{"id":"https://openalex.org/W4402980184","doi":"https://doi.org/10.1109/nvmsa63038.2024.10693665","title":"Reinforcement Learning-Based Read Performance Throttling to Enhance Lifetime of 3D NAND SSD","display_name":"Reinforcement Learning-Based Read Performance Throttling to Enhance Lifetime of 3D NAND SSD","publication_year":2024,"publication_date":"2024-08-21","ids":{"openalex":"https://openalex.org/W4402980184","doi":"https://doi.org/10.1109/nvmsa63038.2024.10693665"},"language":"en","primary_location":{"id":"doi:10.1109/nvmsa63038.2024.10693665","is_oa":false,"landing_page_url":"https://doi.org/10.1109/nvmsa63038.2024.10693665","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 13th Non-Volatile Memory Systems and Applications Symposium (NVMSA)","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/A5104171037","display_name":"Yong-Cheng Liaw","orcid":null},"institutions":[{"id":"https://openalex.org/I148366613","display_name":"National Yang Ming Chiao Tung University","ror":"https://ror.org/00se2k293","country_code":"TW","type":"education","lineage":["https://openalex.org/I148366613"]}],"countries":["TW"],"is_corresponding":true,"raw_author_name":"Yong-Cheng Liaw","raw_affiliation_strings":["National Yang Ming Chiao Tung Univ.,Hsinchu,Taiwan"],"affiliations":[{"raw_affiliation_string":"National Yang Ming Chiao Tung Univ.,Hsinchu,Taiwan","institution_ids":["https://openalex.org/I148366613"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5060246506","display_name":"Shuo-Han Chen","orcid":"https://orcid.org/0000-0002-1619-4335"},"institutions":[{"id":"https://openalex.org/I148366613","display_name":"National Yang Ming Chiao Tung University","ror":"https://ror.org/00se2k293","country_code":"TW","type":"education","lineage":["https://openalex.org/I148366613"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Shuo-Han Chen","raw_affiliation_strings":["National Yang Ming Chiao Tung Univ.,Hsinchu,Taiwan"],"affiliations":[{"raw_affiliation_string":"National Yang Ming Chiao Tung Univ.,Hsinchu,Taiwan","institution_ids":["https://openalex.org/I148366613"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5103283721","display_name":"Yu-Pei Liang","orcid":"https://orcid.org/0000-0002-3500-5974"},"institutions":[{"id":"https://openalex.org/I148099254","display_name":"National Chung Cheng University","ror":"https://ror.org/0028v3876","country_code":"TW","type":"education","lineage":["https://openalex.org/I148099254"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Yu-Pei Liang","raw_affiliation_strings":["National Chung Cheng University,Chiayi County,Taiwan"],"affiliations":[{"raw_affiliation_string":"National Chung Cheng University,Chiayi County,Taiwan","institution_ids":["https://openalex.org/I148099254"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5104171037"],"corresponding_institution_ids":["https://openalex.org/I148366613"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.18069786,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11181","display_name":"Advanced Data Storage Technologies","score":0.9991999864578247,"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":0.9991999864578247,"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/T13999","display_name":"Digital Rights Management and Security","score":0.9003000259399414,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/bandwidth-throttling","display_name":"Bandwidth throttling","score":0.8832007646560669},{"id":"https://openalex.org/keywords/reinforcement-learning","display_name":"Reinforcement learning","score":0.7515476942062378},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6994743347167969},{"id":"https://openalex.org/keywords/reinforcement","display_name":"Reinforcement","score":0.5924370288848877},{"id":"https://openalex.org/keywords/nand-gate","display_name":"NAND gate","score":0.5156970620155334},{"id":"https://openalex.org/keywords/logic-gate","display_name":"Logic gate","score":0.2584190368652344},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.20999619364738464},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.12838631868362427}],"concepts":[{"id":"https://openalex.org/C173061102","wikidata":"https://www.wikidata.org/wiki/Q478819","display_name":"Bandwidth throttling","level":3,"score":0.8832007646560669},{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.7515476942062378},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6994743347167969},{"id":"https://openalex.org/C67203356","wikidata":"https://www.wikidata.org/wiki/Q1321905","display_name":"Reinforcement","level":2,"score":0.5924370288848877},{"id":"https://openalex.org/C124296912","wikidata":"https://www.wikidata.org/wiki/Q575178","display_name":"NAND gate","level":3,"score":0.5156970620155334},{"id":"https://openalex.org/C131017901","wikidata":"https://www.wikidata.org/wiki/Q170451","display_name":"Logic gate","level":2,"score":0.2584190368652344},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.20999619364738464},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.12838631868362427},{"id":"https://openalex.org/C66938386","wikidata":"https://www.wikidata.org/wiki/Q633538","display_name":"Structural engineering","level":1,"score":0.0},{"id":"https://openalex.org/C131097465","wikidata":"https://www.wikidata.org/wiki/Q178898","display_name":"Gas compressor","level":2,"score":0.0},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.0},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/nvmsa63038.2024.10693665","is_oa":false,"landing_page_url":"https://doi.org/10.1109/nvmsa63038.2024.10693665","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 13th Non-Volatile Memory Systems and Applications Symposium (NVMSA)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":11,"referenced_works":["https://openalex.org/W1544971428","https://openalex.org/W2014536047","https://openalex.org/W2041989673","https://openalex.org/W2144967657","https://openalex.org/W2201220957","https://openalex.org/W2942383779","https://openalex.org/W2953722837","https://openalex.org/W2962844766","https://openalex.org/W2997064374","https://openalex.org/W3033828920","https://openalex.org/W3154447666"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W2393348554","https://openalex.org/W2349133582","https://openalex.org/W2010203168","https://openalex.org/W3151308896","https://openalex.org/W2015072665","https://openalex.org/W2069213387","https://openalex.org/W2377698884","https://openalex.org/W2057263939"],"abstract_inverted_index":{"With":[0],"high":[1],"storage":[2],"density":[3],"and":[4,28,54,81,113,149],"low":[5],"cost":[6],"per":[7],"bit,":[8],"3D":[9,34,93,176],"NAND":[10,35,94,177],"flash":[11,36,95],"has":[12],"dominated":[13],"the":[14,22,29,40,56,76,86,89,98,106,129,146,152,165,172,187],"market":[15],"of":[16,25,33,42,78,85,92,100,109,155,167,175,190],"modern":[17,118],"solid-state":[18],"drives":[19],"(SSDs).":[20],"Nevertheless,":[21,73],"growing":[23],"number":[24,99,166],"stacked":[26],"layers":[27],"evolving":[30],"multi-bits-per-cell":[31],"technology":[32],"have":[37,195],"led":[38],"to":[39,50,62,66,75,124,184],"issue":[41],"fast":[43],"accumulated":[44],"read":[45,71,79,90,111,116,130,173],"disturbance.":[46],"Read":[47],"disturbance":[48],"leads":[49],"data":[51,68,123,137,141,168],"bit":[52,64,138],"errors":[53,65,139],"requires":[55],"error":[57,101,126],"correction":[58],"code":[59],"(ECC)":[60],"scheme":[61],"remove":[63,125],"correct":[67],"retrieval":[69],"during":[70],"operations.":[72],"owing":[74],"process":[77],"retry":[80],"reference":[82],"voltage":[83],"adjustment":[84],"ECC":[87],"scheme,":[88],"performance":[91,174,188],"deteriorates":[96],"as":[97],"bits":[102,127],"grows.":[103],"To":[104,157],"mitigate":[105],"unwanted":[107],"impact":[108],"prolonged":[110],"latency":[112,131],"maintain":[114],"top":[115],"performance,":[117],"SSDs":[119,147,179],"actively":[120,135],"rewrite":[121],"stored":[122],"when":[128],"becomes":[132],"higher.":[133],"However,":[134],"removing":[136],"through":[140,170],"rewrites":[142,169],"could":[143],"wear":[144],"out":[145],"prematurely":[148],"ultimately":[150],"consume":[151],"whole":[153],"lifetime":[154],"SSDs.":[156],"resolve":[158],"such":[159],"concerns,":[160],"this":[161],"paper":[162],"proposes":[163],"lowering":[164],"throttling":[171],"flash-based":[178],"via":[180],"reinforcement":[181],"learning":[182],"techniques":[183],"adaptively":[185],"meet":[186],"requirements":[189],"different":[191],"applications.":[192],"Trace-driven":[193],"experiments":[194],"shown":[196],"promising":[197],"results.":[198]},"counts_by_year":[],"updated_date":"2025-12-23T23:11:35.936235","created_date":"2025-10-10T00:00:00"}