{"value":0.7124648,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":98},"biblio":{"volume":"43","issue":"3","first_page":"906","last_page":"918"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10502","display_name":"Advanced Memory and Neural Computing","score":1.0,"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":1.0,"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/T12808","display_name":"Ferroelectric and Negative Capacitance Devices","score":1.0,"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/T10472","display_name":"Semiconductor materials and devices","score":0.9994999766349792,"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/algorithm","display_name":"Algorithm","score":0.5685629844665527},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5641385912895203},{"id":"https://openalex.org/keywords/static-random-access-memory","display_name":"Static random-access memory","score":0.5544626712799072},{"id":"https://openalex.org/keywords/parallel-computing","display_name":"Parallel computing","score":0.3632049858570099},{"id":"https://openalex.org/keywords/computer-hardware","display_name":"Computer hardware","score":0.27316349744796753}],"concepts":[{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.5685629844665527},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5641385912895203},{"id":"https://openalex.org/C68043766","wikidata":"https://www.wikidata.org/wiki/Q267416","display_name":"Static random-access memory","level":2,"score":0.5544626712799072},{"id":"https://openalex.org/C173608175","wikidata":"https://www.wikidata.org/wiki/Q232661","display_name":"Parallel computing","level":1,"score":0.3632049858570099},{"id":"https://openalex.org/C9390403","wikidata":"https://www.wikidata.org/wiki/Q3966","display_name":"Computer hardware","level":1,"score":0.27316349744796753}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tcad.2023.3330819","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcad.2023.3330819","pdf_url":null,"source":{"id":"https://openalex.org/S100835903","display_name":"IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems","issn_l":"0278-0070","issn":["0278-0070","1937-4151"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/7","score":0.5199999809265137,"display_name":"Affordable and clean energy"}],"awards":[{"id":"https://openalex.org/G3418349446","display_name":null,"funder_award_id":"62006011","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4358644586","display_name":"\u9762\u5411\u56fe\u795e\u7ecf\u7f51\u7edc\u7684\u9ad8\u6548\u80fd\u8ba1\u7b97\u67b6\u6784\u4e0e\u7cfb\u7edf\u7814\u7a76","funder_award_id":"62072019","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7744725219","display_name":null,"funder_award_id":"62004011","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320335787","display_name":"Fundamental Research Funds for the Central Universities","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":39,"referenced_works":["https://openalex.org/W2041811089","https://openalex.org/W2194775991","https://openalex.org/W2530876040","https://openalex.org/W2618530766","https://openalex.org/W2782511028","https://openalex.org/W2790556218","https://openalex.org/W2793009352","https://openalex.org/W2945707356","https://openalex.org/W3012561096","https://openalex.org/W3016014942","https://openalex.org/W3016021860","https://openalex.org/W3092283663","https://openalex.org/W3092357178","https://openalex.org/W3097655915","https://openalex.org/W3127994335","https://openalex.org/W3134526034","https://openalex.org/W3156528192","https://openalex.org/W3167210698","https://openalex.org/W3185238080","https://openalex.org/W4200611376","https://openalex.org/W4220990849","https://openalex.org/W4225943547","https://openalex.org/W4226154345","https://openalex.org/W4285048458","https://openalex.org/W4287208846","https://openalex.org/W4287736153","https://openalex.org/W4297775537","https://openalex.org/W4312847929","https://openalex.org/W4319300051","https://openalex.org/W4360606423","https://openalex.org/W4360606477","https://openalex.org/W4360606782","https://openalex.org/W4360606939","https://openalex.org/W4385896568","https://openalex.org/W4386065524","https://openalex.org/W4386076222","https://openalex.org/W4386076522","https://openalex.org/W6737664043","https://openalex.org/W6762718338"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W4392590355","https://openalex.org/W3151633427","https://openalex.org/W2212894501","https://openalex.org/W2793465010","https://openalex.org/W3024050170","https://openalex.org/W1976168335","https://openalex.org/W2109451123"],"abstract_inverted_index":{"Processing-in-memory":[0],"(PIM),":[1],"as":[2,24],"a":[3,60,101,109],"novel":[4],"computing":[5],"paradigm,":[6],"provides":[7],"significant":[8],"performance":[9],"benefits":[10],"from":[11],"the":[12,27,38,91,96,114,119,128,146,168],"aspect":[13],"of":[14,26,41,123,149,170],"effective":[15],"data":[16,93,147],"movement":[17],"reduction.":[18],"SRAM-based":[19,42,67,213],"PIM":[20,43,68,207,214],"has":[21],"been":[22],"demonstrated":[23],"one":[25],"most":[28],"promising":[29],"candidates":[30],"due":[31,52],"to":[32,53,75,107,126,167,219],"its":[33,54,77],"endurance":[34],"and":[35,157,163,191,227,239],"compatibility.":[36],"However,":[37],"integration":[39],"density":[40,238],"is":[44],"much":[45],"lower":[46,71],"than":[47],"other":[48],"nonvolatile":[49],"memory-based":[50],"ones,":[51],"inherent":[55],"6T":[56,124],"structure":[57,122,156],"for":[58],"storing":[59],"single":[61],"bit.":[62],"Within":[63],"comparable":[64],"area":[65,240],"constraints,":[66],"exhibits":[69],"notably":[70],"capacity.":[72,94],"Thus,":[73],"aiming":[74],"unleash":[76],"capacity":[78,148],"potential,":[79],"we":[80,99,117],"propose":[81,100],"DDC-PIM,":[82],"an":[83],"efficient":[84],"algorithm/architecture":[85],"co-design":[86],"methodology":[87],"that":[88,177],"effectively":[89],"doubles":[90],"equivalent":[92],"At":[95,113],"algorithmic":[97],"level,":[98,116],"filter-wise":[102],"complementary":[103,111,130,134],"correlation":[104],"(FCC)":[105],"algorithm":[106],"obtain":[108],"bitwise":[110,129],"pair.":[112],"architecture":[115],"exploit":[118],"intrinsic":[120],"cross-coupled":[121],"SRAM":[125,151],"store":[127],"pair":[131],"in":[132,236],"their":[133],"states":[135],"<inline-formula":[136,181,192,220,228],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[137,182,193,221,229],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">":[138,183,194,222,230],"<tex-math":[139,184,195,223,231],"notation=\"LaTeX\">$(Q/\\overline":[140],"{Q})$":[141],"</tex-math></inline-formula>":[142,187,198,226,234],",":[143],"thereby":[144],"maximizing":[145],"each":[150],"cell.":[152],"The":[153],"dual-broadcast":[154],"input":[155],"reconfigurable":[158],"unit":[159],"support":[160],"both":[161],"depthwise":[162],"pointwise":[164],"convolution,":[165],"adhering":[166],"requirements":[169],"various":[171],"neural":[172],"networks.":[173],"Evaluation":[174],"results":[175],"show":[176],"DDC-PIM":[178,216],"yields":[179],"about":[180],"notation=\"LaTeX\">$2.84\\times":[185],"$":[186,197,225,233],"speedup":[188],"on":[189,199],"MobileNetV2":[190],"notation=\"LaTeX\">$2.69\\times":[196],"EfficientNet-B0":[200],"with":[201,206,211],"negligible":[202],"accuracy":[203],"loss":[204],"compared":[205],"baseline":[208],"implementation.":[209],"Compared":[210],"state-of-the-art":[212],"macros,":[215],"achieves":[217],"up":[218],"notation=\"LaTeX\">$8.41\\times":[224],"notation=\"LaTeX\">$2.75\\times":[232],"improvement":[235],"weight":[237],"efficiency,":[241],"respectively.":[242]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":3}],"updated_date":"2026-06-06T09:05:17.133730","created_date":"2025-10-10T00:00:00"}
