{"id":"https://openalex.org/W2497069692","doi":"https://doi.org/10.1109/tpds.2016.2594765","title":"Improving Performance of Heterogeneous MapReduce Clusters with Adaptive Task Tuning","display_name":"Improving Performance of Heterogeneous MapReduce Clusters with Adaptive Task Tuning","publication_year":2016,"publication_date":"2016-07-27","ids":{"openalex":"https://openalex.org/W2497069692","doi":"https://doi.org/10.1109/tpds.2016.2594765","mag":"2497069692"},"language":"en","primary_location":{"id":"doi:10.1109/tpds.2016.2594765","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tpds.2016.2594765","pdf_url":null,"source":{"id":"https://openalex.org/S97130795","display_name":"IEEE Transactions on Parallel and Distributed Systems","issn_l":"1045-9219","issn":["1045-9219","1558-2183","2161-9883"],"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 Transactions on Parallel and Distributed Systems","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/A5063911669","display_name":"Dazhao Cheng","orcid":"https://orcid.org/0000-0003-2869-7623"},"institutions":[{"id":"https://openalex.org/I102149020","display_name":"University of North Carolina at Charlotte","ror":"https://ror.org/04dawnj30","country_code":"US","type":"education","lineage":["https://openalex.org/I102149020"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Dazhao Cheng","raw_affiliation_strings":["Department of Computer Science, University of North Carolina at Charlotte, NC"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, University of North Carolina at Charlotte, NC","institution_ids":["https://openalex.org/I102149020"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5073224556","display_name":"Jia Rao","orcid":"https://orcid.org/0000-0002-2133-4363"},"institutions":[{"id":"https://openalex.org/I888729015","display_name":"University of Colorado Colorado Springs","ror":"https://ror.org/054spjc55","country_code":"US","type":"education","lineage":["https://openalex.org/I888729015"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jia Rao","raw_affiliation_strings":["Department of Computer Science, University of Colorado, Colorado Springs, CO"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, University of Colorado, Colorado Springs, CO","institution_ids":["https://openalex.org/I888729015"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024620270","display_name":"Yanfei Guo","orcid":"https://orcid.org/0000-0002-3731-5423"},"institutions":[{"id":"https://openalex.org/I1282105669","display_name":"Argonne National Laboratory","ror":"https://ror.org/05gvnxz63","country_code":"US","type":"facility","lineage":["https://openalex.org/I1282105669","https://openalex.org/I1330989302","https://openalex.org/I39565521","https://openalex.org/I40347166"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Yanfei Guo","raw_affiliation_strings":["Postdoc Fellow in the Argonne National Lab, Lemont, IL"],"affiliations":[{"raw_affiliation_string":"Postdoc Fellow in the Argonne National Lab, Lemont, IL","institution_ids":["https://openalex.org/I1282105669"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5066099338","display_name":"Changjun Jiang","orcid":"https://orcid.org/0000-0003-0637-9317"},"institutions":[{"id":"https://openalex.org/I116953780","display_name":"Tongji University","ror":"https://ror.org/03rc6as71","country_code":"CN","type":"education","lineage":["https://openalex.org/I116953780"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Changjun Jiang","raw_affiliation_strings":["Department of Computer Science & Technology, Tongji University, Jiading, Shanghai, China"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science & Technology, Tongji University, Jiading, Shanghai, China","institution_ids":["https://openalex.org/I116953780"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5078528016","display_name":"Xiaobo Zhou","orcid":"https://orcid.org/0000-0002-0466-7609"},"institutions":[{"id":"https://openalex.org/I888729015","display_name":"University of Colorado Colorado Springs","ror":"https://ror.org/054spjc55","country_code":"US","type":"education","lineage":["https://openalex.org/I888729015"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Xiaobo Zhou","raw_affiliation_strings":["Department of Computer Science, University of Colorado, Colorado Springs, CO"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, University of Colorado, Colorado Springs, CO","institution_ids":["https://openalex.org/I888729015"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5063911669"],"corresponding_institution_ids":["https://openalex.org/I102149020"],"apc_list":null,"apc_paid":null,"fwci":30.3827,"has_fulltext":false,"cited_by_count":91,"citation_normalized_percentile":{"value":0.99594679,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":100},"biblio":{"volume":"28","issue":"3","first_page":"774","last_page":"786"},"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/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9962999820709229,"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/T11181","display_name":"Advanced Data Storage Technologies","score":0.989799976348877,"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":0.871911346912384},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.6780819892883301},{"id":"https://openalex.org/keywords/homogeneous","display_name":"Homogeneous","score":0.6551612615585327},{"id":"https://openalex.org/keywords/scheduling","display_name":"Scheduling (production processes)","score":0.5930263996124268},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.5828430652618408},{"id":"https://openalex.org/keywords/load-balancing","display_name":"Load balancing (electrical power)","score":0.5231112837791443},{"id":"https://openalex.org/keywords/ant-colony","display_name":"Ant colony","score":0.49178317189216614},{"id":"https://openalex.org/keywords/cluster","display_name":"Cluster (spacecraft)","score":0.48270440101623535},{"id":"https://openalex.org/keywords/heterogeneous-network","display_name":"Heterogeneous network","score":0.46605855226516724},{"id":"https://openalex.org/keywords/parallel-computing","display_name":"Parallel computing","score":0.4564208984375},{"id":"https://openalex.org/keywords/software-deployment","display_name":"Software deployment","score":0.41996270418167114},{"id":"https://openalex.org/keywords/ant-colony-optimization-algorithms","display_name":"Ant colony optimization algorithms","score":0.28499579429626465},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.14040538668632507},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.13430839776992798},{"id":"https://openalex.org/keywords/wireless","display_name":"Wireless","score":0.09745621681213379}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.871911346912384},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.6780819892883301},{"id":"https://openalex.org/C66882249","wikidata":"https://www.wikidata.org/wiki/Q169336","display_name":"Homogeneous","level":2,"score":0.6551612615585327},{"id":"https://openalex.org/C206729178","wikidata":"https://www.wikidata.org/wiki/Q2271896","display_name":"Scheduling (production processes)","level":2,"score":0.5930263996124268},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.5828430652618408},{"id":"https://openalex.org/C138959212","wikidata":"https://www.wikidata.org/wiki/Q1806783","display_name":"Load balancing (electrical power)","level":3,"score":0.5231112837791443},{"id":"https://openalex.org/C60891933","wikidata":"https://www.wikidata.org/wiki/Q796575","display_name":"Ant colony","level":3,"score":0.49178317189216614},{"id":"https://openalex.org/C164866538","wikidata":"https://www.wikidata.org/wiki/Q367351","display_name":"Cluster (spacecraft)","level":2,"score":0.48270440101623535},{"id":"https://openalex.org/C158207573","wikidata":"https://www.wikidata.org/wiki/Q5747224","display_name":"Heterogeneous network","level":4,"score":0.46605855226516724},{"id":"https://openalex.org/C173608175","wikidata":"https://www.wikidata.org/wiki/Q232661","display_name":"Parallel computing","level":1,"score":0.4564208984375},{"id":"https://openalex.org/C105339364","wikidata":"https://www.wikidata.org/wiki/Q2297740","display_name":"Software deployment","level":2,"score":0.41996270418167114},{"id":"https://openalex.org/C40128228","wikidata":"https://www.wikidata.org/wiki/Q460851","display_name":"Ant colony optimization algorithms","level":2,"score":0.28499579429626465},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.14040538668632507},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.13430839776992798},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.09745621681213379},{"id":"https://openalex.org/C187691185","wikidata":"https://www.wikidata.org/wiki/Q2020720","display_name":"Grid","level":2,"score":0.0},{"id":"https://openalex.org/C97355855","wikidata":"https://www.wikidata.org/wiki/Q11473","display_name":"Thermodynamics","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0},{"id":"https://openalex.org/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","level":1,"score":0.0},{"id":"https://openalex.org/C108037233","wikidata":"https://www.wikidata.org/wiki/Q11375","display_name":"Wireless network","level":3,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C21547014","wikidata":"https://www.wikidata.org/wiki/Q1423657","display_name":"Operations management","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tpds.2016.2594765","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tpds.2016.2594765","pdf_url":null,"source":{"id":"https://openalex.org/S97130795","display_name":"IEEE Transactions on Parallel and Distributed Systems","issn_l":"1045-9219","issn":["1045-9219","1558-2183","2161-9883"],"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 Transactions on Parallel and Distributed Systems","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2080463747","display_name":null,"funder_award_id":"CNS-1320122","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G2689826514","display_name":null,"funder_award_id":"61328203","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G4564259493","display_name":null,"funder_award_id":"CNS-1217979","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G5396769710","display_name":null,"funder_award_id":"CNS-1422119","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"}],"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":29,"referenced_works":["https://openalex.org/W137316345","https://openalex.org/W1420267637","https://openalex.org/W1515595738","https://openalex.org/W1530955034","https://openalex.org/W1545686965","https://openalex.org/W1834532152","https://openalex.org/W1861377444","https://openalex.org/W1963563622","https://openalex.org/W1982369203","https://openalex.org/W1984116073","https://openalex.org/W2007958048","https://openalex.org/W2013265062","https://openalex.org/W2058340614","https://openalex.org/W2087639786","https://openalex.org/W2094359896","https://openalex.org/W2107001003","https://openalex.org/W2114896543","https://openalex.org/W2126105956","https://openalex.org/W2140486418","https://openalex.org/W2157490430","https://openalex.org/W2294316975","https://openalex.org/W2396433687","https://openalex.org/W2561528914","https://openalex.org/W2995564009","https://openalex.org/W6605595552","https://openalex.org/W6639007902","https://openalex.org/W6639193275","https://openalex.org/W6697505614","https://openalex.org/W6712017604"],"related_works":["https://openalex.org/W96612179","https://openalex.org/W2770234245","https://openalex.org/W2987774938","https://openalex.org/W2566006169","https://openalex.org/W4256492088","https://openalex.org/W632915154","https://openalex.org/W3012371152","https://openalex.org/W4366605471","https://openalex.org/W2606945902","https://openalex.org/W2370081772"],"abstract_inverted_index":{"Datacenter-scale":[0],"clusters":[1,42,280,326],"are":[2,15,60],"evolving":[3],"toward":[4],"heterogeneous":[5,41,96,123,151,233],"hardware":[6,166,238],"architectures":[7],"due":[8,31],"to":[9,32,52,118,183,256,277,309,346],"continuous":[10],"server":[11],"replacement.":[12],"Meanwhile,":[13],"datacenters":[14],"commonly":[16],"shared":[17],"by":[18,198,249,339],"many":[19],"users":[20],"for":[21,63,142],"quite":[22],"different":[23,116,147],"uses.":[24],"It":[25,168,304],"often":[26],"exhibits":[27],"significant":[28,44,69],"performance":[29,50,70,296],"heterogeneity":[30,66],"multi-tenant":[33,283],"interferences.":[34],"The":[35],"deployment":[36],"of":[37,93,103,122,160],"MapReduce":[38,58,279],"on":[39,78,95,146,164,231,293,317,324],"such":[40],"presents":[43],"challenges":[45],"in":[46,72,218,281],"achieving":[47],"good":[48],"application":[49],"compared":[51,255,345],"in-house":[53],"dedicated":[54],"clusters.":[55],"As":[56],"most":[57],"implementations":[59],"originally":[61],"designed":[62],"homogeneous":[64,91,161,175],"environments,":[65],"can":[67,98],"cause":[68,108],"deterioration":[71],"job":[73,246,336],"execution":[74],"despite":[75],"existing":[76],"optimizations":[77],"task":[79,132,213,227],"scheduling":[80],"and":[81,106,177,193,206,215,252,266,300,342,349],"load":[82,104],"balancing.":[83],"In":[84,149],"this":[85,126],"paper,":[86],"we":[87,128,274],"observe":[88],"that":[89,136,241,331],"the":[90,120,139,180,200,244,318,334],"configuration":[92,269,314],"tasks":[94,144,188,196,205],"nodes":[97,156,312],"be":[99,113],"an":[100],"important":[101],"source":[102],"imbalance":[105],"thus":[107],"poor":[109,208],"performance.":[110],"Tasks":[111],"should":[112],"customized":[114,260],"with":[115,189,236,262,327],"configurations":[117,141,192,197,201],"match":[119],"capabilities":[121,239],"nodes.":[124,148],"To":[125,211],"end,":[127],"propose":[129],"a":[130,150,158,174,232,267,282,289],"self-adaptive":[131],"tuning":[133,214],"approach,":[134],"Ant,":[135],"automatically":[137],"searches":[138],"optimal":[140],"individual":[143],"running":[145],"cluster,":[152],"Ant":[153,185,221,242,276,287,332],"first":[154],"divides":[155],"into":[157,313],"number":[159],"subclusters":[162],"based":[163,292,316],"their":[165],"configurations.":[167,210],"then":[169],"treats":[170],"each":[171],"subcluster":[172],"as":[173],"cluster":[176,235],"independently":[178],"applies":[179],"self-tuning":[181],"algorithm":[182,224,308],"them.":[184],"finally":[186],"configures":[187],"randomly":[190],"selected":[191],"gradually":[194],"improves":[195,243,333],"reproducing":[199],"from":[202],"best":[203],"performing":[204,209],"discarding":[207],"accelerate":[212],"avoid":[216],"trapping":[217],"local":[219],"optimum,":[220],"uses":[222,305],"genetic":[223],"during":[225],"adaptive":[226],"configuration.":[228],"Experimental":[229,322],"results":[230,323],"physical":[234],"varying":[237,328],"show":[240,330],"average":[245,335],"completion":[247,337],"time":[248,338],"31,":[250],"20,":[251,340],"14":[253],"percent":[254,344],"stock":[257],"Hadoop":[258,261],"(Stock),":[259],"industry":[263],"recommendations":[264],"(Heuristic),":[265],"profilingbased":[268],"approach":[270],"(Starfish),":[271],"respectively.":[272,351],"Furthermore,":[273],"extend":[275],"virtual":[278,290,311,325],"private":[284],"cloud.":[285],"Specifically,":[286],"characterizes":[288],"node":[291],"two":[294],"measured":[295,319],"statistics:":[297],"I/O":[298],"rate":[299],"CPU":[301],"steal":[302],"time.":[303],"k-means":[306],"clustering":[307],"classify":[310],"groups":[315],"dynamic":[320],"interference.":[321],"interferences":[329],"15,":[341],"11":[343],"Stock,":[347],"Heuristic":[348],"Starfish,":[350]},"counts_by_year":[{"year":2023,"cited_by_count":8},{"year":2022,"cited_by_count":5},{"year":2021,"cited_by_count":20},{"year":2020,"cited_by_count":14},{"year":2019,"cited_by_count":23},{"year":2018,"cited_by_count":12},{"year":2017,"cited_by_count":9}],"updated_date":"2026-04-09T08:11:56.329763","created_date":"2025-10-10T00:00:00"}