{"id":"https://openalex.org/W4281560001","doi":"https://doi.org/10.1109/imw52921.2022.9779284","title":"SSD Drive Failure Prediction on Alibaba Data Center Using Machine Learning","display_name":"SSD Drive Failure Prediction on Alibaba Data Center Using Machine Learning","publication_year":2022,"publication_date":"2022-05-01","ids":{"openalex":"https://openalex.org/W4281560001","doi":"https://doi.org/10.1109/imw52921.2022.9779284"},"language":"en","primary_location":{"id":"doi:10.1109/imw52921.2022.9779284","is_oa":false,"landing_page_url":"https://doi.org/10.1109/imw52921.2022.9779284","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 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/A5100333503","display_name":"Lei Chen","orcid":"https://orcid.org/0000-0002-7558-1001"},"institutions":[{"id":"https://openalex.org/I4210126371","display_name":"Institute of Solid Mechanics","ror":"https://ror.org/0307mca49","country_code":"RO","type":"facility","lineage":["https://openalex.org/I4210126371"]}],"countries":["RO"],"is_corresponding":true,"raw_author_name":"Lei Chen","raw_affiliation_strings":["Solidigm,Data Center Division,San Jose,CA,USA","Data Center Division, Solidigm, San Jose, CA, USA"],"affiliations":[{"raw_affiliation_string":"Solidigm,Data Center Division,San Jose,CA,USA","institution_ids":["https://openalex.org/I4210126371"]},{"raw_affiliation_string":"Data Center Division, Solidigm, San Jose, CA, USA","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102967139","display_name":"Zongpeng Zhu","orcid":"https://orcid.org/0009-0006-2618-8314"},"institutions":[{"id":"https://openalex.org/I45928872","display_name":"Alibaba Group (China)","ror":"https://ror.org/00k642b80","country_code":"CN","type":"company","lineage":["https://openalex.org/I45928872"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zongpeng Zhu","raw_affiliation_strings":["Alibaba Cloud, Alibaba Group,Hangzhou,China","Alibaba Cloud, Alibaba Group, Hangzhou, China"],"affiliations":[{"raw_affiliation_string":"Alibaba Cloud, Alibaba Group,Hangzhou,China","institution_ids":["https://openalex.org/I45928872"]},{"raw_affiliation_string":"Alibaba Cloud, Alibaba Group, Hangzhou, China","institution_ids":["https://openalex.org/I45928872"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102481674","display_name":"Anyu Li","orcid":"https://orcid.org/0009-0002-3704-0471"},"institutions":[{"id":"https://openalex.org/I45928872","display_name":"Alibaba Group (China)","ror":"https://ror.org/00k642b80","country_code":"CN","type":"company","lineage":["https://openalex.org/I45928872"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Anyu Li","raw_affiliation_strings":["Alibaba Cloud, Alibaba Group,Hangzhou,China","Alibaba Cloud, Alibaba Group, Hangzhou, China"],"affiliations":[{"raw_affiliation_string":"Alibaba Cloud, Alibaba Group,Hangzhou,China","institution_ids":["https://openalex.org/I45928872"]},{"raw_affiliation_string":"Alibaba Cloud, Alibaba Group, Hangzhou, China","institution_ids":["https://openalex.org/I45928872"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113837909","display_name":"Najmeh Mashhadi","orcid":null},"institutions":[{"id":"https://openalex.org/I4210126371","display_name":"Institute of Solid Mechanics","ror":"https://ror.org/0307mca49","country_code":"RO","type":"facility","lineage":["https://openalex.org/I4210126371"]}],"countries":["RO"],"is_corresponding":false,"raw_author_name":"Najmeh Mashhadi","raw_affiliation_strings":["Solidigm,Data Center Division,San Jose,CA,USA","Data Center Division, Solidigm, San Jose, CA, USA"],"affiliations":[{"raw_affiliation_string":"Solidigm,Data Center Division,San Jose,CA,USA","institution_ids":["https://openalex.org/I4210126371"]},{"raw_affiliation_string":"Data Center Division, Solidigm, San Jose, CA, USA","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084771208","display_name":"Robert Frickey","orcid":null},"institutions":[{"id":"https://openalex.org/I4210126371","display_name":"Institute of Solid Mechanics","ror":"https://ror.org/0307mca49","country_code":"RO","type":"facility","lineage":["https://openalex.org/I4210126371"]}],"countries":["RO"],"is_corresponding":false,"raw_author_name":"Robert Frickey","raw_affiliation_strings":["Solidigm,Data Center Division,San Jose,CA,USA","Data Center Division, Solidigm, San Jose, CA, USA"],"affiliations":[{"raw_affiliation_string":"Solidigm,Data Center Division,San Jose,CA,USA","institution_ids":["https://openalex.org/I4210126371"]},{"raw_affiliation_string":"Data Center Division, Solidigm, San Jose, CA, USA","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062193733","display_name":"Jinhe Ye","orcid":"https://orcid.org/0000-0002-9530-8010"},"institutions":[{"id":"https://openalex.org/I4210126371","display_name":"Institute of Solid Mechanics","ror":"https://ror.org/0307mca49","country_code":"RO","type":"facility","lineage":["https://openalex.org/I4210126371"]}],"countries":["RO"],"is_corresponding":false,"raw_author_name":"Jinhe Ye","raw_affiliation_strings":["Solidigm,Data Center Division,San Jose,CA,USA","Data Center Division, Solidigm, San Jose, CA, USA"],"affiliations":[{"raw_affiliation_string":"Solidigm,Data Center Division,San Jose,CA,USA","institution_ids":["https://openalex.org/I4210126371"]},{"raw_affiliation_string":"Data Center Division, Solidigm, San Jose, CA, USA","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100638371","display_name":"Xin Guo","orcid":"https://orcid.org/0000-0002-7273-9387"},"institutions":[{"id":"https://openalex.org/I4210126371","display_name":"Institute of Solid Mechanics","ror":"https://ror.org/0307mca49","country_code":"RO","type":"facility","lineage":["https://openalex.org/I4210126371"]}],"countries":["RO"],"is_corresponding":false,"raw_author_name":"Xin Guo","raw_affiliation_strings":["Solidigm,Data Center Division,San Jose,CA,USA","Data Center Division, Solidigm, San Jose, CA, USA"],"affiliations":[{"raw_affiliation_string":"Solidigm,Data Center Division,San Jose,CA,USA","institution_ids":["https://openalex.org/I4210126371"]},{"raw_affiliation_string":"Data Center Division, Solidigm, San Jose, CA, USA","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5100333503"],"corresponding_institution_ids":["https://openalex.org/I4210126371"],"apc_list":null,"apc_paid":null,"fwci":1.3813,"has_fulltext":false,"cited_by_count":10,"citation_normalized_percentile":{"value":0.81534233,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":99},"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":0.9998999834060669,"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":0.9998999834060669,"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/T11478","display_name":"Caching and Content Delivery","score":0.9919999837875366,"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/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9714000225067139,"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/overfitting","display_name":"Overfitting","score":0.8225607872009277},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7297906279563904},{"id":"https://openalex.org/keywords/backup","display_name":"Backup","score":0.7135361433029175},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.6209707260131836},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5595704317092896},{"id":"https://openalex.org/keywords/random-forest","display_name":"Random forest","score":0.552182674407959},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.520393967628479},{"id":"https://openalex.org/keywords/predictive-modelling","display_name":"Predictive modelling","score":0.500267505645752},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.2125999629497528}],"concepts":[{"id":"https://openalex.org/C22019652","wikidata":"https://www.wikidata.org/wiki/Q331309","display_name":"Overfitting","level":3,"score":0.8225607872009277},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7297906279563904},{"id":"https://openalex.org/C2780945871","wikidata":"https://www.wikidata.org/wiki/Q194274","display_name":"Backup","level":2,"score":0.7135361433029175},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.6209707260131836},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5595704317092896},{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.552182674407959},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.520393967628479},{"id":"https://openalex.org/C45804977","wikidata":"https://www.wikidata.org/wiki/Q7239673","display_name":"Predictive modelling","level":2,"score":0.500267505645752},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.2125999629497528}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/imw52921.2022.9779284","is_oa":false,"landing_page_url":"https://doi.org/10.1109/imw52921.2022.9779284","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 IEEE International Memory Workshop (IMW)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.550000011920929,"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":17,"referenced_works":["https://openalex.org/W1480073886","https://openalex.org/W1982935918","https://openalex.org/W2070425502","https://openalex.org/W2125165932","https://openalex.org/W2149359255","https://openalex.org/W2161234420","https://openalex.org/W2163295333","https://openalex.org/W2509298940","https://openalex.org/W2740379362","https://openalex.org/W2884664388","https://openalex.org/W2984602844","https://openalex.org/W3005434125","https://openalex.org/W4238631751","https://openalex.org/W6628849115","https://openalex.org/W6678803342","https://openalex.org/W6753749979","https://openalex.org/W6773884966"],"related_works":["https://openalex.org/W4362597605","https://openalex.org/W1574414179","https://openalex.org/W4297676672","https://openalex.org/W3009056573","https://openalex.org/W2922073769","https://openalex.org/W2955195711","https://openalex.org/W4281702477","https://openalex.org/W2490526372","https://openalex.org/W3191198889","https://openalex.org/W4399767560"],"abstract_inverted_index":{"Flash-based":[0],"Solid-State":[1],"Drives":[2],"(SSDs)":[3],"have":[4],"become":[5],"a":[6,102,159],"critical":[7],"storage":[8,15,155],"tier":[9],"in":[10,22,150,166],"data":[11,35,57,167],"centers":[12,168],"and":[13,33,37,44,49,53,58,88,125,136,153,196],"enterprise":[14],"systems.":[16],"Cloud":[17],"companies":[18],"are":[19],"very":[20],"interested":[21],"predicting":[23],"drive":[24,31,40,160,190],"failures.":[25],"Drive":[26],"failure":[27,161,191],"prediction":[28,94,111,142,162,192],"enables":[29],"managing":[30],"replacement":[32],"backup":[34],"beforehand":[36],"helps":[38],"planning":[39],"purchase":[41],"strategies.":[42],"Solidigm":[43],"Alibaba":[45],"collaborate":[46],"to":[47,79,113,139,157,181,188,201],"collect":[48],"analyze":[50],"Self-Monitoring,":[51],"Analysis,":[52],"Reporting":[54],"Technology":[55],"(SMART)":[56],"predict":[59],"SSD":[60],"failures":[61],"30":[62],"days":[63],"ahead":[64],"of":[65,96,133,177,206],"time":[66],"using":[67],"machine":[68,85],"learning":[69,86,121],"techniques.":[70],"In":[71],"this":[72],"paper,":[73],"we":[74],"use":[75],"group":[76],"k-fold":[77],"cross-validation":[78],"select":[80],"the":[81,93,100,115,147,154,173,178,203],"best":[82],"parameters":[83],"for":[84,164],"models":[87,132,171],"avoid":[89,202],"overfitting.":[90],"After":[91],"obtaining":[92],"score":[95],"each":[97],"sample":[98],"from":[99],"model,":[101],"post-processing":[103],"with":[104,172,193],"neural":[105],"network":[106],"is":[107,123,146],"applied":[108],"on":[109,130],"those":[110],"scores":[112],"get":[114,189],"drive-level":[116],"prediction.":[117],"A":[118],"modified":[119],"ensemble":[120],"method":[122],"designed":[124],"implemented":[126],"by":[127,169],"majority":[128],"voting":[129],"different":[131],"Light":[134],"GBM":[135],"Random":[137],"Forest":[138],"further":[140],"improve":[141],"results.":[143],"This":[144],"paper":[145],"first":[148],"work":[149],"both":[151],"academia":[152],"industry":[156],"design":[158],"system":[163],"deploying":[165],"optimizing":[170],"highest":[174,179],"Precision":[175,195],"instead":[176],"F1-score":[180],"minimize":[182],"false":[183,207],"positive":[184],"rate.":[185],"We":[186],"advance":[187],"100%":[194],"21%":[197],"Recall,":[198],"enabling":[199],"us":[200],"high":[204],"cost":[205],"positives.":[208]},"counts_by_year":[{"year":2025,"cited_by_count":7},{"year":2024,"cited_by_count":2},{"year":2022,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
