{"id":"https://openalex.org/W4401871037","doi":"https://doi.org/10.1109/jssc.2024.3442013","title":"Compute SNDR-Boosted 22-nm MRAM-Based In-Memory Computing Macro Using Statistical Error Compensation","display_name":"Compute SNDR-Boosted 22-nm MRAM-Based In-Memory Computing Macro Using Statistical Error Compensation","publication_year":2024,"publication_date":"2024-08-20","ids":{"openalex":"https://openalex.org/W4401871037","doi":"https://doi.org/10.1109/jssc.2024.3442013"},"language":"en","primary_location":{"id":"doi:10.1109/jssc.2024.3442013","is_oa":true,"landing_page_url":"https://doi.org/10.1109/jssc.2024.3442013","pdf_url":null,"source":{"id":"https://openalex.org/S83637746","display_name":"IEEE Journal of Solid-State Circuits","issn_l":"0018-9200","issn":["0018-9200","1558-173X"],"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Journal of Solid-State Circuits","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://doi.org/10.1109/jssc.2024.3442013","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5041100855","display_name":"Saion K. Roy","orcid":"https://orcid.org/0000-0001-7893-7168"},"institutions":[{"id":"https://openalex.org/I157725225","display_name":"University of Illinois Urbana-Champaign","ror":"https://ror.org/047426m28","country_code":"US","type":"education","lineage":["https://openalex.org/I157725225"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Saion K. Roy","raw_affiliation_strings":["Department of Electrical and Computer Engineering (ECE), University of Illinois at Urbana-Champaign, Urbana, IL, USA","Department of Electrical and Computer Engineering (ECE), University of Illinois at Urbana&#x2013;Champaign, Urbana, IL, USA"],"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering (ECE), University of Illinois at Urbana-Champaign, Urbana, IL, USA","institution_ids":["https://openalex.org/I157725225"]},{"raw_affiliation_string":"Department of Electrical and Computer Engineering (ECE), University of Illinois at Urbana&#x2013;Champaign, Urbana, IL, USA","institution_ids":["https://openalex.org/I157725225"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5077156413","display_name":"Han-Mo Ou","orcid":null},"institutions":[{"id":"https://openalex.org/I157725225","display_name":"University of Illinois Urbana-Champaign","ror":"https://ror.org/047426m28","country_code":"US","type":"education","lineage":["https://openalex.org/I157725225"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Han-Mo Ou","raw_affiliation_strings":["Department of Electrical and Computer Engineering (ECE), University of Illinois at Urbana-Champaign, Urbana, IL, USA","Department of Electrical and Computer Engineering (ECE), University of Illinois at Urbana&#x2013;Champaign, Urbana, IL, USA"],"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering (ECE), University of Illinois at Urbana-Champaign, Urbana, IL, USA","institution_ids":["https://openalex.org/I157725225"]},{"raw_affiliation_string":"Department of Electrical and Computer Engineering (ECE), University of Illinois at Urbana&#x2013;Champaign, Urbana, IL, USA","institution_ids":["https://openalex.org/I157725225"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5086760414","display_name":"Mostafa G. Ahmed","orcid":"https://orcid.org/0000-0002-2636-4713"},"institutions":[{"id":"https://openalex.org/I157725225","display_name":"University of Illinois Urbana-Champaign","ror":"https://ror.org/047426m28","country_code":"US","type":"education","lineage":["https://openalex.org/I157725225"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Mostafa G. Ahmed","raw_affiliation_strings":["Department of Electrical and Computer Engineering (ECE), University of Illinois at Urbana-Champaign, Urbana, IL, USA","Department of Electrical and Computer Engineering (ECE), University of Illinois at Urbana&#x2013;Champaign, Urbana, IL, USA"],"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering (ECE), University of Illinois at Urbana-Champaign, Urbana, IL, USA","institution_ids":["https://openalex.org/I157725225"]},{"raw_affiliation_string":"Department of Electrical and Computer Engineering (ECE), University of Illinois at Urbana&#x2013;Champaign, Urbana, IL, USA","institution_ids":["https://openalex.org/I157725225"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005939302","display_name":"Peter Deaville","orcid":"https://orcid.org/0000-0001-8029-1060"},"institutions":[{"id":"https://openalex.org/I20089843","display_name":"Princeton University","ror":"https://ror.org/00hx57361","country_code":"US","type":"education","lineage":["https://openalex.org/I20089843"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Peter Deaville","raw_affiliation_strings":["Department of Electrical and Computer Engineering (ECE), Princeton University, Princeton, NJ, USA"],"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering (ECE), Princeton University, Princeton, NJ, USA","institution_ids":["https://openalex.org/I20089843"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5025562956","display_name":"Bonan Zhang","orcid":"https://orcid.org/0000-0003-0605-6032"},"institutions":[{"id":"https://openalex.org/I20089843","display_name":"Princeton University","ror":"https://ror.org/00hx57361","country_code":"US","type":"education","lineage":["https://openalex.org/I20089843"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Bonan Zhang","raw_affiliation_strings":["Department of Electrical and Computer Engineering (ECE), Princeton University, Princeton, NJ, USA"],"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering (ECE), Princeton University, Princeton, NJ, USA","institution_ids":["https://openalex.org/I20089843"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101645607","display_name":"Naveen Verma","orcid":"https://orcid.org/0000-0002-8208-5030"},"institutions":[{"id":"https://openalex.org/I20089843","display_name":"Princeton University","ror":"https://ror.org/00hx57361","country_code":"US","type":"education","lineage":["https://openalex.org/I20089843"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Naveen Verma","raw_affiliation_strings":["Department of Electrical and Computer Engineering (ECE), Princeton University, Princeton, NJ, USA"],"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering (ECE), Princeton University, Princeton, NJ, USA","institution_ids":["https://openalex.org/I20089843"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101993312","display_name":"Pavan Kumar Hanumolu","orcid":"https://orcid.org/0000-0001-7424-1075"},"institutions":[{"id":"https://openalex.org/I157725225","display_name":"University of Illinois Urbana-Champaign","ror":"https://ror.org/047426m28","country_code":"US","type":"education","lineage":["https://openalex.org/I157725225"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Pavan K. Hanumolu","raw_affiliation_strings":["Department of Electrical and Computer Engineering (ECE), University of Illinois at Urbana-Champaign, Urbana, IL, USA","Department of Electrical and Computer Engineering (ECE), University of Illinois at Urbana&#x2013;Champaign, Urbana, IL, USA"],"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering (ECE), University of Illinois at Urbana-Champaign, Urbana, IL, USA","institution_ids":["https://openalex.org/I157725225"]},{"raw_affiliation_string":"Department of Electrical and Computer Engineering (ECE), University of Illinois at Urbana&#x2013;Champaign, Urbana, IL, USA","institution_ids":["https://openalex.org/I157725225"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5057014407","display_name":"Naresh R. Shanbhag","orcid":"https://orcid.org/0000-0002-4323-9164"},"institutions":[{"id":"https://openalex.org/I157725225","display_name":"University of Illinois Urbana-Champaign","ror":"https://ror.org/047426m28","country_code":"US","type":"education","lineage":["https://openalex.org/I157725225"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Naresh R. Shanbhag","raw_affiliation_strings":["Department of Electrical and Computer Engineering (ECE), University of Illinois at Urbana-Champaign, Urbana, IL, USA","Department of Electrical and Computer Engineering (ECE), University of Illinois at Urbana&#x2013;Champaign, Urbana, IL, USA"],"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering (ECE), University of Illinois at Urbana-Champaign, Urbana, IL, USA","institution_ids":["https://openalex.org/I157725225"]},{"raw_affiliation_string":"Department of Electrical and Computer Engineering (ECE), University of Illinois at Urbana&#x2013;Champaign, Urbana, IL, USA","institution_ids":["https://openalex.org/I157725225"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5041100855"],"corresponding_institution_ids":["https://openalex.org/I157725225"],"apc_list":null,"apc_paid":null,"fwci":1.3317,"has_fulltext":false,"cited_by_count":6,"citation_normalized_percentile":{"value":0.80878474,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":"60","issue":"3","first_page":"1092","last_page":"1102"},"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":0.9997000098228455,"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":0.9991000294685364,"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/magnetoresistive-random-access-memory","display_name":"Magnetoresistive random-access memory","score":0.805370569229126},{"id":"https://openalex.org/keywords/macro","display_name":"Macro","score":0.7383397817611694},{"id":"https://openalex.org/keywords/compensation","display_name":"Compensation (psychology)","score":0.6124599575996399},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5402635335922241},{"id":"https://openalex.org/keywords/parallel-computing","display_name":"Parallel computing","score":0.43104827404022217},{"id":"https://openalex.org/keywords/random-access-memory","display_name":"Random access memory","score":0.18816396594047546},{"id":"https://openalex.org/keywords/computer-hardware","display_name":"Computer hardware","score":0.18443086743354797},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.1260383427143097},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.07596534490585327}],"concepts":[{"id":"https://openalex.org/C46891859","wikidata":"https://www.wikidata.org/wiki/Q1061546","display_name":"Magnetoresistive random-access memory","level":3,"score":0.805370569229126},{"id":"https://openalex.org/C166955791","wikidata":"https://www.wikidata.org/wiki/Q629579","display_name":"Macro","level":2,"score":0.7383397817611694},{"id":"https://openalex.org/C2780023022","wikidata":"https://www.wikidata.org/wiki/Q1338171","display_name":"Compensation (psychology)","level":2,"score":0.6124599575996399},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5402635335922241},{"id":"https://openalex.org/C173608175","wikidata":"https://www.wikidata.org/wiki/Q232661","display_name":"Parallel computing","level":1,"score":0.43104827404022217},{"id":"https://openalex.org/C2994168587","wikidata":"https://www.wikidata.org/wiki/Q5295","display_name":"Random access memory","level":2,"score":0.18816396594047546},{"id":"https://openalex.org/C9390403","wikidata":"https://www.wikidata.org/wiki/Q3966","display_name":"Computer hardware","level":1,"score":0.18443086743354797},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.1260383427143097},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.07596534490585327},{"id":"https://openalex.org/C11171543","wikidata":"https://www.wikidata.org/wiki/Q41630","display_name":"Psychoanalysis","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/jssc.2024.3442013","is_oa":true,"landing_page_url":"https://doi.org/10.1109/jssc.2024.3442013","pdf_url":null,"source":{"id":"https://openalex.org/S83637746","display_name":"IEEE Journal of Solid-State Circuits","issn_l":"0018-9200","issn":["0018-9200","1558-173X"],"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Journal of Solid-State Circuits","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1109/jssc.2024.3442013","is_oa":true,"landing_page_url":"https://doi.org/10.1109/jssc.2024.3442013","pdf_url":null,"source":{"id":"https://openalex.org/S83637746","display_name":"IEEE Journal of Solid-State Circuits","issn_l":"0018-9200","issn":["0018-9200","1558-173X"],"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Journal of Solid-State Circuits","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":19,"referenced_works":["https://openalex.org/W2974585810","https://openalex.org/W2990797940","https://openalex.org/W3015980402","https://openalex.org/W3134195144","https://openalex.org/W3161688185","https://openalex.org/W3183264033","https://openalex.org/W3192589754","https://openalex.org/W4205230840","https://openalex.org/W4205498988","https://openalex.org/W4220882094","https://openalex.org/W4221118949","https://openalex.org/W4246145008","https://openalex.org/W4286571786","https://openalex.org/W4312949026","https://openalex.org/W4372268603","https://openalex.org/W4387411196","https://openalex.org/W4393170772","https://openalex.org/W4394773553","https://openalex.org/W6756982727"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W3146164987","https://openalex.org/W2086829516","https://openalex.org/W2141626281","https://openalex.org/W1641143370","https://openalex.org/W2472395098","https://openalex.org/W2128922810","https://openalex.org/W1908441109","https://openalex.org/W1579280934"],"abstract_inverted_index":{"The":[0],"accuracy":[1,155],"of":[2,75,99,137,142,166],"embedded":[3],"non-volatile":[4],"memory":[5,23],"(eNVM)":[6],"in-memory":[7],"computing":[8],"(IMC)":[9],"designs":[10],"is":[11,102],"primarily":[12],"limited":[13],"by":[14,162],"analog":[15],"non-idealities.":[16],"This":[17,108],"article":[18],"introduces":[19],"a":[20,44,115,132],"magnetoresistive":[21],"random-access":[22],"(MRAM)":[24],"IMC":[25],"macro":[26],"in":[27,63,125,151],"22-nm":[28],"featuring":[29],"offset-compensating":[30],"current":[31],"sensing":[32],"(OCCS)":[33],"to":[34,56,86,113,158,170],"reduce":[35],"the":[36,65,72,76,81,145],"static":[37],"analog-to-digital":[38],"converter":[39],"(ADC)":[40],"column":[41],"mismatch":[42],"and":[43,139],"low-overhead":[45],"statistical":[46],"error":[47],"compensation":[48],"(SEC)":[49],"block":[50],"compensating":[51],"for":[52,160],"non-linearity":[53,89],"arising":[54,90],"due":[55,85],"bitline/source-line":[57],"(BL/SL)":[58],"wire":[59,93],"parasitics.":[60,94],"Both":[61],"assist":[62],"enhancing":[64],"bank-level":[66],"compute":[67,82],"signal-to-noise-plus-distortion":[68],"ratio":[69],"(SNDR).":[70],"As":[71],"inner":[73],"dimension":[74],"matrix-vector":[77],"multiplication":[78],"(MVM)":[79],"increases,":[80],"SNDR":[83,97],"reduces":[84],"increased":[87],"location-dependent":[88],"from":[91,156],"BL/SL":[92],"An":[95],"SEC-enabled":[96,149],"boost":[98,109],"2.7\u20136":[100],"dB":[101],"obtained":[103],"over":[104],"different":[105],"operating":[106],"points.":[107],"can":[110],"be":[111],"balanced":[112],"achieve":[114],"substantial":[116],"<inline-formula":[117],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[118],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">":[119],"<tex-math":[120],"notation=\"LaTeX\">$5\\times":[121],"$":[122],"</tex-math></inline-formula>":[123],"reduction":[124],"energy":[126,135],"per":[127],"1-b":[128],"operation":[129],"while":[130],"incurring":[131],"modest":[133],"SEC":[134],"overhead":[136,141],"0.8%":[138],"area":[140],"12.2%.":[143],"Finally,":[144],"study":[146],"demonstrates":[147],"an":[148],"increase":[150],"neural":[152],"network":[153],"(NN)":[154],"74.8%":[157],"82.0%":[159],"CIFAR-10":[161],"last":[163],"layer":[164],"mapping":[165],"ResNet-20,":[167],"without":[168],"resorting":[169],"noise-aware":[171],"training.":[172]},"counts_by_year":[{"year":2025,"cited_by_count":6}],"updated_date":"2025-12-21T01:58:51.020947","created_date":"2025-10-10T00:00:00"}
