{"id":"https://openalex.org/W2737359858","doi":"https://doi.org/10.1109/jsyst.2017.2722476","title":"Dynamic Resource Prediction and Allocation for Cloud Data Center Using the Multiobjective Genetic Algorithm","display_name":"Dynamic Resource Prediction and Allocation for Cloud Data Center Using the Multiobjective Genetic Algorithm","publication_year":2017,"publication_date":"2017-07-21","ids":{"openalex":"https://openalex.org/W2737359858","doi":"https://doi.org/10.1109/jsyst.2017.2722476","mag":"2737359858"},"language":"en","primary_location":{"id":"doi:10.1109/jsyst.2017.2722476","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jsyst.2017.2722476","pdf_url":null,"source":{"id":"https://openalex.org/S95999327","display_name":"IEEE Systems Journal","issn_l":"1932-8184","issn":["1932-8184","1937-9234","2373-7816"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Systems Journal","raw_type":"journal-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/A5000917818","display_name":"Fan\u2010Hsun Tseng","orcid":"https://orcid.org/0000-0003-2461-8377"},"institutions":[{"id":"https://openalex.org/I134161618","display_name":"National Taiwan Normal University","ror":"https://ror.org/059dkdx38","country_code":"TW","type":"education","lineage":["https://openalex.org/I134161618"]}],"countries":["TW"],"is_corresponding":true,"raw_author_name":"Fan-Hsun Tseng","raw_affiliation_strings":["National Taiwan Normal University, Taipei, TW"],"affiliations":[{"raw_affiliation_string":"National Taiwan Normal University, Taipei, TW","institution_ids":["https://openalex.org/I134161618"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100363470","display_name":"Xiaofei Wang","orcid":"https://orcid.org/0000-0002-7223-1030"},"institutions":[{"id":"https://openalex.org/I162868743","display_name":"Tianjin University","ror":"https://ror.org/012tb2g32","country_code":"CN","type":"education","lineage":["https://openalex.org/I162868743"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaofei Wang","raw_affiliation_strings":["Tianjin University, Tianjin, Tianjin, CN"],"affiliations":[{"raw_affiliation_string":"Tianjin University, Tianjin, Tianjin, CN","institution_ids":["https://openalex.org/I162868743"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5074765626","display_name":"Li\u2010Der Chou","orcid":"https://orcid.org/0000-0003-2044-3119"},"institutions":[{"id":"https://openalex.org/I22265921","display_name":"National Central University","ror":"https://ror.org/00944ve71","country_code":"TW","type":"education","lineage":["https://openalex.org/I22265921"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Li-Der Chou","raw_affiliation_strings":["National Central University, Chung-Li, TW"],"affiliations":[{"raw_affiliation_string":"National Central University, Chung-Li, TW","institution_ids":["https://openalex.org/I22265921"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102824651","display_name":"Han\u2010Chieh Chao","orcid":"https://orcid.org/0000-0003-3222-1708"},"institutions":[{"id":"https://openalex.org/I33096239","display_name":"National Dong Hwa University","ror":"https://ror.org/00mng9617","country_code":"TW","type":"education","lineage":["https://openalex.org/I33096239"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Han-Chieh Chao","raw_affiliation_strings":["National Dong Hwa University, Shoufeng, TW"],"affiliations":[{"raw_affiliation_string":"National Dong Hwa University, Shoufeng, TW","institution_ids":["https://openalex.org/I33096239"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5035919267","display_name":"Victor C. M. Leung","orcid":"https://orcid.org/0000-0003-3529-2640"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Victor C. M. Leung","raw_affiliation_strings":["The University of British Columbia, Vancouver, BC, CA"],"affiliations":[{"raw_affiliation_string":"The University of British Columbia, Vancouver, BC, CA","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5000917818"],"corresponding_institution_ids":["https://openalex.org/I134161618"],"apc_list":null,"apc_paid":null,"fwci":43.4867,"has_fulltext":false,"cited_by_count":199,"citation_normalized_percentile":{"value":0.99795169,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":100},"biblio":{"volume":"12","issue":"2","first_page":"1688","last_page":"1699"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10101","display_name":"Cloud Computing and Resource Management","score":0.9998999834060669,"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":0.9998999834060669,"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/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9973999857902527,"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/T10714","display_name":"Software-Defined Networks and 5G","score":0.9718999862670898,"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/computer-science","display_name":"Computer science","score":0.7408413887023926},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.725614070892334},{"id":"https://openalex.org/keywords/data-center","display_name":"Data center","score":0.7036178708076477},{"id":"https://openalex.org/keywords/energy-consumption","display_name":"Energy consumption","score":0.6484386920928955},{"id":"https://openalex.org/keywords/genetic-algorithm","display_name":"Genetic algorithm","score":0.629500150680542},{"id":"https://openalex.org/keywords/virtual-machine","display_name":"Virtual machine","score":0.6010475754737854},{"id":"https://openalex.org/keywords/resource-allocation","display_name":"Resource allocation","score":0.58390212059021},{"id":"https://openalex.org/keywords/resource-management","display_name":"Resource management (computing)","score":0.4937778413295746},{"id":"https://openalex.org/keywords/resource","display_name":"Resource (disambiguation)","score":0.4491271674633026},{"id":"https://openalex.org/keywords/workload","display_name":"Workload","score":0.44667643308639526},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.40377095341682434},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.3788798153400421},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.36443424224853516},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.12781786918640137},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.11960873007774353},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.11814531683921814},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.08273237943649292},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.07549139857292175}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7408413887023926},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.725614070892334},{"id":"https://openalex.org/C153740404","wikidata":"https://www.wikidata.org/wiki/Q671224","display_name":"Data center","level":2,"score":0.7036178708076477},{"id":"https://openalex.org/C2780165032","wikidata":"https://www.wikidata.org/wiki/Q16869822","display_name":"Energy consumption","level":2,"score":0.6484386920928955},{"id":"https://openalex.org/C8880873","wikidata":"https://www.wikidata.org/wiki/Q187787","display_name":"Genetic algorithm","level":2,"score":0.629500150680542},{"id":"https://openalex.org/C25344961","wikidata":"https://www.wikidata.org/wiki/Q192726","display_name":"Virtual machine","level":2,"score":0.6010475754737854},{"id":"https://openalex.org/C29202148","wikidata":"https://www.wikidata.org/wiki/Q287260","display_name":"Resource allocation","level":2,"score":0.58390212059021},{"id":"https://openalex.org/C2780609101","wikidata":"https://www.wikidata.org/wiki/Q17156588","display_name":"Resource management (computing)","level":2,"score":0.4937778413295746},{"id":"https://openalex.org/C206345919","wikidata":"https://www.wikidata.org/wiki/Q20380951","display_name":"Resource (disambiguation)","level":2,"score":0.4491271674633026},{"id":"https://openalex.org/C2778476105","wikidata":"https://www.wikidata.org/wiki/Q628539","display_name":"Workload","level":2,"score":0.44667643308639526},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.40377095341682434},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.3788798153400421},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.36443424224853516},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.12781786918640137},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.11960873007774353},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.11814531683921814},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.08273237943649292},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.07549139857292175},{"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/jsyst.2017.2722476","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jsyst.2017.2722476","pdf_url":null,"source":{"id":"https://openalex.org/S95999327","display_name":"IEEE Systems Journal","issn_l":"1932-8184","issn":["1932-8184","1937-9234","2373-7816"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Systems Journal","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Affordable and clean energy","score":0.6899999976158142,"id":"https://metadata.un.org/sdg/7"}],"awards":[{"id":"https://openalex.org/G3103151924","display_name":null,"funder_award_id":"104-2917-I-008-008","funder_id":"https://openalex.org/F4320322795","funder_display_name":"Ministry of Science and Technology, Taiwan"},{"id":"https://openalex.org/G499625564","display_name":null,"funder_award_id":"105-2221-E-197-010-MY2","funder_id":"https://openalex.org/F4320322795","funder_display_name":"Ministry of Science and Technology, Taiwan"},{"id":"https://openalex.org/G7452908975","display_name":null,"funder_award_id":"104-2221-E-197-014","funder_id":"https://openalex.org/F4320322795","funder_display_name":"Ministry of Science and Technology, Taiwan"}],"funders":[{"id":"https://openalex.org/F4320322795","display_name":"Ministry of Science and Technology, Taiwan","ror":"https://ror.org/02kv4zf79"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":46,"referenced_works":["https://openalex.org/W264658792","https://openalex.org/W1546505540","https://openalex.org/W1560076675","https://openalex.org/W1984401578","https://openalex.org/W1988307255","https://openalex.org/W2000659534","https://openalex.org/W2002227246","https://openalex.org/W2008644588","https://openalex.org/W2013795421","https://openalex.org/W2021204974","https://openalex.org/W2026478380","https://openalex.org/W2028629398","https://openalex.org/W2037598904","https://openalex.org/W2047062435","https://openalex.org/W2053680808","https://openalex.org/W2058309401","https://openalex.org/W2075168211","https://openalex.org/W2083695336","https://openalex.org/W2087238941","https://openalex.org/W2095333910","https://openalex.org/W2104492856","https://openalex.org/W2108947254","https://openalex.org/W2109966714","https://openalex.org/W2114296561","https://openalex.org/W2115743854","https://openalex.org/W2119511142","https://openalex.org/W2122999882","https://openalex.org/W2126105956","https://openalex.org/W2138440835","https://openalex.org/W2142560399","https://openalex.org/W2142822379","https://openalex.org/W2143039774","https://openalex.org/W2144628693","https://openalex.org/W2148946344","https://openalex.org/W2154158105","https://openalex.org/W2154384045","https://openalex.org/W2159274293","https://openalex.org/W2167514501","https://openalex.org/W2169024569","https://openalex.org/W2328430128","https://openalex.org/W2339352214","https://openalex.org/W2346868680","https://openalex.org/W3124157346","https://openalex.org/W4236592434","https://openalex.org/W4253305097","https://openalex.org/W6650617382"],"related_works":["https://openalex.org/W4235752909","https://openalex.org/W2796360030","https://openalex.org/W4285814007","https://openalex.org/W3205655869","https://openalex.org/W4283787199","https://openalex.org/W2903911448","https://openalex.org/W2553299486","https://openalex.org/W4289105995","https://openalex.org/W2169739900","https://openalex.org/W2904351595"],"abstract_inverted_index":{"In":[0,41,132],"order":[1],"to":[2,51,103,118,159],"optimize":[3],"the":[4,11,54,75,85,95,104,127,136,151,160,169,177,188],"resource":[5,29,55,71,96,140],"utilization":[6,56,79,146,179],"of":[7,14,23,36,70,80,88,98,130,181,191],"physical":[8],"machines":[9,16],"(PMs),":[10],"workload":[12],"prediction":[13,30,128,141,155],"virtual":[15],"(VMs)":[17],"is":[18,148,157],"vital":[19],"but":[20,34,185],"challenging.":[21],"Most":[22],"existing":[24],"literatures":[25],"focus":[26],"on":[27,126],"either":[28],"or":[31],"allocation":[32],"individually,":[33],"both":[35],"them":[37],"are":[38],"highly":[39],"correlated.":[40],"this":[42],"paper,":[43],"we":[44],"propose":[45,113],"a":[46,66,114],"multiobjective":[47,67],"genetic":[48],"algorithm":[49,117,173],"(GA)":[50],"dynamically":[52],"forecast":[53],"and":[57,77,82,84,144,183],"energy":[58,86,189],"consumption":[59,87,190],"in":[60,107],"cloud":[61,192],"data":[62,89,106,193],"center.":[63,90,194],"We":[64,111],"formulate":[65],"optimization":[68],"problem":[69],"allocation,":[72],"which":[73],"considers":[74],"CPU":[76,182],"memory":[78,184],"VMs":[81,120],"PMs,":[83],"The":[91,154],"proposed":[92,152,162,170],"GA":[93],"forecasts":[94],"requirement":[97],"next":[99,122],"time":[100,109,123],"slot":[101,124],"according":[102],"historical":[105],"previous":[108,161],"slots.":[110],"further":[112],"VM":[115,171],"placement":[116,172],"allocate":[119],"for":[121,139],"based":[125],"results":[129],"GA.":[131,153],"our":[133],"simulation-based":[134],"analysis,":[135],"optimal":[137],"solution":[138],"under":[142],"stable":[143],"unstable":[145],"tendency":[147],"found":[149],"by":[150],"result":[156],"superior":[158],"Grey":[163],"forecasting":[164],"model.":[165],"Results":[166],"show":[167],"that":[168],"not":[174],"only":[175],"increases":[176],"average":[178],"level":[180],"also":[186],"decreases":[187]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":9},{"year":2024,"cited_by_count":16},{"year":2023,"cited_by_count":34},{"year":2022,"cited_by_count":26},{"year":2021,"cited_by_count":25},{"year":2020,"cited_by_count":42},{"year":2019,"cited_by_count":32},{"year":2018,"cited_by_count":11},{"year":2017,"cited_by_count":1},{"year":2012,"cited_by_count":1}],"updated_date":"2026-04-04T16:13:02.066488","created_date":"2025-10-10T00:00:00"}
