{"id":"https://openalex.org/W4403674129","doi":"https://doi.org/10.15439/2024f0004","title":"Machine Learning in Energy and Thermal-aware Resource Management of Cloud Data Centers: A Taxonomy and Future Directions","display_name":"Machine Learning in Energy and Thermal-aware Resource Management of Cloud Data Centers: A Taxonomy and Future Directions","publication_year":2024,"publication_date":"2024-10-23","ids":{"openalex":"https://openalex.org/W4403674129","doi":"https://doi.org/10.15439/2024f0004"},"language":"en","primary_location":{"id":"doi:10.15439/2024f0004","is_oa":true,"landing_page_url":"https://doi.org/10.15439/2024f0004","pdf_url":"https://annals-csis.org/Volume_39/drp/pdf/0004.pdf","source":{"id":"https://openalex.org/S4220651875","display_name":"Annals of Computer Science and Information Systems","issn_l":"2300-5963","issn":["2300-5963"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":"https://openalex.org/P4310317484","host_organization_name":"Polskie Towarzystwo Informatyczne","host_organization_lineage":["https://openalex.org/P4310317484"],"host_organization_lineage_names":["Polskie Towarzystwo Informatyczne"],"type":"conference"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Annals of Computer Science and Information Systems","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://annals-csis.org/Volume_39/drp/pdf/0004.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5050418212","display_name":"Shashikant Ilager","orcid":"https://orcid.org/0000-0003-1178-6582"},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Shashikant Ilager","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5014716105","display_name":"Rajkumar Buyya","orcid":"https://orcid.org/0000-0001-9754-6496"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Rajkumar Buyya","raw_affiliation_strings":[],"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5050418212"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":2.2959,"has_fulltext":true,"cited_by_count":4,"citation_normalized_percentile":{"value":0.91118421,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":"39","issue":null,"first_page":"21","last_page":"34"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10101","display_name":"Cloud Computing and Resource Management","score":0.9889000058174133,"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":0.9889000058174133,"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/T10270","display_name":"Blockchain Technology Applications and Security","score":0.9297999739646912,"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":0.9247999787330627,"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/cloud-computing","display_name":"Cloud computing","score":0.7449141144752502},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.658673107624054},{"id":"https://openalex.org/keywords/taxonomy","display_name":"Taxonomy (biology)","score":0.6512333154678345},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.4864346981048584},{"id":"https://openalex.org/keywords/resource-management","display_name":"Resource management (computing)","score":0.422633558511734},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.20493844151496887},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.168841153383255},{"id":"https://openalex.org/keywords/ecology","display_name":"Ecology","score":0.07002419233322144}],"concepts":[{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.7449141144752502},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.658673107624054},{"id":"https://openalex.org/C58642233","wikidata":"https://www.wikidata.org/wiki/Q8269924","display_name":"Taxonomy (biology)","level":2,"score":0.6512333154678345},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.4864346981048584},{"id":"https://openalex.org/C2780609101","wikidata":"https://www.wikidata.org/wiki/Q17156588","display_name":"Resource management (computing)","level":2,"score":0.422633558511734},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.20493844151496887},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.168841153383255},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.07002419233322144},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.15439/2024f0004","is_oa":true,"landing_page_url":"https://doi.org/10.15439/2024f0004","pdf_url":"https://annals-csis.org/Volume_39/drp/pdf/0004.pdf","source":{"id":"https://openalex.org/S4220651875","display_name":"Annals of Computer Science and Information Systems","issn_l":"2300-5963","issn":["2300-5963"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":"https://openalex.org/P4310317484","host_organization_name":"Polskie Towarzystwo Informatyczne","host_organization_lineage":["https://openalex.org/P4310317484"],"host_organization_lineage_names":["Polskie Towarzystwo Informatyczne"],"type":"conference"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Annals of Computer Science and Information Systems","raw_type":"proceedings-article"},{"id":"pmh:oai:doaj.org/article:e30fa36a4e5c4d809e5eaba1d7d9fdc4","is_oa":true,"landing_page_url":"https://doaj.org/article/e30fa36a4e5c4d809e5eaba1d7d9fdc4","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Annals of computer science and information systems, Vol 39, Pp 21-34 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.15439/2024f0004","is_oa":true,"landing_page_url":"https://doi.org/10.15439/2024f0004","pdf_url":"https://annals-csis.org/Volume_39/drp/pdf/0004.pdf","source":{"id":"https://openalex.org/S4220651875","display_name":"Annals of Computer Science and Information Systems","issn_l":"2300-5963","issn":["2300-5963"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":"https://openalex.org/P4310317484","host_organization_name":"Polskie Towarzystwo Informatyczne","host_organization_lineage":["https://openalex.org/P4310317484"],"host_organization_lineage_names":["Polskie Towarzystwo Informatyczne"],"type":"conference"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Annals of Computer Science and Information Systems","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4403674129.pdf","grobid_xml":"https://content.openalex.org/works/W4403674129.grobid-xml"},"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W4244478748","https://openalex.org/W3150465815","https://openalex.org/W4223488648","https://openalex.org/W2134969820","https://openalex.org/W2251605416","https://openalex.org/W1997222214","https://openalex.org/W2560439919"],"abstract_inverted_index":{"Cloud":[0,159],"data":[1,37,106,129,144],"centres":[2,107,130],"(CDCs)":[3],"are":[4,151,162],"the":[5,30,71,82,86,111],"backbone":[6],"infrastructures":[7],"of":[8,18,85],"modern":[9],"digital":[10],"society,":[11],"but":[12],"they":[13],"also":[14,109],"consume":[15],"huge":[16],"amounts":[17],"energy":[19,94,122],"and":[20,36,48,75,95,108,116,123,147],"generate":[21],"heat.To":[22],"manage":[23],"CDC":[24],"resources":[25],"efficiently,":[26],"we":[27,58],"must":[28],"consider":[29],"complex":[31,56],"interactions":[32],"between":[33,73],"diverse":[34],"workloads":[35],"centre":[38,145],"components.However,":[39],"most":[40],"existing":[41,87,137],"resource":[42,64,77,88,102,126,138],"management":[43,65,78,89,103,127,139],"systems":[44,104,118],"rely":[45],"on":[46,100,121,134],"simple":[47],"static":[49],"rules":[50],"that":[51,67],"fail":[52],"to":[53],"capture":[54,70],"these":[55],"interactions.Therefore,":[57],"require":[59],"new":[60],"data-driven":[61],"Machine":[62],"learning-based":[63,101],"approaches":[66,90,140],"can":[68],"efficiently":[69],"interdependencies":[72],"parameters":[74],"guide":[76],"systems.This":[79],"review":[80],"describes":[81],"in-depth":[83],"analysis":[84],"in":[91,105,128],"CDCs":[92],"for":[93,113,157],"thermal":[96,124],"efficiency.It":[97],"mainly":[98],"focuses":[99],"identifies":[110],"need":[112],"integrated":[114],"computing":[115,160],"cooling":[117,148],"management.A":[119],"taxonomy":[120],"efficient":[125],"is":[131],"proposed.Furthermore,":[132],"based":[133],"this":[135],"taxonomy,":[136],"from":[141],"server":[142],"level,":[143,146],"system":[149],"level":[150],"discussed.Finally,":[152],"key":[153],"future":[154],"research":[155],"directions":[156],"sustainable":[158],"services":[161],"proposed.":[163]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1}],"updated_date":"2026-03-13T14:20:09.374765","created_date":"2025-10-10T00:00:00"}