{"id":"https://openalex.org/W2124022185","doi":"https://doi.org/10.1109/noms.2006.1687544","title":"Predictive Control for Dynamic Resource Allocation in Enterprise Data Centers","display_name":"Predictive Control for Dynamic Resource Allocation in Enterprise Data Centers","publication_year":2006,"publication_date":"2006-01-01","ids":{"openalex":"https://openalex.org/W2124022185","doi":"https://doi.org/10.1109/noms.2006.1687544","mag":"2124022185"},"language":"en","primary_location":{"id":"doi:10.1109/noms.2006.1687544","is_oa":false,"landing_page_url":"https://doi.org/10.1109/noms.2006.1687544","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2006 IEEE/IFIP Network Operations and Management Symposium NOMS 2006","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/A5101650918","display_name":"Wei Xu","orcid":"https://orcid.org/0000-0001-6632-3062"},"institutions":[{"id":"https://openalex.org/I95457486","display_name":"University of California, Berkeley","ror":"https://ror.org/01an7q238","country_code":"US","type":"education","lineage":["https://openalex.org/I95457486"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Wei Xu","raw_affiliation_strings":["University of California Berkeley, Berkeley, CA, USA"],"affiliations":[{"raw_affiliation_string":"University of California Berkeley, Berkeley, CA, USA","institution_ids":["https://openalex.org/I95457486"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5038003715","display_name":"Xiaoyun Zhu","orcid":"https://orcid.org/0000-0002-3697-4224"},"institutions":[{"id":"https://openalex.org/I1324840837","display_name":"Hewlett-Packard (United States)","ror":"https://ror.org/059rn9488","country_code":"US","type":"company","lineage":["https://openalex.org/I1324840837"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Xiaoyun Zhu","raw_affiliation_strings":["Hewlett Packard Laboratories, Palo Alto, CA, USA"],"affiliations":[{"raw_affiliation_string":"Hewlett Packard Laboratories, Palo Alto, CA, USA","institution_ids":["https://openalex.org/I1324840837"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036229014","display_name":"Sharad Singhal","orcid":"https://orcid.org/0000-0002-3650-7570"},"institutions":[{"id":"https://openalex.org/I1324840837","display_name":"Hewlett-Packard (United States)","ror":"https://ror.org/059rn9488","country_code":"US","type":"company","lineage":["https://openalex.org/I1324840837"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"S. Singhal","raw_affiliation_strings":["Hewlett Packard Laboratories, Palo Alto, CA, USA"],"affiliations":[{"raw_affiliation_string":"Hewlett Packard Laboratories, Palo Alto, CA, USA","institution_ids":["https://openalex.org/I1324840837"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5102959254","display_name":"Zhikui Wang","orcid":"https://orcid.org/0000-0001-8109-3787"},"institutions":[{"id":"https://openalex.org/I1324840837","display_name":"Hewlett-Packard (United States)","ror":"https://ror.org/059rn9488","country_code":"US","type":"company","lineage":["https://openalex.org/I1324840837"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Zhikui Wang","raw_affiliation_strings":["Hewlett Packard Laboratories, Palo Alto, CA, USA"],"affiliations":[{"raw_affiliation_string":"Hewlett Packard Laboratories, Palo Alto, CA, USA","institution_ids":["https://openalex.org/I1324840837"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5101650918"],"corresponding_institution_ids":["https://openalex.org/I95457486"],"apc_list":null,"apc_paid":null,"fwci":22.9832,"has_fulltext":false,"cited_by_count":83,"citation_normalized_percentile":{"value":0.99302382,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"115","last_page":"126"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10101","display_name":"Cloud Computing and Resource Management","score":0.9994999766349792,"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":0.9994999766349792,"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/T10138","display_name":"Network Traffic and Congestion Control","score":0.9915000200271606,"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":0.9909999966621399,"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":0.783268928527832},{"id":"https://openalex.org/keywords/server","display_name":"Server","score":0.7581427097320557},{"id":"https://openalex.org/keywords/provisioning","display_name":"Provisioning","score":0.6652294397354126},{"id":"https://openalex.org/keywords/virtual-machine","display_name":"Virtual machine","score":0.5866264700889587},{"id":"https://openalex.org/keywords/model-predictive-control","display_name":"Model predictive control","score":0.5730513334274292},{"id":"https://openalex.org/keywords/controller","display_name":"Controller (irrigation)","score":0.5619828104972839},{"id":"https://openalex.org/keywords/resource-allocation","display_name":"Resource allocation","score":0.5175749063491821},{"id":"https://openalex.org/keywords/trace","display_name":"TRACE (psycholinguistics)","score":0.4715580642223358},{"id":"https://openalex.org/keywords/queueing-theory","display_name":"Queueing theory","score":0.4506837725639343},{"id":"https://openalex.org/keywords/queue","display_name":"Queue","score":0.41230297088623047},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.3826150894165039},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.37303030490875244},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.3356761634349823},{"id":"https://openalex.org/keywords/control","display_name":"Control (management)","score":0.239345520734787},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.18564379215240479},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.1314355731010437}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.783268928527832},{"id":"https://openalex.org/C93996380","wikidata":"https://www.wikidata.org/wiki/Q44127","display_name":"Server","level":2,"score":0.7581427097320557},{"id":"https://openalex.org/C172191483","wikidata":"https://www.wikidata.org/wiki/Q1071806","display_name":"Provisioning","level":2,"score":0.6652294397354126},{"id":"https://openalex.org/C25344961","wikidata":"https://www.wikidata.org/wiki/Q192726","display_name":"Virtual machine","level":2,"score":0.5866264700889587},{"id":"https://openalex.org/C172205157","wikidata":"https://www.wikidata.org/wiki/Q1782962","display_name":"Model predictive control","level":3,"score":0.5730513334274292},{"id":"https://openalex.org/C203479927","wikidata":"https://www.wikidata.org/wiki/Q5165939","display_name":"Controller (irrigation)","level":2,"score":0.5619828104972839},{"id":"https://openalex.org/C29202148","wikidata":"https://www.wikidata.org/wiki/Q287260","display_name":"Resource allocation","level":2,"score":0.5175749063491821},{"id":"https://openalex.org/C75291252","wikidata":"https://www.wikidata.org/wiki/Q1315756","display_name":"TRACE (psycholinguistics)","level":2,"score":0.4715580642223358},{"id":"https://openalex.org/C22684755","wikidata":"https://www.wikidata.org/wiki/Q847526","display_name":"Queueing theory","level":2,"score":0.4506837725639343},{"id":"https://openalex.org/C160403385","wikidata":"https://www.wikidata.org/wiki/Q220543","display_name":"Queue","level":2,"score":0.41230297088623047},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.3826150894165039},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.37303030490875244},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.3356761634349823},{"id":"https://openalex.org/C2775924081","wikidata":"https://www.wikidata.org/wiki/Q55608371","display_name":"Control (management)","level":2,"score":0.239345520734787},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.18564379215240479},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.1314355731010437},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C6557445","wikidata":"https://www.wikidata.org/wiki/Q173113","display_name":"Agronomy","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/noms.2006.1687544","is_oa":false,"landing_page_url":"https://doi.org/10.1109/noms.2006.1687544","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2006 IEEE/IFIP Network Operations and Management Symposium NOMS 2006","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.4300000071525574,"id":"https://metadata.un.org/sdg/8","display_name":"Decent work and economic growth"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":29,"referenced_works":["https://openalex.org/W178056938","https://openalex.org/W1575746526","https://openalex.org/W1600629507","https://openalex.org/W1944204288","https://openalex.org/W1965324089","https://openalex.org/W1987482957","https://openalex.org/W2002016612","https://openalex.org/W2015244008","https://openalex.org/W2030088389","https://openalex.org/W2066660519","https://openalex.org/W2101517004","https://openalex.org/W2105484079","https://openalex.org/W2112090336","https://openalex.org/W2122173304","https://openalex.org/W2123797807","https://openalex.org/W2137005174","https://openalex.org/W2139077608","https://openalex.org/W2144931393","https://openalex.org/W2147550313","https://openalex.org/W2147921378","https://openalex.org/W2151531626","https://openalex.org/W2160272840","https://openalex.org/W2283952362","https://openalex.org/W2791402393","https://openalex.org/W2949643603","https://openalex.org/W3102923851","https://openalex.org/W4248415489","https://openalex.org/W4250082585","https://openalex.org/W6636119439"],"related_works":["https://openalex.org/W2017432143","https://openalex.org/W1973694374","https://openalex.org/W2983574358","https://openalex.org/W2370475531","https://openalex.org/W4385924768","https://openalex.org/W4256551238","https://openalex.org/W2064479986","https://openalex.org/W2000221811","https://openalex.org/W572531444","https://openalex.org/W1579374282"],"abstract_inverted_index":{"It":[0],"is":[1,204],"challenging":[2],"to":[3,17,36,136,207],"reduce":[4],"resource":[5,34,93],"over-provisioning":[6],"for":[7,239],"enterprise":[8,40,118],"applications":[9],"while":[10,216],"maintaining":[11],"service":[12],"level":[13],"objectives":[14],"(SLOs)":[15],"due":[16],"their":[18],"time-varying":[19],"and":[20,184],"stochastic":[21],"workloads.":[22],"In":[23,223],"this":[24],"paper,":[25],"we":[26,106,130],"study":[27,150],"the":[28,71,74,108,138,151,155,175,182,187,196,208,214,217,226,234],"effect":[29],"of":[30,73,92,145,177,210],"prediction":[31,49,235],"on":[32,52,88,113,158],"dynamic":[33,143],"allocation":[35],"virtualized":[37],"servers":[38,115,183],"running":[39],"applications.":[41],"We":[42,69,148,173],"present":[43],"predictive":[44,75,189,199,228],"controllers":[45,76,96,152,179],"using":[46,240],"three":[47,219,227],"different":[48],"algorithms":[50],"based":[51],"a":[53,58,65,100,132,159,163,169,241],"standard":[54],"auto-regressive":[55],"(AR)":[56],"model,":[57,61],"combined":[59],"ANOVA-AR":[60],"as":[62,64],"well":[63],"multi-pulse":[66],"(MP)":[67],"model.":[68],"compare":[70,174],"properties":[72],"with":[77],"an":[78,117,127,249],"adaptive":[79],"integral":[80],"(I)":[81],"controller":[82,190],"designed":[83],"in":[84,99,116,126,213],"our":[85],"earlier":[86],"work":[87],"controlling":[89],"relative":[90],"utilization":[91,110,156],"containers.":[94],"The":[95,201,244],"are":[97,221],"evaluated":[98],"hypothetical":[101],"virtual":[102,171],"server":[103,165],"environment":[104],"where":[105,162],"use":[107,131],"CPU":[109,140,146],"traces":[111,123,157],"collected":[112,125],"36":[114],"data":[119],"center.":[120],"Since":[121],"these":[122,178],"were":[124],"open-loop":[128],"environment,":[129],"simple":[133],"queuing":[134],"algorithm":[135],"simulate":[137],"closed-loop":[139],"usage":[141],"under":[142],"control":[144],"allocation.":[147],"also":[149,247],"by":[153],"emulating":[154],"test":[160],"bed":[161],"Web":[164],"was":[166,237],"hosted":[167],"inside":[168],"Xen":[170],"machine.":[172],"results":[176],"from":[180],"all":[181,225],"find":[185],"that":[186],"MP-based":[188,245],"performed":[191,230],"slightly":[192],"better":[193,232],"statistically":[194],"than":[195],"other":[197,218],"two":[198],"controllers.":[200],"ANOVA-AR-based":[202],"approach":[203],"highly":[205],"sensitive":[206],"existence":[209],"periodic":[211],"patterns":[212],"trace,":[215],"methods":[220],"not.":[222],"addition,":[224],"schemes":[229],"significantly":[231],"when":[233],"error":[236],"accounted":[238],"feedback":[242],"mechanism.":[243],"method":[246],"demonstrated":[248],"interesting":[250],"self-learning":[251],"behavior":[252]},"counts_by_year":[{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":5},{"year":2020,"cited_by_count":4},{"year":2019,"cited_by_count":1},{"year":2018,"cited_by_count":3},{"year":2017,"cited_by_count":3},{"year":2016,"cited_by_count":6},{"year":2015,"cited_by_count":4},{"year":2014,"cited_by_count":7},{"year":2013,"cited_by_count":4},{"year":2012,"cited_by_count":8}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}