{"id":"https://openalex.org/W2099723985","doi":"https://doi.org/10.1109/iwqos.2013.6550268","title":"Predictive VM consolidation on multiple resources: Beyond load balancing","display_name":"Predictive VM consolidation on multiple resources: Beyond load balancing","publication_year":2013,"publication_date":"2013-06-01","ids":{"openalex":"https://openalex.org/W2099723985","doi":"https://doi.org/10.1109/iwqos.2013.6550268","mag":"2099723985"},"language":"en","primary_location":{"id":"doi:10.1109/iwqos.2013.6550268","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iwqos.2013.6550268","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2013 IEEE/ACM 21st International Symposium on Quality of Service (IWQoS)","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/A5100366022","display_name":"Lei Lu","orcid":"https://orcid.org/0000-0002-3520-1297"},"institutions":[{"id":"https://openalex.org/I267592682","display_name":"Williams (United States)","ror":"https://ror.org/007zhvp17","country_code":"US","type":"company","lineage":["https://openalex.org/I267592682"]},{"id":"https://openalex.org/I16285277","display_name":"William & Mary","ror":"https://ror.org/03hsf0573","country_code":"US","type":"education","lineage":["https://openalex.org/I16285277"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Lei Lu","raw_affiliation_strings":["Department of Computer Science, College of William and Mary, Williamsburg, VA, USA","Department of Computer Science; College of William and Mary; Williamsburg VA USA"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, College of William and Mary, Williamsburg, VA, USA","institution_ids":["https://openalex.org/I16285277","https://openalex.org/I267592682"]},{"raw_affiliation_string":"Department of Computer Science; College of William and Mary; Williamsburg VA USA","institution_ids":["https://openalex.org/I16285277"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5111078866","display_name":"Hui Zhang","orcid":null},"institutions":[{"id":"https://openalex.org/I20089843","display_name":"Princeton University","ror":"https://ror.org/00hx57361","country_code":"US","type":"education","lineage":["https://openalex.org/I20089843"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Hui Zhang","raw_affiliation_strings":["Autonomic Management Group, NEC Laboratories America, Inc., Princeton, NJ, USA","Autonomic Manage. Group, NEC Labs. America, Princeton, NJ, USA"],"affiliations":[{"raw_affiliation_string":"Autonomic Management Group, NEC Laboratories America, Inc., Princeton, NJ, USA","institution_ids":[]},{"raw_affiliation_string":"Autonomic Manage. Group, NEC Labs. America, Princeton, NJ, USA","institution_ids":["https://openalex.org/I20089843"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5017102040","display_name":"Evgenia Smirni","orcid":"https://orcid.org/0000-0001-8754-581X"},"institutions":[{"id":"https://openalex.org/I16285277","display_name":"William & Mary","ror":"https://ror.org/03hsf0573","country_code":"US","type":"education","lineage":["https://openalex.org/I16285277"]},{"id":"https://openalex.org/I267592682","display_name":"Williams (United States)","ror":"https://ror.org/007zhvp17","country_code":"US","type":"company","lineage":["https://openalex.org/I267592682"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"E. Smirni","raw_affiliation_strings":["Department of Computer Science, College of William and Mary, Williamsburg, VA, USA","Department of Computer Science; College of William and Mary; Williamsburg VA USA"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, College of William and Mary, Williamsburg, VA, USA","institution_ids":["https://openalex.org/I16285277","https://openalex.org/I267592682"]},{"raw_affiliation_string":"Department of Computer Science; College of William and Mary; Williamsburg VA USA","institution_ids":["https://openalex.org/I16285277"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110097872","display_name":"Guofei Jiang","orcid":null},"institutions":[{"id":"https://openalex.org/I20089843","display_name":"Princeton University","ror":"https://ror.org/00hx57361","country_code":"US","type":"education","lineage":["https://openalex.org/I20089843"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Guofei Jiang","raw_affiliation_strings":["Autonomic Management Group, NEC Laboratories America, Inc., Princeton, NJ, USA","Autonomic Manage. Group, NEC Labs. America, Princeton, NJ, USA"],"affiliations":[{"raw_affiliation_string":"Autonomic Management Group, NEC Laboratories America, Inc., Princeton, NJ, USA","institution_ids":[]},{"raw_affiliation_string":"Autonomic Manage. Group, NEC Labs. America, Princeton, NJ, USA","institution_ids":["https://openalex.org/I20089843"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5047512777","display_name":"Kenji Yoshihira","orcid":null},"institutions":[{"id":"https://openalex.org/I20089843","display_name":"Princeton University","ror":"https://ror.org/00hx57361","country_code":"US","type":"education","lineage":["https://openalex.org/I20089843"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"K. Yoshihira","raw_affiliation_strings":["Autonomic Management Group, NEC Laboratories America, Inc., Princeton, NJ, USA","Autonomic Manage. Group, NEC Labs. America, Princeton, NJ, USA"],"affiliations":[{"raw_affiliation_string":"Autonomic Management Group, NEC Laboratories America, Inc., Princeton, NJ, USA","institution_ids":[]},{"raw_affiliation_string":"Autonomic Manage. Group, NEC Labs. America, Princeton, NJ, USA","institution_ids":["https://openalex.org/I20089843"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5100366022"],"corresponding_institution_ids":["https://openalex.org/I16285277","https://openalex.org/I267592682"],"apc_list":null,"apc_paid":null,"fwci":8.3556,"has_fulltext":false,"cited_by_count":20,"citation_normalized_percentile":{"value":0.9720351,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"10"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10101","display_name":"Cloud Computing and Resource Management","score":1.0,"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":1.0,"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/T10714","display_name":"Software-Defined Networks and 5G","score":0.9991999864578247,"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/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9983000159263611,"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":0.8566508293151855},{"id":"https://openalex.org/keywords/server","display_name":"Server","score":0.7139590978622437},{"id":"https://openalex.org/keywords/load-balancing","display_name":"Load balancing (electrical power)","score":0.7123744487762451},{"id":"https://openalex.org/keywords/testbed","display_name":"Testbed","score":0.6745864152908325},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.6705330610275269},{"id":"https://openalex.org/keywords/scheduling","display_name":"Scheduling (production processes)","score":0.5557347536087036},{"id":"https://openalex.org/keywords/virtualization","display_name":"Virtualization","score":0.5499463081359863},{"id":"https://openalex.org/keywords/queueing-theory","display_name":"Queueing theory","score":0.4873712658882141},{"id":"https://openalex.org/keywords/virtual-machine","display_name":"Virtual machine","score":0.4583340287208557},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.3564366102218628},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.21848919987678528},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.1921708881855011},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.15652358531951904}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8566508293151855},{"id":"https://openalex.org/C93996380","wikidata":"https://www.wikidata.org/wiki/Q44127","display_name":"Server","level":2,"score":0.7139590978622437},{"id":"https://openalex.org/C138959212","wikidata":"https://www.wikidata.org/wiki/Q1806783","display_name":"Load balancing (electrical power)","level":3,"score":0.7123744487762451},{"id":"https://openalex.org/C31395832","wikidata":"https://www.wikidata.org/wiki/Q1318674","display_name":"Testbed","level":2,"score":0.6745864152908325},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.6705330610275269},{"id":"https://openalex.org/C206729178","wikidata":"https://www.wikidata.org/wiki/Q2271896","display_name":"Scheduling (production processes)","level":2,"score":0.5557347536087036},{"id":"https://openalex.org/C513985346","wikidata":"https://www.wikidata.org/wiki/Q270471","display_name":"Virtualization","level":3,"score":0.5499463081359863},{"id":"https://openalex.org/C22684755","wikidata":"https://www.wikidata.org/wiki/Q847526","display_name":"Queueing theory","level":2,"score":0.4873712658882141},{"id":"https://openalex.org/C25344961","wikidata":"https://www.wikidata.org/wiki/Q192726","display_name":"Virtual machine","level":2,"score":0.4583340287208557},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.3564366102218628},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.21848919987678528},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.1921708881855011},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.15652358531951904},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C187691185","wikidata":"https://www.wikidata.org/wiki/Q2020720","display_name":"Grid","level":2,"score":0.0},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/iwqos.2013.6550268","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iwqos.2013.6550268","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2013 IEEE/ACM 21st International Symposium on Quality of Service (IWQoS)","raw_type":"proceedings-article"},{"id":"pmh:oai:CiteSeerX.psu:10.1.1.417.7924","is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.417.7924","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://www.nec-labs.com/~gfj/lu-iwqos-13.pdf","raw_type":"text"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320306076","display_name":"National Science Foundation","ror":"https://ror.org/021nxhr62"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":33,"referenced_works":["https://openalex.org/W38574060","https://openalex.org/W206379916","https://openalex.org/W1482775559","https://openalex.org/W1535445971","https://openalex.org/W1588337406","https://openalex.org/W1670635083","https://openalex.org/W1890643295","https://openalex.org/W1896508381","https://openalex.org/W1966475329","https://openalex.org/W1976665334","https://openalex.org/W1979361375","https://openalex.org/W1980375431","https://openalex.org/W1981581025","https://openalex.org/W2004152279","https://openalex.org/W2019155735","https://openalex.org/W2049724793","https://openalex.org/W2088961276","https://openalex.org/W2130235153","https://openalex.org/W2131726714","https://openalex.org/W2143690081","https://openalex.org/W2157093658","https://openalex.org/W2400908863","https://openalex.org/W3149644221","https://openalex.org/W4237831889","https://openalex.org/W4238384792","https://openalex.org/W4243947286","https://openalex.org/W6601548794","https://openalex.org/W6608377300","https://openalex.org/W6631972788","https://openalex.org/W6639249596","https://openalex.org/W6642173656","https://openalex.org/W6661349555","https://openalex.org/W6678112380"],"related_works":["https://openalex.org/W2088620127","https://openalex.org/W2743348030","https://openalex.org/W2900408237","https://openalex.org/W1963799338","https://openalex.org/W2036412865","https://openalex.org/W2542775576","https://openalex.org/W2947629119","https://openalex.org/W2545334782","https://openalex.org/W2346893066","https://openalex.org/W2160597328"],"abstract_inverted_index":{"Effective":[0],"consolidation":[1,189],"of":[2,33],"different":[3,53,95,100],"applications":[4,51],"on":[5,37,49,62,70,144],"common":[6],"resources":[7,128],"is":[8,77,104,142,181],"often":[9],"akin":[10],"to":[11,64,120,151],"black":[12],"art":[13],"as":[14,106,183],"application":[15,68],"performance":[16,75],"interference":[17,76],"may":[18],"result":[19],"in":[20,131,149],"unpredictable":[21],"system":[22],"and":[23,58,129],"workload":[24],"delays.":[25],"In":[26],"this":[27,81,102],"paper":[28],"we":[29,83],"consider":[30],"the":[31,60,122,145,153,159,178,187],"problem":[32,61,111],"fair":[34,90],"load":[35,91,133],"balancing":[36,92,134],"multiple":[38,132,170],"servers":[39],"within":[40],"a":[41,85,89,107,114,137,164],"virtualized":[42],"data":[43],"center":[44],"setting.":[45],"We":[46,156],"especially":[47],"focus":[48],"multi-tiered":[50],"with":[52],"resource":[54],"demands":[55],"per":[56],"tier":[57,69],"address":[59,80],"how":[63],"best":[65],"match":[66],"each":[67,71],"resource,":[72],"such":[73],"that":[74,112,168,177],"minimized.":[78],"To":[79],"problem,":[82],"propose":[84],"two-step":[86],"approach.":[87],"First,":[88],"scheme":[93,118],"assigns":[94],"virtual":[96],"machines":[97],"(VMs)":[98],"across":[99,125],"servers;":[101],"process":[103],"formulated":[105],"multi-dimensional":[108],"vector":[109],"scheduling":[110],"uses":[113],"new":[115],"polynomial-time":[116],"approximation":[117],"(PTAS)":[119],"minimize":[121],"maximum":[123],"utilization":[124],"all":[126],"server":[127],"results":[130,175],"solutions.":[135],"Second,":[136],"queueing":[138],"network":[139],"analytic":[140],"model":[141],"applied":[143],"proposed":[146,160,179],"min-max":[147],"solutions":[148],"order":[150],"select":[152],"optimal":[154,188],"one.":[155],"experimentally":[157],"evaluate":[158],"two-stage":[161],"mechanism":[162,180],"using":[163],"Xen":[165],"virtualization":[166],"testbed":[167],"hosts":[169],"RUBiS":[171],"multi-tier":[172],"applications.":[173],"Experimental":[174],"show":[176],"robust":[182],"it":[184],"always":[185],"predicts":[186],"strategy.":[190]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2022,"cited_by_count":1},{"year":2019,"cited_by_count":1},{"year":2018,"cited_by_count":3},{"year":2017,"cited_by_count":3},{"year":2016,"cited_by_count":2},{"year":2015,"cited_by_count":3},{"year":2014,"cited_by_count":5}],"updated_date":"2026-04-05T17:49:38.594831","created_date":"2025-10-10T00:00:00"}
