{"id":"https://openalex.org/W4407214251","doi":"https://doi.org/10.1109/icta64028.2024.10860710","title":"Device Characteristic-Aware Quantization for eFlash-Based In-Memory Computing SoC","display_name":"Device Characteristic-Aware Quantization for eFlash-Based In-Memory Computing SoC","publication_year":2024,"publication_date":"2024-10-25","ids":{"openalex":"https://openalex.org/W4407214251","doi":"https://doi.org/10.1109/icta64028.2024.10860710"},"language":"en","primary_location":{"id":"doi:10.1109/icta64028.2024.10860710","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icta64028.2024.10860710","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE International Conference on Integrated Circuits, Technologies and Applications (ICTA)","raw_type":"proceedings-article"},"type":"conference-paper","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":null,"display_name":"Yizhe Chen","orcid":null},"institutions":[{"id":"https://openalex.org/I82880672","display_name":"Beihang University","ror":"https://ror.org/00wk2mp56","country_code":"CN","type":"education","lineage":["https://openalex.org/I82880672"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yizhe Chen","raw_affiliation_strings":["Beihang University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Beihang University","institution_ids":["https://openalex.org/I82880672"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5111044299","display_name":"Guangyao Wang","orcid":"https://orcid.org/0009-0006-4029-6143"},"institutions":[{"id":"https://openalex.org/I82880672","display_name":"Beihang University","ror":"https://ror.org/00wk2mp56","country_code":"CN","type":"education","lineage":["https://openalex.org/I82880672"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Guangyao Wang","raw_affiliation_strings":["Beihang University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Beihang University","institution_ids":["https://openalex.org/I82880672"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101960378","display_name":"Hanjie Liu","orcid":null},"institutions":[{"id":"https://openalex.org/I82880672","display_name":"Beihang University","ror":"https://ror.org/00wk2mp56","country_code":"CN","type":"education","lineage":["https://openalex.org/I82880672"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hanjie Liu","raw_affiliation_strings":["Beihang University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Beihang University","institution_ids":["https://openalex.org/I82880672"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076992681","display_name":"Yisheng Lv","orcid":"https://orcid.org/0000-0002-7565-4979"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Yuexi Lv","raw_affiliation_strings":["Zhicun Research Lab"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Zhicun Research Lab","institution_ids":[]}]},{"author_position":"middle","author":{"id":null,"display_name":"Yuannuo Feng","orcid":null},"institutions":[{"id":"https://openalex.org/I82880672","display_name":"Beihang University","ror":"https://ror.org/00wk2mp56","country_code":"CN","type":"education","lineage":["https://openalex.org/I82880672"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuannuo Feng","raw_affiliation_strings":["Beihang University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Beihang University","institution_ids":["https://openalex.org/I82880672"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101884040","display_name":"Minghua Tang","orcid":"https://orcid.org/0000-0002-0369-9166"},"institutions":[{"id":"https://openalex.org/I4610292","display_name":"Xiangtan University","ror":"https://ror.org/00xsfaz62","country_code":"CN","type":"education","lineage":["https://openalex.org/I4610292"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Minghua Tang","raw_affiliation_strings":["Xiangtan University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Xiangtan University","institution_ids":["https://openalex.org/I4610292"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5090577152","display_name":"Yong Pei","orcid":"https://orcid.org/0000-0003-0585-2045"},"institutions":[{"id":"https://openalex.org/I4610292","display_name":"Xiangtan University","ror":"https://ror.org/00xsfaz62","country_code":"CN","type":"education","lineage":["https://openalex.org/I4610292"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yong Pei","raw_affiliation_strings":["Xiangtan University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Xiangtan University","institution_ids":["https://openalex.org/I4610292"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100381646","display_name":"Wang Kang","orcid":"https://orcid.org/0000-0002-3169-6034"},"institutions":[{"id":"https://openalex.org/I82880672","display_name":"Beihang University","ror":"https://ror.org/00wk2mp56","country_code":"CN","type":"education","lineage":["https://openalex.org/I82880672"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wang Kang","raw_affiliation_strings":["Beihang University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Beihang University","institution_ids":["https://openalex.org/I82880672"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"70","last_page":"71"},"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":0.9991999864578247,"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":0.9987000226974487,"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":0.687065601348877},{"id":"https://openalex.org/keywords/quantization","display_name":"Quantization (signal processing)","score":0.6460621356964111},{"id":"https://openalex.org/keywords/parallel-computing","display_name":"Parallel computing","score":0.39332085847854614},{"id":"https://openalex.org/keywords/computer-architecture","display_name":"Computer architecture","score":0.37198883295059204},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.13697952032089233}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.687065601348877},{"id":"https://openalex.org/C28855332","wikidata":"https://www.wikidata.org/wiki/Q198099","display_name":"Quantization (signal processing)","level":2,"score":0.6460621356964111},{"id":"https://openalex.org/C173608175","wikidata":"https://www.wikidata.org/wiki/Q232661","display_name":"Parallel computing","level":1,"score":0.39332085847854614},{"id":"https://openalex.org/C118524514","wikidata":"https://www.wikidata.org/wiki/Q173212","display_name":"Computer architecture","level":1,"score":0.37198883295059204},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.13697952032089233}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icta64028.2024.10860710","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icta64028.2024.10860710","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE International Conference on Integrated Circuits, Technologies and Applications (ICTA)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Affordable and clean energy","score":0.7099999785423279,"id":"https://metadata.un.org/sdg/7"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":6,"referenced_works":["https://openalex.org/W2785784536","https://openalex.org/W4285219296","https://openalex.org/W4293057394","https://openalex.org/W4385255585","https://openalex.org/W4390337465","https://openalex.org/W4391235314"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"This":[0],"study":[1],"presents":[2],"an":[3],"eFlash-based":[4],"in-memory":[5],"computing":[6],"(IMC)":[7],"SoC":[8],"leveraging":[9],"device":[10],"characteristic-aware":[11],"quantization":[12,18,42],"to":[13,30,88],"enhance":[14],"accuracy.":[15],"A":[16],"non-uniform":[17],"method,":[19],"based":[20],"on":[21,62],"the":[22,32,35,47,50,63],"non-linear":[23],"characteristics":[24,48],"of":[25,34,37,49,72],"eFlash":[26],"devices,":[27],"is":[28],"proposed":[29],"simplify":[31],"control":[33],"number":[36],"electrons.":[38],"Additionally,":[39],"several":[40],"channel-wise":[41],"schemes":[43],"are":[44],"introduced,":[45],"considering":[46],"array":[51],"and":[52,82],"data":[53],"distribution.":[54],"These":[55],"methods":[56],"significantly":[57],"improve":[58],"image":[59],"classification":[60],"accuracy":[61],"CIFAR-10":[64],"dataset":[65],"using":[66],"a":[67],"CNN":[68],"network,":[69],"achieving":[70],"enhancements":[71],"$\\mathbf{2.":[73],"2":[74,77],"\\%},":[75,78],"\\mathbf{4.":[76],"\\mathbf{5.":[79],"6":[80],"\\%}$,":[81],"$\\mathbf{1":[83],"4.":[84],"4}":[85],"\\%$":[86],"compared":[87],"baseline":[89],"models.":[90]},"counts_by_year":[{"year":2025,"cited_by_count":2}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}
