{"id":"https://openalex.org/W4364860250","doi":"https://doi.org/10.1109/apccas55924.2022.10090283","title":"A Quantization Model Based on a Floating-point Computing-in-Memory Architecture","display_name":"A Quantization Model Based on a Floating-point Computing-in-Memory Architecture","publication_year":2022,"publication_date":"2022-11-11","ids":{"openalex":"https://openalex.org/W4364860250","doi":"https://doi.org/10.1109/apccas55924.2022.10090283"},"language":"en","primary_location":{"id":"doi:10.1109/apccas55924.2022.10090283","is_oa":false,"landing_page_url":"https://doi.org/10.1109/apccas55924.2022.10090283","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 IEEE Asia Pacific Conference on Circuits and Systems (APCCAS)","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/A5024963649","display_name":"Xi Chen","orcid":"https://orcid.org/0000-0002-2210-0075"},"institutions":[{"id":"https://openalex.org/I76569877","display_name":"Southeast University","ror":"https://ror.org/04ct4d772","country_code":"CN","type":"education","lineage":["https://openalex.org/I76569877"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Xi Chen","raw_affiliation_strings":["School of Electronic Science and Engineering, Southeast University,Nanjing,China","School of Electronic Science and Engineering, Southeast University, Nanjing, China"],"affiliations":[{"raw_affiliation_string":"School of Electronic Science and Engineering, Southeast University,Nanjing,China","institution_ids":["https://openalex.org/I76569877"]},{"raw_affiliation_string":"School of Electronic Science and Engineering, Southeast University, Nanjing, China","institution_ids":["https://openalex.org/I76569877"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5013360615","display_name":"An Guo","orcid":"https://orcid.org/0000-0003-4677-6114"},"institutions":[{"id":"https://openalex.org/I76569877","display_name":"Southeast University","ror":"https://ror.org/04ct4d772","country_code":"CN","type":"education","lineage":["https://openalex.org/I76569877"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"An Guo","raw_affiliation_strings":["School of Electronic Science and Engineering, Southeast University,Nanjing,China","School of Electronic Science and Engineering, Southeast University, Nanjing, China"],"affiliations":[{"raw_affiliation_string":"School of Electronic Science and Engineering, Southeast University,Nanjing,China","institution_ids":["https://openalex.org/I76569877"]},{"raw_affiliation_string":"School of Electronic Science and Engineering, Southeast University, Nanjing, China","institution_ids":["https://openalex.org/I76569877"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5104084888","display_name":"Xinbing Xu","orcid":null},"institutions":[{"id":"https://openalex.org/I131434179","display_name":"Nanjing University of Chinese Medicine","ror":"https://ror.org/04523zj19","country_code":"CN","type":"education","lineage":["https://openalex.org/I131434179"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xinbing Xu","raw_affiliation_strings":["College of Artificial Intelligence and Information Technology, University of Chinese Medicine,Nanjing,China","College of Artificial Intelligence and Information Technology, University of Chinese Medicine, Nanjing, China"],"affiliations":[{"raw_affiliation_string":"College of Artificial Intelligence and Information Technology, University of Chinese Medicine,Nanjing,China","institution_ids":["https://openalex.org/I131434179"]},{"raw_affiliation_string":"College of Artificial Intelligence and Information Technology, University of Chinese Medicine, Nanjing, China","institution_ids":["https://openalex.org/I131434179"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113009142","display_name":"Xin Si","orcid":null},"institutions":[{"id":"https://openalex.org/I76569877","display_name":"Southeast University","ror":"https://ror.org/04ct4d772","country_code":"CN","type":"education","lineage":["https://openalex.org/I76569877"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xin Si","raw_affiliation_strings":["School of Electronic Science and Engineering, Southeast University,Nanjing,China","School of Electronic Science and Engineering, Southeast University, Nanjing, China"],"affiliations":[{"raw_affiliation_string":"School of Electronic Science and Engineering, Southeast University,Nanjing,China","institution_ids":["https://openalex.org/I76569877"]},{"raw_affiliation_string":"School of Electronic Science and Engineering, Southeast University, Nanjing, China","institution_ids":["https://openalex.org/I76569877"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101505697","display_name":"Jun Yang","orcid":"https://orcid.org/0000-0002-7603-6494"},"institutions":[{"id":"https://openalex.org/I76569877","display_name":"Southeast University","ror":"https://ror.org/04ct4d772","country_code":"CN","type":"education","lineage":["https://openalex.org/I76569877"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jun Yang","raw_affiliation_strings":["School of Electronic Science and Engineering, Southeast University,Nanjing,China","School of Electronic Science and Engineering, Southeast University, Nanjing, China"],"affiliations":[{"raw_affiliation_string":"School of Electronic Science and Engineering, Southeast University,Nanjing,China","institution_ids":["https://openalex.org/I76569877"]},{"raw_affiliation_string":"School of Electronic Science and Engineering, Southeast University, Nanjing, China","institution_ids":["https://openalex.org/I76569877"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5024963649"],"corresponding_institution_ids":["https://openalex.org/I76569877"],"apc_list":null,"apc_paid":null,"fwci":0.4575,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.61844731,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"493","last_page":"496"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10502","display_name":"Advanced Memory and Neural Computing","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"}},"topics":[{"id":"https://openalex.org/T10502","display_name":"Advanced Memory and Neural Computing","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"}},{"id":"https://openalex.org/T12808","display_name":"Ferroelectric and Negative Capacitance Devices","score":0.9986000061035156,"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/T10054","display_name":"Parallel Computing and Optimization Techniques","score":0.9980999827384949,"subfield":{"id":"https://openalex.org/subfields/1708","display_name":"Hardware and Architecture"},"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/quantization","display_name":"Quantization (signal processing)","score":0.7707235813140869},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7704268097877502},{"id":"https://openalex.org/keywords/floating-point","display_name":"Floating point","score":0.6561360359191895},{"id":"https://openalex.org/keywords/parallel-computing","display_name":"Parallel computing","score":0.5661668181419373},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5516216158866882},{"id":"https://openalex.org/keywords/inference","display_name":"Inference","score":0.5339381098747253},{"id":"https://openalex.org/keywords/computer-architecture","display_name":"Computer architecture","score":0.4715808928012848},{"id":"https://openalex.org/keywords/architecture","display_name":"Architecture","score":0.4631234109401703},{"id":"https://openalex.org/keywords/computer-engineering","display_name":"Computer engineering","score":0.4612753391265869},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.2721715271472931},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.27111032605171204}],"concepts":[{"id":"https://openalex.org/C28855332","wikidata":"https://www.wikidata.org/wiki/Q198099","display_name":"Quantization (signal processing)","level":2,"score":0.7707235813140869},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7704268097877502},{"id":"https://openalex.org/C84211073","wikidata":"https://www.wikidata.org/wiki/Q117879","display_name":"Floating point","level":2,"score":0.6561360359191895},{"id":"https://openalex.org/C173608175","wikidata":"https://www.wikidata.org/wiki/Q232661","display_name":"Parallel computing","level":1,"score":0.5661668181419373},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5516216158866882},{"id":"https://openalex.org/C2776214188","wikidata":"https://www.wikidata.org/wiki/Q408386","display_name":"Inference","level":2,"score":0.5339381098747253},{"id":"https://openalex.org/C118524514","wikidata":"https://www.wikidata.org/wiki/Q173212","display_name":"Computer architecture","level":1,"score":0.4715808928012848},{"id":"https://openalex.org/C123657996","wikidata":"https://www.wikidata.org/wiki/Q12271","display_name":"Architecture","level":2,"score":0.4631234109401703},{"id":"https://openalex.org/C113775141","wikidata":"https://www.wikidata.org/wiki/Q428691","display_name":"Computer engineering","level":1,"score":0.4612753391265869},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2721715271472931},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.27111032605171204},{"id":"https://openalex.org/C142362112","wikidata":"https://www.wikidata.org/wiki/Q735","display_name":"Art","level":0,"score":0.0},{"id":"https://openalex.org/C153349607","wikidata":"https://www.wikidata.org/wiki/Q36649","display_name":"Visual arts","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/apccas55924.2022.10090283","is_oa":false,"landing_page_url":"https://doi.org/10.1109/apccas55924.2022.10090283","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 IEEE Asia Pacific Conference on Circuits and Systems (APCCAS)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/7","display_name":"Affordable and clean energy","score":0.9100000262260437}],"awards":[{"id":"https://openalex.org/G2406588198","display_name":null,"funder_award_id":"2242022K40003","funder_id":"https://openalex.org/F4320335787","funder_display_name":"Fundamental Research Funds for the Central Universities"},{"id":"https://openalex.org/G5264768550","display_name":null,"funder_award_id":"62204036","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":11,"referenced_works":["https://openalex.org/W2790511620","https://openalex.org/W2966524683","https://openalex.org/W3006248624","https://openalex.org/W3097655915","https://openalex.org/W3119699820","https://openalex.org/W3159353913","https://openalex.org/W3181651498","https://openalex.org/W3183406752","https://openalex.org/W3193784739","https://openalex.org/W4221038786","https://openalex.org/W4221101426"],"related_works":["https://openalex.org/W2392910503","https://openalex.org/W2803935332","https://openalex.org/W2777406049","https://openalex.org/W2963122961","https://openalex.org/W3099092507","https://openalex.org/W3196579076","https://openalex.org/W3128691579","https://openalex.org/W4221155876","https://openalex.org/W2999599167","https://openalex.org/W4214908790"],"abstract_inverted_index":{"Computing-in-memory":[0],"(CIM)":[1],"has":[2],"been":[3],"proved":[4],"to":[5,28,72,80],"perform":[6],"high":[7,15,30,34],"energy":[8],"efficiency":[9],"and":[10,22,33,56,104],"significant":[11],"acceleration":[12],"effect":[13],"for":[14,37],"computational":[16],"parallelism":[17],"neural":[18,38,57],"networks.":[19,39,58,119],"Floating-point":[20],"numbers":[21],"floating-point":[23,106],"CIMs":[24],"(FP-CIM)":[25],"are":[26],"required":[27],"execute":[29],"performance":[31],"training":[32],"accuracy":[35,109],"inference":[36,108],"However,":[40],"none":[41],"of":[42],"former":[43],"works":[44],"discuss":[45],"the":[46,53],"relationship":[47,76],"between":[48],"circuit":[49],"design":[50],"based":[51,67],"on":[52,68,87],"FP-CIM":[54,70,88],"architecture":[55,71],"In":[59],"this":[60,75],"paper,":[61],"we":[62,83],"propose":[63],"a":[64,69],"quantization":[65,93],"model":[66,94],"figure":[73],"out":[74],"in":[77],"PYTORCH.":[78],"According":[79],"experimental":[81],"results":[82],"summarize":[84],"some":[85],"principles":[86],"macro":[89],"design.":[90],"Using":[91],"our":[92],"can":[95],"reduce":[96],"data":[97],"storage":[98],"overhead":[99],"by":[100],"more":[101],"than":[102,117],"70.0%,":[103],"control":[105],"networks":[107],"loss":[110],"within":[111],"0.5%,":[112],"which":[113],"is":[114],"1.7%":[115],"better":[116],"integer":[118]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":3}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
