{"id":"https://openalex.org/W4380356701","doi":"https://doi.org/10.1109/imw56887.2023.10145964","title":"SLC and MLC In-Memory-Approximate-Search Solutions in Commercial 48-layer and 96-layer 3D-NAND Flash Memories","display_name":"SLC and MLC In-Memory-Approximate-Search Solutions in Commercial 48-layer and 96-layer 3D-NAND Flash Memories","publication_year":2023,"publication_date":"2023-05-01","ids":{"openalex":"https://openalex.org/W4380356701","doi":"https://doi.org/10.1109/imw56887.2023.10145964"},"language":"en","primary_location":{"id":"doi:10.1109/imw56887.2023.10145964","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/imw56887.2023.10145964","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE International Memory Workshop (IMW)","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/A5034126920","display_name":"Po-Hao Tseng","orcid":"https://orcid.org/0000-0002-6206-7409"},"institutions":[{"id":"https://openalex.org/I4210092191","display_name":"Macronix International (Taiwan)","ror":"https://ror.org/01bggjn73","country_code":"TW","type":"company","lineage":["https://openalex.org/I4210092191"]}],"countries":["TW"],"is_corresponding":true,"raw_author_name":"Po-Hao Tseng","raw_affiliation_strings":["Macronix International Co., Ltd., 16 Li-Hsin Rd. Hsinchu Science Park,Hsinchu,Taiwan, ROC","Macronix International Co., Ltd., 16 Li-Hsin Rd. Hsinchu Science Park, Hsinchu, Taiwan, ROC"],"affiliations":[{"raw_affiliation_string":"Macronix International Co., Ltd., 16 Li-Hsin Rd. Hsinchu Science Park,Hsinchu,Taiwan, ROC","institution_ids":["https://openalex.org/I4210092191"]},{"raw_affiliation_string":"Macronix International Co., Ltd., 16 Li-Hsin Rd. Hsinchu Science Park, Hsinchu, Taiwan, ROC","institution_ids":["https://openalex.org/I4210092191"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5038853481","display_name":"Tian-Cig Bo","orcid":null},"institutions":[{"id":"https://openalex.org/I4210092191","display_name":"Macronix International (Taiwan)","ror":"https://ror.org/01bggjn73","country_code":"TW","type":"company","lineage":["https://openalex.org/I4210092191"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Tian-Cig Bo","raw_affiliation_strings":["Macronix International Co., Ltd., 16 Li-Hsin Rd. Hsinchu Science Park,Hsinchu,Taiwan, ROC","Macronix International Co., Ltd., 16 Li-Hsin Rd. Hsinchu Science Park, Hsinchu, Taiwan, ROC"],"affiliations":[{"raw_affiliation_string":"Macronix International Co., Ltd., 16 Li-Hsin Rd. Hsinchu Science Park,Hsinchu,Taiwan, ROC","institution_ids":["https://openalex.org/I4210092191"]},{"raw_affiliation_string":"Macronix International Co., Ltd., 16 Li-Hsin Rd. Hsinchu Science Park, Hsinchu, Taiwan, ROC","institution_ids":["https://openalex.org/I4210092191"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5060174339","display_name":"Yu\u2010Hsuan Lin","orcid":"https://orcid.org/0000-0001-8352-3584"},"institutions":[{"id":"https://openalex.org/I4210092191","display_name":"Macronix International (Taiwan)","ror":"https://ror.org/01bggjn73","country_code":"TW","type":"company","lineage":["https://openalex.org/I4210092191"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Yu-Hsuan Lin","raw_affiliation_strings":["Macronix International Co., Ltd., 16 Li-Hsin Rd. Hsinchu Science Park,Hsinchu,Taiwan, ROC","Macronix International Co., Ltd., 16 Li-Hsin Rd. Hsinchu Science Park, Hsinchu, Taiwan, ROC"],"affiliations":[{"raw_affiliation_string":"Macronix International Co., Ltd., 16 Li-Hsin Rd. Hsinchu Science Park,Hsinchu,Taiwan, ROC","institution_ids":["https://openalex.org/I4210092191"]},{"raw_affiliation_string":"Macronix International Co., Ltd., 16 Li-Hsin Rd. Hsinchu Science Park, Hsinchu, Taiwan, ROC","institution_ids":["https://openalex.org/I4210092191"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5109545017","display_name":"Yu-Chao Lin","orcid":"https://orcid.org/0000-0002-8241-2898"},"institutions":[{"id":"https://openalex.org/I4210092191","display_name":"Macronix International (Taiwan)","ror":"https://ror.org/01bggjn73","country_code":"TW","type":"company","lineage":["https://openalex.org/I4210092191"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Yu-Chao Lin","raw_affiliation_strings":["Macronix International Co., Ltd., 16 Li-Hsin Rd. Hsinchu Science Park,Hsinchu,Taiwan, ROC","Macronix International Co., Ltd., 16 Li-Hsin Rd. Hsinchu Science Park, Hsinchu, Taiwan, ROC"],"affiliations":[{"raw_affiliation_string":"Macronix International Co., Ltd., 16 Li-Hsin Rd. Hsinchu Science Park,Hsinchu,Taiwan, ROC","institution_ids":["https://openalex.org/I4210092191"]},{"raw_affiliation_string":"Macronix International Co., Ltd., 16 Li-Hsin Rd. Hsinchu Science Park, Hsinchu, Taiwan, ROC","institution_ids":["https://openalex.org/I4210092191"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5111211323","display_name":"Jhe-Yi Liao","orcid":null},"institutions":[{"id":"https://openalex.org/I4210092191","display_name":"Macronix International (Taiwan)","ror":"https://ror.org/01bggjn73","country_code":"TW","type":"company","lineage":["https://openalex.org/I4210092191"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Jhe-Yi Liao","raw_affiliation_strings":["Macronix International Co., Ltd., 16 Li-Hsin Rd. Hsinchu Science Park,Hsinchu,Taiwan, ROC","Macronix International Co., Ltd., 16 Li-Hsin Rd. Hsinchu Science Park, Hsinchu, Taiwan, ROC"],"affiliations":[{"raw_affiliation_string":"Macronix International Co., Ltd., 16 Li-Hsin Rd. Hsinchu Science Park,Hsinchu,Taiwan, ROC","institution_ids":["https://openalex.org/I4210092191"]},{"raw_affiliation_string":"Macronix International Co., Ltd., 16 Li-Hsin Rd. Hsinchu Science Park, Hsinchu, Taiwan, ROC","institution_ids":["https://openalex.org/I4210092191"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5109388800","display_name":"Feng-Ming Lee","orcid":null},"institutions":[{"id":"https://openalex.org/I4210092191","display_name":"Macronix International (Taiwan)","ror":"https://ror.org/01bggjn73","country_code":"TW","type":"company","lineage":["https://openalex.org/I4210092191"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Feng-Ming Lee","raw_affiliation_strings":["Macronix International Co., Ltd., 16 Li-Hsin Rd. Hsinchu Science Park,Hsinchu,Taiwan, ROC","Macronix International Co., Ltd., 16 Li-Hsin Rd. Hsinchu Science Park, Hsinchu, Taiwan, ROC"],"affiliations":[{"raw_affiliation_string":"Macronix International Co., Ltd., 16 Li-Hsin Rd. Hsinchu Science Park,Hsinchu,Taiwan, ROC","institution_ids":["https://openalex.org/I4210092191"]},{"raw_affiliation_string":"Macronix International Co., Ltd., 16 Li-Hsin Rd. Hsinchu Science Park, Hsinchu, Taiwan, ROC","institution_ids":["https://openalex.org/I4210092191"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103058595","display_name":"Yu\u2010Yu Lin","orcid":"https://orcid.org/0000-0001-9833-580X"},"institutions":[{"id":"https://openalex.org/I4210092191","display_name":"Macronix International (Taiwan)","ror":"https://ror.org/01bggjn73","country_code":"TW","type":"company","lineage":["https://openalex.org/I4210092191"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Yu-Yu Lin","raw_affiliation_strings":["Macronix International Co., Ltd., 16 Li-Hsin Rd. Hsinchu Science Park,Hsinchu,Taiwan, ROC","Macronix International Co., Ltd., 16 Li-Hsin Rd. Hsinchu Science Park, Hsinchu, Taiwan, ROC"],"affiliations":[{"raw_affiliation_string":"Macronix International Co., Ltd., 16 Li-Hsin Rd. Hsinchu Science Park,Hsinchu,Taiwan, ROC","institution_ids":["https://openalex.org/I4210092191"]},{"raw_affiliation_string":"Macronix International Co., Ltd., 16 Li-Hsin Rd. Hsinchu Science Park, Hsinchu, Taiwan, ROC","institution_ids":["https://openalex.org/I4210092191"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000296906","display_name":"Ming-Hsiu Lee","orcid":null},"institutions":[{"id":"https://openalex.org/I4210092191","display_name":"Macronix International (Taiwan)","ror":"https://ror.org/01bggjn73","country_code":"TW","type":"company","lineage":["https://openalex.org/I4210092191"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Ming-Hsiu Lee","raw_affiliation_strings":["Macronix International Co., Ltd., 16 Li-Hsin Rd. Hsinchu Science Park,Hsinchu,Taiwan, ROC","Macronix International Co., Ltd., 16 Li-Hsin Rd. Hsinchu Science Park, Hsinchu, Taiwan, ROC"],"affiliations":[{"raw_affiliation_string":"Macronix International Co., Ltd., 16 Li-Hsin Rd. Hsinchu Science Park,Hsinchu,Taiwan, ROC","institution_ids":["https://openalex.org/I4210092191"]},{"raw_affiliation_string":"Macronix International Co., Ltd., 16 Li-Hsin Rd. Hsinchu Science Park, Hsinchu, Taiwan, ROC","institution_ids":["https://openalex.org/I4210092191"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113702902","display_name":"Kuang-Yeu Hsieh","orcid":null},"institutions":[{"id":"https://openalex.org/I4210092191","display_name":"Macronix International (Taiwan)","ror":"https://ror.org/01bggjn73","country_code":"TW","type":"company","lineage":["https://openalex.org/I4210092191"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Kuang-Yeu Hsieh","raw_affiliation_strings":["Macronix International Co., Ltd., 16 Li-Hsin Rd. Hsinchu Science Park,Hsinchu,Taiwan, ROC","Macronix International Co., Ltd., 16 Li-Hsin Rd. Hsinchu Science Park, Hsinchu, Taiwan, ROC"],"affiliations":[{"raw_affiliation_string":"Macronix International Co., Ltd., 16 Li-Hsin Rd. Hsinchu Science Park,Hsinchu,Taiwan, ROC","institution_ids":["https://openalex.org/I4210092191"]},{"raw_affiliation_string":"Macronix International Co., Ltd., 16 Li-Hsin Rd. Hsinchu Science Park, Hsinchu, Taiwan, ROC","institution_ids":["https://openalex.org/I4210092191"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5028102750","display_name":"Keh-Chung Wang","orcid":null},"institutions":[{"id":"https://openalex.org/I4210092191","display_name":"Macronix International (Taiwan)","ror":"https://ror.org/01bggjn73","country_code":"TW","type":"company","lineage":["https://openalex.org/I4210092191"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Keh-Chung Wang","raw_affiliation_strings":["Macronix International Co., Ltd., 16 Li-Hsin Rd. Hsinchu Science Park,Hsinchu,Taiwan, ROC","Macronix International Co., Ltd., 16 Li-Hsin Rd. Hsinchu Science Park, Hsinchu, Taiwan, ROC"],"affiliations":[{"raw_affiliation_string":"Macronix International Co., Ltd., 16 Li-Hsin Rd. Hsinchu Science Park,Hsinchu,Taiwan, ROC","institution_ids":["https://openalex.org/I4210092191"]},{"raw_affiliation_string":"Macronix International Co., Ltd., 16 Li-Hsin Rd. Hsinchu Science Park, Hsinchu, Taiwan, ROC","institution_ids":["https://openalex.org/I4210092191"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5109221353","display_name":"Chih\u2010Yuan Lu","orcid":null},"institutions":[{"id":"https://openalex.org/I4210092191","display_name":"Macronix International (Taiwan)","ror":"https://ror.org/01bggjn73","country_code":"TW","type":"company","lineage":["https://openalex.org/I4210092191"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Chih-Yuan Lu","raw_affiliation_strings":["Macronix International Co., Ltd., 16 Li-Hsin Rd. Hsinchu Science Park,Hsinchu,Taiwan, ROC","Macronix International Co., Ltd., 16 Li-Hsin Rd. Hsinchu Science Park, Hsinchu, Taiwan, ROC"],"affiliations":[{"raw_affiliation_string":"Macronix International Co., Ltd., 16 Li-Hsin Rd. Hsinchu Science Park,Hsinchu,Taiwan, ROC","institution_ids":["https://openalex.org/I4210092191"]},{"raw_affiliation_string":"Macronix International Co., Ltd., 16 Li-Hsin Rd. Hsinchu Science Park, Hsinchu, Taiwan, ROC","institution_ids":["https://openalex.org/I4210092191"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":11,"corresponding_author_ids":["https://openalex.org/A5034126920"],"corresponding_institution_ids":["https://openalex.org/I4210092191"],"apc_list":null,"apc_paid":null,"fwci":0.8036,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.72405919,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":96},"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/T11181","display_name":"Advanced Data Storage Technologies","score":0.9973000288009644,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11181","display_name":"Advanced Data Storage Technologies","score":0.9973000288009644,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11447","display_name":"Blind Source Separation Techniques","score":0.9952999949455261,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10320","display_name":"Neural Networks and Applications","score":0.992900013923645,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/computer-science","display_name":"Computer science","score":0.7246389389038086},{"id":"https://openalex.org/keywords/nand-gate","display_name":"NAND gate","score":0.6467044949531555},{"id":"https://openalex.org/keywords/word","display_name":"Word (group theory)","score":0.6086033582687378},{"id":"https://openalex.org/keywords/layer","display_name":"Layer (electronics)","score":0.4493008553981781},{"id":"https://openalex.org/keywords/flash","display_name":"Flash (photography)","score":0.44681644439697266},{"id":"https://openalex.org/keywords/computation","display_name":"Computation","score":0.4456230700016022},{"id":"https://openalex.org/keywords/parallel-computing","display_name":"Parallel computing","score":0.4431784152984619},{"id":"https://openalex.org/keywords/computer-hardware","display_name":"Computer hardware","score":0.4258388578891754},{"id":"https://openalex.org/keywords/flash-memory","display_name":"Flash memory","score":0.4188436269760132},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.29828131198883057},{"id":"https://openalex.org/keywords/logic-gate","display_name":"Logic gate","score":0.19096159934997559},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.08992061018943787}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7246389389038086},{"id":"https://openalex.org/C124296912","wikidata":"https://www.wikidata.org/wiki/Q575178","display_name":"NAND gate","level":3,"score":0.6467044949531555},{"id":"https://openalex.org/C90805587","wikidata":"https://www.wikidata.org/wiki/Q10944557","display_name":"Word (group theory)","level":2,"score":0.6086033582687378},{"id":"https://openalex.org/C2779227376","wikidata":"https://www.wikidata.org/wiki/Q6505497","display_name":"Layer (electronics)","level":2,"score":0.4493008553981781},{"id":"https://openalex.org/C2777526259","wikidata":"https://www.wikidata.org/wiki/Q221836","display_name":"Flash (photography)","level":2,"score":0.44681644439697266},{"id":"https://openalex.org/C45374587","wikidata":"https://www.wikidata.org/wiki/Q12525525","display_name":"Computation","level":2,"score":0.4456230700016022},{"id":"https://openalex.org/C173608175","wikidata":"https://www.wikidata.org/wiki/Q232661","display_name":"Parallel computing","level":1,"score":0.4431784152984619},{"id":"https://openalex.org/C9390403","wikidata":"https://www.wikidata.org/wiki/Q3966","display_name":"Computer hardware","level":1,"score":0.4258388578891754},{"id":"https://openalex.org/C2776531357","wikidata":"https://www.wikidata.org/wiki/Q174077","display_name":"Flash memory","level":2,"score":0.4188436269760132},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.29828131198883057},{"id":"https://openalex.org/C131017901","wikidata":"https://www.wikidata.org/wiki/Q170451","display_name":"Logic gate","level":2,"score":0.19096159934997559},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.08992061018943787},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0},{"id":"https://openalex.org/C178790620","wikidata":"https://www.wikidata.org/wiki/Q11351","display_name":"Organic chemistry","level":1,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"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/imw56887.2023.10145964","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/imw56887.2023.10145964","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE International Memory Workshop (IMW)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W27380437","https://openalex.org/W2603759966","https://openalex.org/W2350469736","https://openalex.org/W2032116217","https://openalex.org/W2123798696","https://openalex.org/W2351190677","https://openalex.org/W2360402255","https://openalex.org/W2348630533","https://openalex.org/W2764374705","https://openalex.org/W4247845371"],"abstract_inverted_index":{"We":[0],"proposed":[1],"a":[2],"novel":[3],"in-memory-approximate-search":[4],"(IMAS)":[5],"method":[6,28],"from":[7],"single-level":[8],"cell":[9,13],"(SLC)":[10],"to":[11],"multi-level":[12],"(MLC)":[14],"based":[15],"on":[16,117,122,129],"our":[17],"commercial":[18],"48-layer":[19],"(48L)":[20],"and":[21,110,138],"96-layer":[22],"(96L)":[23],"3D-NAND":[24,91,141],"flash":[25],"technology.":[26],"The":[27,50],"with":[29,40,57,94,132],"word-line":[30],"input":[31,51],"as":[32],"search":[33,52],"word":[34,53],"provides":[35,100],"ultra-high":[36],"parallel":[37],"searching":[38],"capability":[39],"the":[41,67,86,115,133,136],"database":[42],"stored":[43],"in":[44,61],"high-density":[45],"3D":[46],"NAND-flash":[47],"IMAS":[48,92,142],"chip(s).":[49],"can":[54,81],"be":[55,82],"compared":[56],"$128\\mathrm{~K}$":[58],"data":[59],"words":[60],"just":[62],"one":[63],"read":[64],"cycle,":[65],"where":[66],"Hamming":[68],"distance":[69],"(HD)":[70],"computation":[71,77],"(for":[72,78],"SLC":[73,140],"approach)":[74,80],"or":[75],"similarity":[76],"MLC":[79],"carried":[83],"out":[84],"within":[85],"memory":[87],"array.":[88],"Latest":[89],"96L":[90,139],"chip":[93,102],"CMOS":[95],"under":[96],"array":[97],"(CuA)":[98],"technology":[99],"small":[101],"size,":[103],"long":[104],"search/data":[105],"word,":[106],"excellent":[107],"output":[108],"resolution,":[109],"wide":[111],"matching":[112],"criteria":[113],"for":[114],"tolerance":[116],"sensing":[118],"current":[119],"variation.":[120],"Application":[121],"Memory-Augmented":[123],"Neural":[124],"Network":[125],"(MANN)":[126],"was":[127],"demonstrated":[128],"VGGface2":[130],"dataset,":[131],"comparisons":[134],"between":[135],"48L":[137],"technologies.":[143]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1}],"updated_date":"2025-12-21T01:58:51.020947","created_date":"2025-10-10T00:00:00"}
