{"id":"https://openalex.org/W4296915419","doi":"https://doi.org/10.1109/tsusc.2022.3208781","title":"A Survey on Machine Learning for Geo-Distributed Cloud Data Center Management","display_name":"A Survey on Machine Learning for Geo-Distributed Cloud Data Center Management","publication_year":2022,"publication_date":"2022-09-22","ids":{"openalex":"https://openalex.org/W4296915419","doi":"https://doi.org/10.1109/tsusc.2022.3208781"},"language":"en","primary_location":{"id":"doi:10.1109/tsusc.2022.3208781","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tsusc.2022.3208781","pdf_url":null,"source":{"id":"https://openalex.org/S4210221417","display_name":"IEEE Transactions on Sustainable Computing","issn_l":"2377-3782","issn":["2377-3782","2377-3790"],"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 Sustainable Computing","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/A5053409438","display_name":"Ninad Hogade","orcid":"https://orcid.org/0000-0001-8560-2497"},"institutions":[{"id":"https://openalex.org/I92446798","display_name":"Colorado State University","ror":"https://ror.org/03k1gpj17","country_code":"US","type":"education","lineage":["https://openalex.org/I92446798"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ninad Hogade","raw_affiliation_strings":["Department of Electrical and Computer Engineering, Colorado State University, Fort Collins, CO, USA"],"raw_orcid":"https://orcid.org/0000-0001-8560-2497","affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, Colorado State University, Fort Collins, CO, USA","institution_ids":["https://openalex.org/I92446798"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5018382547","display_name":"Sudeep Pasricha","orcid":"https://orcid.org/0000-0002-0846-0066"},"institutions":[{"id":"https://openalex.org/I92446798","display_name":"Colorado State University","ror":"https://ror.org/03k1gpj17","country_code":"US","type":"education","lineage":["https://openalex.org/I92446798"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Sudeep Pasricha","raw_affiliation_strings":["Department of Electrical and Computer Engineering, Colorado State University, Fort Collins, CO, USA"],"raw_orcid":"https://orcid.org/0000-0002-0846-0066","affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, Colorado State University, Fort Collins, CO, USA","institution_ids":["https://openalex.org/I92446798"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I92446798"],"apc_list":null,"apc_paid":null,"fwci":7.7831,"has_fulltext":false,"cited_by_count":33,"citation_normalized_percentile":{"value":0.97374618,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":100},"biblio":{"volume":"8","issue":"1","first_page":"15","last_page":"31"},"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/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9984999895095825,"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/T12761","display_name":"Data Stream Mining Techniques","score":0.9898999929428101,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/cloud-computing","display_name":"Cloud computing","score":0.9004266262054443},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7989842891693115},{"id":"https://openalex.org/keywords/data-center","display_name":"Data center","score":0.716252326965332},{"id":"https://openalex.org/keywords/orchestration","display_name":"Orchestration","score":0.6743764281272888},{"id":"https://openalex.org/keywords/big-data","display_name":"Big data","score":0.562261700630188},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.5560740232467651},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.548244833946228},{"id":"https://openalex.org/keywords/workload","display_name":"Workload","score":0.5323726534843445},{"id":"https://openalex.org/keywords/variety","display_name":"Variety (cybernetics)","score":0.5104571580886841},{"id":"https://openalex.org/keywords/software-as-a-service","display_name":"Software as a service","score":0.4273698925971985},{"id":"https://openalex.org/keywords/data-management","display_name":"Data management","score":0.42699766159057617},{"id":"https://openalex.org/keywords/cloud-testing","display_name":"Cloud testing","score":0.42085155844688416},{"id":"https://openalex.org/keywords/cloud-computing-security","display_name":"Cloud computing security","score":0.32734403014183044},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.3009319603443146},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.25601285696029663},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.19924378395080566},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.196064293384552},{"id":"https://openalex.org/keywords/software-development","display_name":"Software development","score":0.0906091034412384}],"concepts":[{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.9004266262054443},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7989842891693115},{"id":"https://openalex.org/C153740404","wikidata":"https://www.wikidata.org/wiki/Q671224","display_name":"Data center","level":2,"score":0.716252326965332},{"id":"https://openalex.org/C199168358","wikidata":"https://www.wikidata.org/wiki/Q3367000","display_name":"Orchestration","level":3,"score":0.6743764281272888},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.562261700630188},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.5560740232467651},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.548244833946228},{"id":"https://openalex.org/C2778476105","wikidata":"https://www.wikidata.org/wiki/Q628539","display_name":"Workload","level":2,"score":0.5323726534843445},{"id":"https://openalex.org/C136197465","wikidata":"https://www.wikidata.org/wiki/Q1729295","display_name":"Variety (cybernetics)","level":2,"score":0.5104571580886841},{"id":"https://openalex.org/C175133352","wikidata":"https://www.wikidata.org/wiki/Q1254596","display_name":"Software as a service","level":4,"score":0.4273698925971985},{"id":"https://openalex.org/C1668388","wikidata":"https://www.wikidata.org/wiki/Q1149776","display_name":"Data management","level":2,"score":0.42699766159057617},{"id":"https://openalex.org/C120115606","wikidata":"https://www.wikidata.org/wiki/Q5135723","display_name":"Cloud testing","level":4,"score":0.42085155844688416},{"id":"https://openalex.org/C184842701","wikidata":"https://www.wikidata.org/wiki/Q370563","display_name":"Cloud computing security","level":3,"score":0.32734403014183044},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.3009319603443146},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.25601285696029663},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.19924378395080566},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.196064293384552},{"id":"https://openalex.org/C529173508","wikidata":"https://www.wikidata.org/wiki/Q638608","display_name":"Software development","level":3,"score":0.0906091034412384},{"id":"https://openalex.org/C153349607","wikidata":"https://www.wikidata.org/wiki/Q36649","display_name":"Visual arts","level":1,"score":0.0},{"id":"https://openalex.org/C558565934","wikidata":"https://www.wikidata.org/wiki/Q2743","display_name":"Musical","level":2,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C142362112","wikidata":"https://www.wikidata.org/wiki/Q735","display_name":"Art","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tsusc.2022.3208781","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tsusc.2022.3208781","pdf_url":null,"source":{"id":"https://openalex.org/S4210221417","display_name":"IEEE Transactions on Sustainable Computing","issn_l":"2377-3782","issn":["2377-3782","2377-3790"],"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 Sustainable Computing","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G3223661240","display_name":null,"funder_award_id":"CCF-1302693","funder_id":"https://openalex.org/F4320335353","funder_display_name":"National Science Foundation of Sri Lanka"}],"funders":[{"id":"https://openalex.org/F4320335353","display_name":"National Science Foundation of Sri Lanka","ror":"https://ror.org/010xaa060"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":46,"referenced_works":["https://openalex.org/W2110953678","https://openalex.org/W2126105956","https://openalex.org/W2593321248","https://openalex.org/W2625108112","https://openalex.org/W2727537220","https://openalex.org/W2782301536","https://openalex.org/W2783354355","https://openalex.org/W2789871570","https://openalex.org/W2794484445","https://openalex.org/W2795098800","https://openalex.org/W2795776586","https://openalex.org/W2886948677","https://openalex.org/W2894021503","https://openalex.org/W2906170845","https://openalex.org/W2945782956","https://openalex.org/W2958608667","https://openalex.org/W2969644839","https://openalex.org/W2980525427","https://openalex.org/W3005228039","https://openalex.org/W3007964874","https://openalex.org/W3008357150","https://openalex.org/W3010888611","https://openalex.org/W3013554759","https://openalex.org/W3021193956","https://openalex.org/W3039675384","https://openalex.org/W3086670379","https://openalex.org/W3116557396","https://openalex.org/W3120735542","https://openalex.org/W3133098961","https://openalex.org/W3133776890","https://openalex.org/W3138070503","https://openalex.org/W3154242748","https://openalex.org/W3161198055","https://openalex.org/W3161992408","https://openalex.org/W3168770969","https://openalex.org/W3170090827","https://openalex.org/W3198421406","https://openalex.org/W3202268185","https://openalex.org/W3202460066","https://openalex.org/W3209976999","https://openalex.org/W3211197196","https://openalex.org/W6740062631","https://openalex.org/W6790886719","https://openalex.org/W6795058041","https://openalex.org/W6795882241","https://openalex.org/W6802867055"],"related_works":["https://openalex.org/W2080975316","https://openalex.org/W191275436","https://openalex.org/W4238737051","https://openalex.org/W3006187839","https://openalex.org/W2046722858","https://openalex.org/W3145857732","https://openalex.org/W2931996793","https://openalex.org/W2077430250","https://openalex.org/W3174931267","https://openalex.org/W1935342657"],"abstract_inverted_index":{"Cloud":[0,17],"workloads":[1,142],"today":[2],"are":[3,96],"typically":[4],"managed":[5],"in":[6,108,150,176,202],"a":[7,57,75],"distributed":[8,14,138],"environment":[9],"and":[10,40,47,53,64,104,121,131,136,141,173,185,196,206],"processed":[11],"across":[12],"geographically":[13],"data":[15,23,165],"centers.":[16],"service":[18,35,115],"providers":[19,116],"have":[20,66,84,105,146],"been":[21,67,86],"distributing":[22],"centers":[24],"globally":[25],"to":[26,60,69,88,98,100,117],"reduce":[27],"operating":[28],"costs":[29],"while":[30],"also":[31,193],"improving":[32],"quality":[33],"of":[34,50,77,133,198],"by":[36,73],"using":[37],"intelligent":[38,119],"workload":[39,52],"resource":[41],"management":[42,79,91,167,184],"strategies.":[43],"Such":[44],"large":[45],"scale":[46,99],"complex":[48],"orchestration":[49],"software":[51],"hardware":[54],"resources":[55,140],"remains":[56],"difficult":[58,97],"problem":[59,72,102],"solve":[61],"efficiently.":[62],"Researchers":[63],"practitioners":[65],"trying":[68],"address":[70,89],"this":[71,154],"proposing":[74],"variety":[76],"cloud":[78,90,114,139,164,183],"techniques.":[80],"Mathematical":[81],"optimization":[82,132],"techniques":[83,95,161,200],"historically":[85],"used":[87],"issues.":[92,191],"But":[93],"these":[94,190],"geo-distributed":[101],"sizes":[103],"limited":[106],"applicability":[107],"dynamic":[109],"heterogeneous":[110],"system":[111],"environments,":[112],"forcing":[113],"explore":[118,186],"data-driven":[120],"Machine":[122],"Learning":[123],"(ML)":[124],"based":[125],"alternatives.":[126],"The":[127],"characterization,":[128],"prediction,":[129],"control,":[130],"complex,":[134],"heterogeneous,":[135],"ever-changing":[137],"employing":[143],"ML":[144,160,181,199],"methodologies":[145],"received":[147],"much":[148],"attention":[149],"recent":[151,204],"years.":[152],"In":[153],"article,":[155],"we":[156],"review":[157],"the":[158,163,171,174,203],"state-of-the-art":[159],"for":[162,182,188,209],"center":[166],"problem.":[168],"We":[169,192],"examine":[170],"challenges":[172],"issues":[175],"current":[177],"research":[178,211],"focused":[179],"on":[180],"strategies":[187],"addressing":[189],"discuss":[194],"advantages":[195],"disadvantages":[197],"presented":[201],"literature":[205],"make":[207],"recommendations":[208],"future":[210],"directions.":[212]},"counts_by_year":[{"year":2026,"cited_by_count":8},{"year":2025,"cited_by_count":13},{"year":2024,"cited_by_count":9},{"year":2023,"cited_by_count":3}],"updated_date":"2026-07-15T18:14:33.161393","created_date":"2025-10-10T00:00:00"}
