{"id":"https://openalex.org/W4394864434","doi":"https://doi.org/10.1145/3650215.3650355","title":"IO Behaviour Analysis Based on Machine Learning","display_name":"IO Behaviour Analysis Based on Machine Learning","publication_year":2023,"publication_date":"2023-10-27","ids":{"openalex":"https://openalex.org/W4394864434","doi":"https://doi.org/10.1145/3650215.3650355"},"language":"en","primary_location":{"id":"doi:10.1145/3650215.3650355","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3650215.3650355","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 4th International Conference on Machine Learning and Computer Application","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/A5027212997","display_name":"Weibo Pan","orcid":"https://orcid.org/0009-0005-9930-1069"},"institutions":[{"id":"https://openalex.org/I4210129465","display_name":"Wuhan Ship Development & Design Institute","ror":"https://ror.org/02mcdae06","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210129465"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Weibo Pan","raw_affiliation_strings":["The 9th Research Laboratory, Wuhan Second Ship Design and Research Institute, China"],"raw_orcid":"https://orcid.org/0009-0005-9930-1069","affiliations":[{"raw_affiliation_string":"The 9th Research Laboratory, Wuhan Second Ship Design and Research Institute, China","institution_ids":["https://openalex.org/I4210129465"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5033918440","display_name":"Fei Li","orcid":"https://orcid.org/0009-0004-3413-5330"},"institutions":[{"id":"https://openalex.org/I4210129465","display_name":"Wuhan Ship Development & Design Institute","ror":"https://ror.org/02mcdae06","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210129465"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Fei Li","raw_affiliation_strings":["The 9th Research Laboratory, Wuhan Second Ship Design and Research Institute, China"],"raw_orcid":"https://orcid.org/0009-0004-3413-5330","affiliations":[{"raw_affiliation_string":"The 9th Research Laboratory, Wuhan Second Ship Design and Research Institute, China","institution_ids":["https://openalex.org/I4210129465"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103007592","display_name":"Sheng Li","orcid":"https://orcid.org/0009-0008-9355-7284"},"institutions":[{"id":"https://openalex.org/I4210129465","display_name":"Wuhan Ship Development & Design Institute","ror":"https://ror.org/02mcdae06","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210129465"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Sheng Li","raw_affiliation_strings":["Quality Management Department, Wuhan Second Ship Design and Research Institute, China"],"raw_orcid":"https://orcid.org/0009-0008-9355-7284","affiliations":[{"raw_affiliation_string":"Quality Management Department, Wuhan Second Ship Design and Research Institute, China","institution_ids":["https://openalex.org/I4210129465"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5091439379","display_name":"Zhao Yong-cai","orcid":"https://orcid.org/0009-0000-2756-9721"},"institutions":[{"id":"https://openalex.org/I4210129465","display_name":"Wuhan Ship Development & Design Institute","ror":"https://ror.org/02mcdae06","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210129465"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yongcai Zhao","raw_affiliation_strings":["The 5th Research Laboratory, Wuhan Second Ship Design and Research Institute, China"],"raw_orcid":"https://orcid.org/0009-0000-2756-9721","affiliations":[{"raw_affiliation_string":"The 5th Research Laboratory, Wuhan Second Ship Design and Research Institute, China","institution_ids":["https://openalex.org/I4210129465"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5092138453","display_name":"Jun Zhang","orcid":"https://orcid.org/0009-0005-4590-1392"},"institutions":[{"id":"https://openalex.org/I4210129465","display_name":"Wuhan Ship Development & Design Institute","ror":"https://ror.org/02mcdae06","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210129465"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jun Zhang","raw_affiliation_strings":["The 9th Research Laboratory, Wuhan Second Ship Design and Research Institute, China"],"raw_orcid":"https://orcid.org/0009-0005-4590-1392","affiliations":[{"raw_affiliation_string":"The 9th Research Laboratory, Wuhan Second Ship Design and Research Institute, China","institution_ids":["https://openalex.org/I4210129465"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5019438950","display_name":"Di Yang","orcid":"https://orcid.org/0009-0004-9248-0474"},"institutions":[{"id":"https://openalex.org/I4210129465","display_name":"Wuhan Ship Development & Design Institute","ror":"https://ror.org/02mcdae06","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210129465"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Di Yang","raw_affiliation_strings":["The 1st Research Laboratory, Wuhan Second Ship Design and Research Institute, China"],"raw_orcid":"https://orcid.org/0009-0004-9248-0474","affiliations":[{"raw_affiliation_string":"The 1st Research Laboratory, Wuhan Second Ship Design and Research Institute, China","institution_ids":["https://openalex.org/I4210129465"]}]},{"author_position":"last","author":{"id":null,"display_name":"Xiang Wan","orcid":"https://orcid.org/0009-0004-0065-145X"},"institutions":[{"id":"https://openalex.org/I4210129465","display_name":"Wuhan Ship Development & Design Institute","ror":"https://ror.org/02mcdae06","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210129465"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiang Wan","raw_affiliation_strings":["Quality Management Department, Wuhan Second Ship Design and Research Institute, China"],"raw_orcid":"https://orcid.org/0009-0004-0065-145X","affiliations":[{"raw_affiliation_string":"Quality Management Department, Wuhan Second Ship Design and Research Institute, China","institution_ids":["https://openalex.org/I4210129465"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I4210129465"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.26292321,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"805","last_page":"808"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11181","display_name":"Advanced Data Storage Technologies","score":0.8813999891281128,"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":0.8813999891281128,"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/T10101","display_name":"Cloud Computing and Resource Management","score":0.7853000164031982,"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/computer-science","display_name":"Computer science","score":0.8470784425735474},{"id":"https://openalex.org/keywords/latency","display_name":"Latency (audio)","score":0.5986749529838562},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5391839146614075},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.4947199523448944},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4703911542892456},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.4703265428543091}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8470784425735474},{"id":"https://openalex.org/C82876162","wikidata":"https://www.wikidata.org/wiki/Q17096504","display_name":"Latency (audio)","level":2,"score":0.5986749529838562},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5391839146614075},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4947199523448944},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4703911542892456},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.4703265428543091},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3650215.3650355","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3650215.3650355","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 4th International Conference on Machine Learning and Computer Application","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":1,"referenced_works":["https://openalex.org/W4236137412"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W3046775127","https://openalex.org/W3107602296","https://openalex.org/W3170094116","https://openalex.org/W4386462264","https://openalex.org/W4364306694","https://openalex.org/W4312192474","https://openalex.org/W4283697347","https://openalex.org/W4210805261"],"abstract_inverted_index":{"This":[0],"article":[1],"uses":[2],"machine":[3],"learning":[4],"algorithms":[5,34,66],"to":[6,27,113],"predict":[7],"the":[8,19,51,62,72,76,95,101,122,129],"latency":[9],"of":[10,43,53,64,121,131],"an":[11],"IO":[12,44],"request":[13],"without":[14],"additional":[15],"internal":[16],"information":[17],"on":[18,55,67,71,107,116],"device,":[20],"treating":[21],"it":[22,80],"as":[23,36],"a":[24,90],"black":[25],"box":[26],"model":[28],"equipment":[29],"performance":[30,45,57,63,120],"prediction.":[31],"Different":[32],"from":[33,104],"such":[35],"CART":[37],"in":[38,41],"machines":[39],"used":[40],"amounts":[42],"prediction,":[46],"this":[47,125],"paper":[48,126],"mainly":[49],"analyzes":[50,81],"impact":[52],"attributes":[54],"prediction":[56,96],"and":[58,60,75,98,118,138],"implements":[59],"compares":[61],"multiple":[65],"different":[68,82,133,136,139],"workloads.":[69],"Based":[70],"GBDT":[73],"algorithm":[74],"attribute":[77,92,103],"selection":[78],"algorithm,":[79],"metrics":[83,109,134],"(attribute":[84],"sets).":[85],"It":[86],"proposes":[87],"that":[88],"using":[89,132],"\u201clastdelay\u201d":[91],"can":[93],"improve":[94],"effect":[97],"takes":[99],"removing":[100],"distance":[102,123],"SSDs":[105,117],"based":[106],"traditional":[108],"into":[110],"consideration.":[111],"According":[112],"unstable":[114,119],"effects":[115],"attribute,":[124],"points":[127],"out":[128],"necessity":[130],"for":[135],"loads":[137],"devices.":[140]},"counts_by_year":[],"updated_date":"2026-06-26T08:34:08.712188","created_date":"2025-10-10T00:00:00"}