{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,7,14]],"date-time":"2026-07-14T14:58:19Z","timestamp":1784041099153,"version":"3.55.0"},"reference-count":47,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","issue":"2","license":[{"start":{"date-parts":[[2023,6,1]],"date-time":"2023-06-01T00:00:00Z","timestamp":1685577600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/ieeexplore.ieee.org\/Xplorehelp\/downloads\/license-information\/IEEE.html"},{"start":{"date-parts":[[2023,6,1]],"date-time":"2023-06-01T00:00:00Z","timestamp":1685577600000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2023,6,1]],"date-time":"2023-06-01T00:00:00Z","timestamp":1685577600000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"}],"funder":[{"DOI":"10.13039\/501100012166","name":"National Key Research and Development Program of China","doi-asserted-by":"publisher","award":["2018YFE0202800"],"award-info":[{"award-number":["2018YFE0202800"]}],"id":[{"id":"10.13039\/501100012166","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["62102302"],"award-info":[{"award-number":["62102302"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["61934002"],"award-info":[{"award-number":["61934002"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"name":"Natural Science Foundation of Shaanxi Province for Distinguished Young Scholars","award":["2020JC-26"],"award-info":[{"award-number":["2020JC-26"]}]},{"name":"Science and Technology on Communication Network Laboratory","award":["BAX20641X008"],"award-info":[{"award-number":["BAX20641X008"]}]},{"name":"Science and Technology on Communication Network Laboratory","award":["SXX21641X033"],"award-info":[{"award-number":["SXX21641X033"]}]},{"DOI":"10.13039\/501100012166","name":"National Key Research and Development Program of China","doi-asserted-by":"publisher","award":["2019YFE0113200"],"award-info":[{"award-number":["2019YFE0113200"]}],"id":[{"id":"10.13039\/501100012166","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["61901317"],"award-info":[{"award-number":["61901317"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"name":"The Youth Innovation Team of Shaanxi Universities"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE Trans. Netw. Serv. Manage."],"published-print":{"date-parts":[[2023,6]]},"DOI":"10.1109\/tnsm.2022.3213575","type":"journal-article","created":{"date-parts":[[2022,10,11]],"date-time":"2022-10-11T19:30:04Z","timestamp":1665516604000},"page":"1817-1829","source":"Crossref","is-referenced-by-count":56,"title":["Multi-Dimensional Resource Allocation in Distributed Data Centers Using Deep Reinforcement Learning"],"prefix":"10.1109","volume":"20","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-1795-4938","authenticated-orcid":false,"given":"Wenting","family":"Wei","sequence":"first","affiliation":[{"name":"State Key Laboratory of Integrated Service Networks, Xidian University, Xi’an, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-6409-2229","authenticated-orcid":false,"given":"Huaxi","family":"Gu","sequence":"additional","affiliation":[{"name":"State Key Laboratory of Integrated Service Networks, Xidian University, Xi’an, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Kun","family":"Wang","sequence":"additional","affiliation":[{"name":"School of Computer Science and Technology, Xidian University, Xi’an, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Jianjia","family":"Li","sequence":"additional","affiliation":[{"name":"State Key Laboratory of Integrated Service Networks, Xidian University, Xi’an, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-4292-2965","authenticated-orcid":false,"given":"Xuan","family":"Zhang","sequence":"additional","affiliation":[{"name":"State Key Laboratory of Integrated Service Networks, Xidian University, Xi’an, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-3053-0515","authenticated-orcid":false,"given":"Ning","family":"Wang","sequence":"additional","affiliation":[{"name":"Department of Electrical and Electronic Engineering, University of Surrey, Guildford, U.K"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"263","reference":[{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1109\/MC.2016.58"},{"key":"ref35","first-page":"5032","article-title":"Improving exploration in evolution strategies for deep reinforcement learning via a population of novelty-seeking agents","author":"conti","year":"2018","journal-title":"Proc 32nd Int Conf Neural Inf Process Syst"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1109\/TPDS.2017.2773504"},{"key":"ref34","first-page":"949","article-title":"Natural evolution strategies","volume":"15","author":"wierstra","year":"2014","journal-title":"J Mach Learn Res"},{"key":"ref15","first-page":"407","article-title":"HUG: Multi-resource fairness for correlated and elastic demands","author":"chowdhury","year":"2016","journal-title":"Proc 13th Usenix Conf Networked Syst Design Implement"},{"key":"ref37","author":"kumar","year":"1994","journal-title":"Introduction to Parallel Computing Design and Analysis of Parallel Algorithms"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1109\/IC2E.2014.81"},{"key":"ref36","article-title":"Instance weighted incremental evolution strategies for reinforcement learning in dynamic environments","author":"wang","year":"2020","journal-title":"arXiv 2010 04605"},{"key":"ref31","author":"nirjhor","year":"2014","journal-title":"Arithmetic mean—Geometric mean"},{"key":"ref30","first-page":"9000","article-title":"Scheduling of time-varying workloads using reinforcement learning","author":"mitra","year":"2021","journal-title":"Proc 35th AAAI Conf Artif Intell (AAAI)"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1109\/TCOMM.2022.3163439"},{"key":"ref33","article-title":"Evolution strategies as a scalable alternative to reinforcement learning","author":"salimans","year":"2017","journal-title":"arXiv 1703 03864"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1007\/s10586-019-03042-9"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.1080\/00029890.1972.11993095"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1109\/TPDS.2018.2837743"},{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1109\/TPDS.2020.2968913"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1145\/2740070.2626334"},{"key":"ref39","year":"2006","journal-title":"Amazon EC2 instants"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1109\/TNSE.2018.2795580"},{"key":"ref38","author":"babington","year":"2018","journal-title":"Reinforcement Learning An Introduction"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1016\/j.neucom.2022.03.007"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1109\/IC2E.2018.00033"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1109\/ICDCS.2017.123"},{"key":"ref46","year":"2021","journal-title":"The secret cost of Google’s data centers Billions of gallons of water to cool servers"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1109\/JSAC.2020.3000405"},{"key":"ref45","year":"2020","journal-title":"ICloud"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.1016\/j.ins.2019.10.035"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1109\/MCC.2018.1081063"},{"key":"ref47","year":"2021","journal-title":"AWS Global Infrastructure"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1145\/3152434.3152441"},{"key":"ref42","author":"zhang","year":"2021","journal-title":"Facebook’s 18 data Centers $20bn investment 40m square feet"},{"key":"ref41","doi-asserted-by":"publisher","DOI":"10.1145\/2391229.2391236"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1109\/MNET.011.2000603"},{"key":"ref44","doi-asserted-by":"publisher","DOI":"10.1109\/JSAC.2019.2906744"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1109\/JSAC.2019.2904358"},{"key":"ref43","author":"sbeglia","year":"2020","journal-title":"Baidu to increase investment in AI and cloud plans for 5 million servers"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1145\/3005745.3005750"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1109\/VTCFall.2019.8891573"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-47436-2_68"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1145\/3341302.3342080"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1109\/INFOCOM.2018.8485853"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1145\/3387514.3405859"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1109\/JSAC.2020.2980919"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1109\/TNSM.2016.2598420"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1109\/TNSM.2020.3019248"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1109\/MNET.2015.7293303"},{"key":"ref40","author":"reiss","year":"2014","journal-title":"Google Cluster-Usage Traces Format + Schema"}],"container-title":["IEEE Transactions on Network and Service Management"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx7\/4275028\/10168539\/09915790.pdf?arnumber=9915790","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2023,7,17]],"date-time":"2023-07-17T17:45:59Z","timestamp":1689615959000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/9915790\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2023,6]]},"references-count":47,"journal-issue":{"issue":"2"},"URL":"https:\/\/doi.org\/10.1109\/tnsm.2022.3213575","relation":{},"ISSN":["1932-4537","2373-7379"],"issn-type":[{"value":"1932-4537","type":"electronic"},{"value":"2373-7379","type":"electronic"}],"subject":[],"published":{"date-parts":[[2023,6]]}}}