{"id":"https://openalex.org/W3004895589","doi":"https://doi.org/10.1109/asicon47005.2019.8983627","title":"Circuit Design Challenges in Computing-in-Memory for AI Edge Devices","display_name":"Circuit Design Challenges in Computing-in-Memory for AI Edge Devices","publication_year":2019,"publication_date":"2019-10-01","ids":{"openalex":"https://openalex.org/W3004895589","doi":"https://doi.org/10.1109/asicon47005.2019.8983627","mag":"3004895589"},"language":"en","primary_location":{"id":"doi:10.1109/asicon47005.2019.8983627","is_oa":false,"landing_page_url":"https://doi.org/10.1109/asicon47005.2019.8983627","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 IEEE 13th International Conference on ASIC (ASICON)","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/A5000787204","display_name":"Xin Si","orcid":"https://orcid.org/0000-0002-4993-0087"},"institutions":[{"id":"https://openalex.org/I150229711","display_name":"University of Electronic Science and Technology of China","ror":"https://ror.org/04qr3zq92","country_code":"CN","type":"education","lineage":["https://openalex.org/I150229711"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xin Si","raw_affiliation_strings":["University of Electronic Science and Technology of China,Sichuan,China","University of Electronic Science and Technology of China, Sichuan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Electronic Science and Technology of China,Sichuan,China","institution_ids":["https://openalex.org/I150229711"]},{"raw_affiliation_string":"University of Electronic Science and Technology of China, Sichuan, China","institution_ids":["https://openalex.org/I150229711"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5059176059","display_name":"Cheng-Xin Xue","orcid":null},"institutions":[{"id":"https://openalex.org/I25846049","display_name":"National Tsing Hua University","ror":"https://ror.org/00zdnkx70","country_code":"TW","type":"education","lineage":["https://openalex.org/I25846049"]},{"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","TW"],"is_corresponding":false,"raw_author_name":"Cheng-Xin Xue","raw_affiliation_strings":["National Tsing Hua University,Hsinchu,Taiwan","Tsinghua University, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National Tsing Hua University,Hsinchu,Taiwan","institution_ids":["https://openalex.org/I25846049"]},{"raw_affiliation_string":"Tsinghua University, Beijing, China","institution_ids":["https://openalex.org/I99065089"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5028204530","display_name":"Jian-Wei Su","orcid":"https://orcid.org/0000-0002-2795-2584"},"institutions":[{"id":"https://openalex.org/I25846049","display_name":"National Tsing Hua University","ror":"https://ror.org/00zdnkx70","country_code":"TW","type":"education","lineage":["https://openalex.org/I25846049"]},{"id":"https://openalex.org/I4210148468","display_name":"Industrial Technology Research Institute","ror":"https://ror.org/05szzwt63","country_code":"TW","type":"nonprofit","lineage":["https://openalex.org/I4210148468"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Jian-Wei Su","raw_affiliation_strings":["Industrial Technology Research Institute,Hsinchu,Taiwan","National Tsing Hua University, Hsinchu, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Industrial Technology Research Institute,Hsinchu,Taiwan","institution_ids":["https://openalex.org/I4210148468"]},{"raw_affiliation_string":"National Tsing Hua University, Hsinchu, Taiwan","institution_ids":["https://openalex.org/I25846049"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101604970","display_name":"Zhixiao Zhang","orcid":null},"institutions":[{"id":"https://openalex.org/I25846049","display_name":"National Tsing Hua University","ror":"https://ror.org/00zdnkx70","country_code":"TW","type":"education","lineage":["https://openalex.org/I25846049"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Zhixiao Zhang","raw_affiliation_strings":["National Tsing Hua University,Hsinchu,Taiwan","National Tsing Hua University, Hsinchu, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National Tsing Hua University,Hsinchu,Taiwan","institution_ids":["https://openalex.org/I25846049"]},{"raw_affiliation_string":"National Tsing Hua University, Hsinchu, Taiwan","institution_ids":["https://openalex.org/I25846049"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5025708136","display_name":"Sih-Han Li","orcid":"https://orcid.org/0000-0001-7566-8185"},"institutions":[{"id":"https://openalex.org/I4210148468","display_name":"Industrial Technology Research Institute","ror":"https://ror.org/05szzwt63","country_code":"TW","type":"nonprofit","lineage":["https://openalex.org/I4210148468"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Sih-Han Li","raw_affiliation_strings":["Industrial Technology Research Institute,Hsinchu,Taiwan","Industrial Technology Research Institute, Hsinchu, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Industrial Technology Research Institute,Hsinchu,Taiwan","institution_ids":["https://openalex.org/I4210148468"]},{"raw_affiliation_string":"Industrial Technology Research Institute, Hsinchu, Taiwan","institution_ids":["https://openalex.org/I4210148468"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112150802","display_name":"Shyh-Shyuan Sheu","orcid":null},"institutions":[{"id":"https://openalex.org/I25846049","display_name":"National Tsing Hua University","ror":"https://ror.org/00zdnkx70","country_code":"TW","type":"education","lineage":["https://openalex.org/I25846049"]},{"id":"https://openalex.org/I4210148468","display_name":"Industrial Technology Research Institute","ror":"https://ror.org/05szzwt63","country_code":"TW","type":"nonprofit","lineage":["https://openalex.org/I4210148468"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Shyh-Shyuan Sheu","raw_affiliation_strings":["Industrial Technology Research Institute,Hsinchu,Taiwan","National Tsing Hua University, Hsinchu, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Industrial Technology Research Institute,Hsinchu,Taiwan","institution_ids":["https://openalex.org/I4210148468"]},{"raw_affiliation_string":"National Tsing Hua University, Hsinchu, Taiwan","institution_ids":["https://openalex.org/I25846049"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5085043659","display_name":"Heng-Yuan Lee","orcid":null},"institutions":[{"id":"https://openalex.org/I4210148468","display_name":"Industrial Technology Research Institute","ror":"https://ror.org/05szzwt63","country_code":"TW","type":"nonprofit","lineage":["https://openalex.org/I4210148468"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Heng-Yuan Lee","raw_affiliation_strings":["Industrial Technology Research Institute,Hsinchu,Taiwan","Industrial Technology Research Institute, Hsinchu, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Industrial Technology Research Institute,Hsinchu,Taiwan","institution_ids":["https://openalex.org/I4210148468"]},{"raw_affiliation_string":"Industrial Technology Research Institute, Hsinchu, Taiwan","institution_ids":["https://openalex.org/I4210148468"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5034520936","display_name":"Ping-Cheng Chen","orcid":null},"institutions":[{"id":"https://openalex.org/I4210148468","display_name":"Industrial Technology Research Institute","ror":"https://ror.org/05szzwt63","country_code":"TW","type":"nonprofit","lineage":["https://openalex.org/I4210148468"]},{"id":"https://openalex.org/I98298690","display_name":"I-Shou University","ror":"https://ror.org/04d7e4m76","country_code":"TW","type":"education","lineage":["https://openalex.org/I98298690"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Ping-Cheng Chen","raw_affiliation_strings":["I Shou University,Kaohsiung City,Taiwan","Industrial Technology Research Institute, Hsinchu, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"I Shou University,Kaohsiung City,Taiwan","institution_ids":["https://openalex.org/I98298690"]},{"raw_affiliation_string":"Industrial Technology Research Institute, Hsinchu, Taiwan","institution_ids":["https://openalex.org/I4210148468"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040105498","display_name":"Huaqiang Wu","orcid":"https://orcid.org/0000-0001-8359-7997"},"institutions":[{"id":"https://openalex.org/I4210148468","display_name":"Industrial Technology Research Institute","ror":"https://ror.org/05szzwt63","country_code":"TW","type":"nonprofit","lineage":["https://openalex.org/I4210148468"]},{"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","TW"],"is_corresponding":false,"raw_author_name":"Huaqiang Wu","raw_affiliation_strings":["Tsinghua University,Beijing,China","Industrial Technology Research Institute, Hsinchu, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Tsinghua University,Beijing,China","institution_ids":["https://openalex.org/I99065089"]},{"raw_affiliation_string":"Industrial Technology Research Institute, Hsinchu, Taiwan","institution_ids":["https://openalex.org/I4210148468"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100746962","display_name":"He Qian","orcid":"https://orcid.org/0000-0003-3377-5366"},"institutions":[{"id":"https://openalex.org/I98298690","display_name":"I-Shou University","ror":"https://ror.org/04d7e4m76","country_code":"TW","type":"education","lineage":["https://openalex.org/I98298690"]},{"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","TW"],"is_corresponding":false,"raw_author_name":"He Qian","raw_affiliation_strings":["Tsinghua University,Beijing,China","I Shou University, Kaohsiung City, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Tsinghua University,Beijing,China","institution_ids":["https://openalex.org/I99065089"]},{"raw_affiliation_string":"I Shou University, Kaohsiung City, Taiwan","institution_ids":["https://openalex.org/I98298690"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5023225287","display_name":"Meng\u2010Fan Chang","orcid":"https://orcid.org/0000-0001-6905-6350"},"institutions":[{"id":"https://openalex.org/I25846049","display_name":"National Tsing Hua University","ror":"https://ror.org/00zdnkx70","country_code":"TW","type":"education","lineage":["https://openalex.org/I25846049"]},{"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","TW"],"is_corresponding":false,"raw_author_name":"Meng-Fan Chang","raw_affiliation_strings":["National Tsing Hua University,Hsinchu,Taiwan","Tsinghua University, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National Tsing Hua University,Hsinchu,Taiwan","institution_ids":["https://openalex.org/I25846049"]},{"raw_affiliation_string":"Tsinghua University, Beijing, China","institution_ids":["https://openalex.org/I99065089"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":11,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.7265,"has_fulltext":false,"cited_by_count":8,"citation_normalized_percentile":{"value":0.73075825,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"4"},"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":0.9993000030517578,"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/computer-science","display_name":"Computer science","score":0.742037832736969},{"id":"https://openalex.org/keywords/bottleneck","display_name":"Bottleneck","score":0.7368515133857727},{"id":"https://openalex.org/keywords/in-memory-processing","display_name":"In-Memory Processing","score":0.6360273361206055},{"id":"https://openalex.org/keywords/computer-architecture","display_name":"Computer architecture","score":0.5565134882926941},{"id":"https://openalex.org/keywords/non-volatile-memory","display_name":"Non-volatile memory","score":0.4963684678077698},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.49234163761138916},{"id":"https://openalex.org/keywords/edge-computing","display_name":"Edge computing","score":0.482357919216156},{"id":"https://openalex.org/keywords/static-random-access-memory","display_name":"Static random-access memory","score":0.4618484079837799},{"id":"https://openalex.org/keywords/applications-of-artificial-intelligence","display_name":"Applications of artificial intelligence","score":0.4445697069168091},{"id":"https://openalex.org/keywords/macro","display_name":"Macro","score":0.43769723176956177},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.3613070845603943},{"id":"https://openalex.org/keywords/computer-hardware","display_name":"Computer hardware","score":0.2768707573413849},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.20435848832130432},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.09391552209854126}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.742037832736969},{"id":"https://openalex.org/C2780513914","wikidata":"https://www.wikidata.org/wiki/Q18210350","display_name":"Bottleneck","level":2,"score":0.7368515133857727},{"id":"https://openalex.org/C123593499","wikidata":"https://www.wikidata.org/wiki/Q6008583","display_name":"In-Memory Processing","level":5,"score":0.6360273361206055},{"id":"https://openalex.org/C118524514","wikidata":"https://www.wikidata.org/wiki/Q173212","display_name":"Computer architecture","level":1,"score":0.5565134882926941},{"id":"https://openalex.org/C177950962","wikidata":"https://www.wikidata.org/wiki/Q10997658","display_name":"Non-volatile memory","level":2,"score":0.4963684678077698},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.49234163761138916},{"id":"https://openalex.org/C2778456923","wikidata":"https://www.wikidata.org/wiki/Q5337692","display_name":"Edge computing","level":3,"score":0.482357919216156},{"id":"https://openalex.org/C68043766","wikidata":"https://www.wikidata.org/wiki/Q267416","display_name":"Static random-access memory","level":2,"score":0.4618484079837799},{"id":"https://openalex.org/C157170001","wikidata":"https://www.wikidata.org/wiki/Q4781507","display_name":"Applications of artificial intelligence","level":2,"score":0.4445697069168091},{"id":"https://openalex.org/C166955791","wikidata":"https://www.wikidata.org/wiki/Q629579","display_name":"Macro","level":2,"score":0.43769723176956177},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.3613070845603943},{"id":"https://openalex.org/C9390403","wikidata":"https://www.wikidata.org/wiki/Q3966","display_name":"Computer hardware","level":1,"score":0.2768707573413849},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.20435848832130432},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.09391552209854126},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C194222762","wikidata":"https://www.wikidata.org/wiki/Q114486","display_name":"Query by Example","level":4,"score":0.0},{"id":"https://openalex.org/C164120249","wikidata":"https://www.wikidata.org/wiki/Q995982","display_name":"Web search query","level":3,"score":0.0},{"id":"https://openalex.org/C97854310","wikidata":"https://www.wikidata.org/wiki/Q19541","display_name":"Search engine","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/asicon47005.2019.8983627","is_oa":false,"landing_page_url":"https://doi.org/10.1109/asicon47005.2019.8983627","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 IEEE 13th International Conference on ASIC (ASICON)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Affordable and clean energy","id":"https://metadata.un.org/sdg/7","score":0.8999999761581421}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":45,"referenced_works":["https://openalex.org/W1916668514","https://openalex.org/W1966939297","https://openalex.org/W1987447986","https://openalex.org/W1989700401","https://openalex.org/W1997388392","https://openalex.org/W2018774711","https://openalex.org/W2030671441","https://openalex.org/W2043393912","https://openalex.org/W2077770351","https://openalex.org/W2080441840","https://openalex.org/W2114156831","https://openalex.org/W2143848280","https://openalex.org/W2168972302","https://openalex.org/W2289106931","https://openalex.org/W2292408369","https://openalex.org/W2509612075","https://openalex.org/W2527492855","https://openalex.org/W2555486667","https://openalex.org/W2568781621","https://openalex.org/W2584290594","https://openalex.org/W2605142259","https://openalex.org/W2611005572","https://openalex.org/W2620295989","https://openalex.org/W2622875686","https://openalex.org/W2730425383","https://openalex.org/W2734294704","https://openalex.org/W2739808560","https://openalex.org/W2744289854","https://openalex.org/W2744369623","https://openalex.org/W2783156342","https://openalex.org/W2787336703","https://openalex.org/W2789899229","https://openalex.org/W2790511620","https://openalex.org/W2790556218","https://openalex.org/W2792893539","https://openalex.org/W2794288888","https://openalex.org/W2796625795","https://openalex.org/W2805362231","https://openalex.org/W2921329602","https://openalex.org/W2922487710","https://openalex.org/W3005542654","https://openalex.org/W6730343916","https://openalex.org/W6742450443","https://openalex.org/W6748877789","https://openalex.org/W6773710481"],"related_works":["https://openalex.org/W4220785886","https://openalex.org/W3139521791","https://openalex.org/W2019641810","https://openalex.org/W2388140273","https://openalex.org/W1540125283","https://openalex.org/W4285286051","https://openalex.org/W4220834816","https://openalex.org/W2768897236","https://openalex.org/W4200443740","https://openalex.org/W3004895589"],"abstract_inverted_index":{"Computing-in-memory":[0],"(CIM)":[1],"structures":[2],"are":[3],"meant":[4],"to":[5],"overcome":[6],"the":[7,28,34,48,65],"memory":[8,57],"bottleneck":[9],"and":[10,38,55],"improve":[11],"energy":[12],"efficiency":[13],"for":[14,33,58],"artificial":[15],"intelligence":[16],"(AI)":[17],"edge":[18,60],"devices.":[19],"In":[20],"this":[21],"article,":[22],"we":[23],"review":[24],"recent":[25,45],"trends":[26],"in":[27,47,68],"development":[29,49],"of":[30,36,50],"CIM":[31],"macros":[32],"Internet":[35],"Things":[37],"AI":[39,59],"applications.":[40],"We":[41],"also":[42],"look":[43],"at":[44],"advances":[46],"CIMs":[51],"based":[52],"on":[53],"SRAM":[54],"nonvolatile":[56],"devices":[61],"as":[62,64],"well":[63],"challenges":[66],"involved":[67],"circuit":[69],"design.":[70]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":5},{"year":2021,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
