{"id":"https://openalex.org/W3159136201","doi":"https://doi.org/10.1109/hpcc-smartcity-dss50907.2020.00028","title":"A Reinforcement Learning-Based Virtual Machine Placement Strategy in Cloud Data Centers","display_name":"A Reinforcement Learning-Based Virtual Machine Placement Strategy in Cloud Data Centers","publication_year":2020,"publication_date":"2020-12-01","ids":{"openalex":"https://openalex.org/W3159136201","doi":"https://doi.org/10.1109/hpcc-smartcity-dss50907.2020.00028","mag":"3159136201"},"language":"en","primary_location":{"id":"doi:10.1109/hpcc-smartcity-dss50907.2020.00028","doi":"https://doi.org/10.1109/hpcc-smartcity-dss50907.2020.00028","is_oa":false,"landing_page_url":"https://doi.org/10.1109/hpcc-smartcity-dss50907.2020.00028","pdf_url":null,"source":{"id":"https://openalex.org/S7407087401","display_name":"IEEE International Conference on High Performance Computing and Communications; IEEE International Conference on Smart City; IEEE International Conference on Data Science and Systems (HPCC/SmartCity/DSS)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 IEEE 22nd International Conference on High Performance Computing and Communications; IEEE 18th International Conference on Smart City; IEEE 6th International Conference on Data Science and Systems (HPCC/SmartCity/DSS)","raw_type":"proceedings-article"},"volume":null,"type":"conference-paper","is_traditional":true,"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/A5020630479","display_name":"Saiqin Long","orcid":"https://orcid.org/0000-0001-7119-8673","observed_orcids":["https://orcid.org/0000-0001-7119-8673"]},"institutions":[{"id":"https://openalex.org/I4610292","display_name":"Xiangtan University","ror":"https://ror.org/00xsfaz62","country_code":"CN","type":"education","lineage":["https://openalex.org/I4610292"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Saiqin Long","raw_affiliation_strings":["Key Laboratory of Hunan Province for Internet of Things and Information Security Hunan International Scientific and Technological Cooperation Base of Intelligent network, School of Computer Science Xiangtan University, Xiangtan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Key Laboratory of Hunan Province for Internet of Things and Information Security Hunan International Scientific and Technological Cooperation Base of Intelligent network, School of Computer Science Xiangtan University, Xiangtan, China","institution_ids":["https://openalex.org/I4610292"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081827896","display_name":"Zhetao Li","orcid":"https://orcid.org/0000-0002-7804-0286","observed_orcids":["https://orcid.org/0000-0002-7804-0286"]},"institutions":[{"id":"https://openalex.org/I4610292","display_name":"Xiangtan University","ror":"https://ror.org/00xsfaz62","country_code":"CN","type":"education","lineage":["https://openalex.org/I4610292"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhetao Li","raw_affiliation_strings":["Key Laboratory of Hunan Province for Internet of Things and Information Security Hunan International Scientific and Technological Cooperation Base of Intelligent network, School of Computer Science Xiangtan University, Xiangtan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Key Laboratory of Hunan Province for Internet of Things and Information Security Hunan International Scientific and Technological Cooperation Base of Intelligent network, School of Computer Science Xiangtan University, Xiangtan, China","institution_ids":["https://openalex.org/I4610292"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Yun Xing","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4610292","display_name":"Xiangtan University","ror":"https://ror.org/00xsfaz62","country_code":"CN","type":"education","lineage":["https://openalex.org/I4610292"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yun Xing","raw_affiliation_strings":["School of Computer Science, Xiangtan University, Xiangtan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science, Xiangtan University, Xiangtan, China","institution_ids":["https://openalex.org/I4610292"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020309522","display_name":"Shujuan Tian","orcid":"https://orcid.org/0000-0002-0684-0591","observed_orcids":["https://orcid.org/0000-0002-0684-0591"]},"institutions":[{"id":"https://openalex.org/I4610292","display_name":"Xiangtan University","ror":"https://ror.org/00xsfaz62","country_code":"CN","type":"education","lineage":["https://openalex.org/I4610292"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shujuan Tian","raw_affiliation_strings":["School of Computer Science, Xiangtan University, Xiangtan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science, Xiangtan University, Xiangtan, China","institution_ids":["https://openalex.org/I4610292"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100440903","display_name":"Dongsheng Li","orcid":"https://orcid.org/0000-0001-9743-2034","observed_orcids":["https://orcid.org/0000-0001-9743-2034"]},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Dongsheng Li","raw_affiliation_strings":["College of Computer, National University of Defense Technology, Changsha, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Computer, National University of Defense Technology, Changsha, China","institution_ids":["https://openalex.org/I170215575"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100659097","display_name":"Rong Yu","orcid":"https://orcid.org/0000-0002-9042-7256","observed_orcids":["https://orcid.org/0000-0002-9042-7256"]},"institutions":[{"id":"https://openalex.org/I139024713","display_name":"Guangdong University of Technology","ror":"https://ror.org/04azbjn80","country_code":"CN","type":"education","lineage":["https://openalex.org/I139024713"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Rong Yu","raw_affiliation_strings":["School of Automation, Guangdong University of Technology, Guangzhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Automation, Guangdong University of Technology, Guangzhou, China","institution_ids":["https://openalex.org/I139024713"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.7985,"has_fulltext":false,"cited_by_count":15,"citation_normalized_percentile":{"value":0.73064837,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":93,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"223","last_page":"230"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10101","display_name":"Cloud Computing and Resource Management","score":0.9990000128746033,"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"}},"topics":[{"id":"https://openalex.org/T10101","display_name":"Cloud Computing and Resource Management","score":0.9990000128746033,"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"}},{"id":"https://openalex.org/T14098","display_name":"Energy Efficiency in Computing","score":0.0010999999940395355,"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"}},{"id":"https://openalex.org/T10714","display_name":"Software-Defined Networks and 5G","score":0.0,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/virtual-machine-placement","display_name":"virtual machine placement","score":1.0},{"id":"https://openalex.org/keywords/cloud-data-centers","display_name":"cloud data centers","score":0.9459999799728394},{"id":"https://openalex.org/keywords/energy-consumption","display_name":"energy consumption","score":0.6349999904632568},{"id":"https://openalex.org/keywords/reinforcement-learning","display_name":"reinforcement learning","score":0.8560000061988831},{"id":"https://openalex.org/keywords/performance-degradation","display_name":"performance degradation","score":0.875},{"id":"https://openalex.org/keywords/resource-competition","display_name":"resource competition","score":0.8769999742507935},{"id":"https://openalex.org/keywords/greedy-algorithm","display_name":"greedy algorithm","score":0.5720000267028809},{"id":"https://openalex.org/keywords/energy-conservation","display_name":"energy conservation","score":0.5360000133514404}],"concepts":[{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.8524603843688965},{"id":"https://openalex.org/C25344961","wikidata":"https://www.wikidata.org/wiki/Q192726","display_name":"Virtual machine","level":2,"score":0.8321298360824585},{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.8294186592102051},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7877268195152283},{"id":"https://openalex.org/C2780165032","wikidata":"https://www.wikidata.org/wiki/Q16869822","display_name":"Energy consumption","level":2,"score":0.6322783827781677},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.3809528052806854},{"id":"https://openalex.org/C44154836","wikidata":"https://www.wikidata.org/wiki/Q45045","display_name":"Simulation","level":1,"score":0.32464468479156494},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2858915328979492},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.23606792092323303},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.12054300308227539},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/hpcc-smartcity-dss50907.2020.00028","doi":"https://doi.org/10.1109/hpcc-smartcity-dss50907.2020.00028","is_oa":false,"landing_page_url":"https://doi.org/10.1109/hpcc-smartcity-dss50907.2020.00028","pdf_url":null,"source":{"id":"https://openalex.org/S7407087401","display_name":"IEEE International Conference on High Performance Computing and Communications; IEEE International Conference on Smart City; IEEE International Conference on Data Science and Systems (HPCC/SmartCity/DSS)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 IEEE 22nd International Conference on High Performance Computing and Communications; IEEE 18th International Conference on Smart City; IEEE 6th International Conference on Data Science and Systems (HPCC/SmartCity/DSS)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.4943999946117401,"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure"}],"study_designs":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":33,"referenced_works":["https://openalex.org/W1520280706","https://openalex.org/W1575376687","https://openalex.org/W1603080679","https://openalex.org/W2045287414","https://openalex.org/W2070401459","https://openalex.org/W2169466806","https://openalex.org/W2278665952","https://openalex.org/W2323253543","https://openalex.org/W2551000267","https://openalex.org/W2570491950","https://openalex.org/W2593512320","https://openalex.org/W2594475649","https://openalex.org/W2600965201","https://openalex.org/W2730756806","https://openalex.org/W2750224275","https://openalex.org/W2752285784","https://openalex.org/W2757727956","https://openalex.org/W2763134877","https://openalex.org/W2770198223","https://openalex.org/W2783399051","https://openalex.org/W2789535851","https://openalex.org/W2793500743","https://openalex.org/W2795626015","https://openalex.org/W2800666081","https://openalex.org/W2807911107","https://openalex.org/W2808478418","https://openalex.org/W2900911278","https://openalex.org/W2963395353","https://openalex.org/W2969689828","https://openalex.org/W2997512135","https://openalex.org/W3002072570","https://openalex.org/W3004383208","https://openalex.org/W3006255132"],"related_works":["https://openalex.org/W4389217346","https://openalex.org/W4410761502","https://openalex.org/W7117562946","https://openalex.org/W2800666081","https://openalex.org/W4393621345","https://openalex.org/W2794066724","https://openalex.org/W4416558314","https://openalex.org/W2586732548","https://openalex.org/W7118078836","https://openalex.org/W2612576734"],"abstract_inverted_index":{"With":[0],"the":[1,29,35,51,73,85,111,126,144],"widespread":[2],"use":[3,84],"of":[4,9,31,50,75,87,113],"cloud":[5,10,79,105],"computing,":[6],"energy":[7,76,102,119,140],"consumption":[8],"data":[11,80,106],"centers":[12],"is":[13,122],"increasing":[14],"which":[15,121],"mainly":[16],"comes":[17],"from":[18],"IT":[19],"equipment":[20],"and":[21,118],"cooling":[22],"equipment.":[23],"This":[24],"paper":[25],"argues":[26],"that":[27,132],"once":[28],"number":[30],"virtual":[32,52,64,97,114],"machines":[33,37,65],"on":[34,63],"physical":[36],"reaches":[38],"a":[39,47,68,94,136],"certain":[40,137],"level,":[41],"resource":[42],"competition":[43],"occurs,":[44],"resulting":[45],"in":[46,78,104,139],"performance":[48,88,116],"loss":[49,89,117],"machines.":[53],"Unlike":[54],"most":[55],"papers,":[56],"we":[57,83],"do":[58],"not":[59],"impose":[60],"placement":[61,99],"constraints":[62],"by":[66],"giving":[67],"CPU":[69],"cap":[70],"to":[71,90],"achieve":[72],"purpose":[74],"savings":[77,103,141],"centers.":[81,107],"Instead,":[82],"measure":[86],"weigh.":[91],"We":[92],"propose":[93],"reinforcement":[95],"learning-based":[96],"machine":[98,115],"strategy(RLVMP)":[100],"for":[101],"The":[108],"strategy":[109,134],"considers":[110],"weight":[112],"consumption,":[120],"finally":[123],"solved":[124],"with":[125,143],"greedy":[127],"strategy.":[128],"Simulation":[129],"experiments":[130],"show":[131],"our":[133],"has":[135],"improvement":[138],"compared":[142],"other":[145],"algorithms.":[146]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":5},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":3}],"updated_date":"2026-11-06T12:05:46.655746","created_date":"2021-05-10T00:00:00"}
