M. A. Islam, Hasan Mahmud, Shaolei Ren, Xiaorui Wang
{"title":"为节省而付费:通过奖励降低托管数据中心的成本","authors":"M. A. Islam, Hasan Mahmud, Shaolei Ren, Xiaorui Wang","doi":"10.1109/HPCA.2015.7056036","DOIUrl":null,"url":null,"abstract":"Power-hungry data centers face an urgent pressure on reducing the energy cost. The existing efforts, despite being numerous, have primarily centered around owner-operated data centers (e.g., Google), leaving another critical data center segment - colocation data center (e.g., Equinix) which rents out physical space to multiple tenants for housing their own servers - much less explored. Colocations have a major barrier to achieve cost efficiency: server power management by individual tenants is uncoordinated. This paper proposes RECO (REward for COst reduction), which shifts tenants' power management from uncoordinated to coordinated, using financial reward as a lever. RECO pays (voluntarily participating) tenants for energy reduction such that the colocation operator's overall cost is minimized. RECO incorporates the time-varying operation environment (e.g., cooling efficiency, intermittent renewables), addresses the peak power demand charge, and also proactively learns tenants' unknown responses to the offered reward. RECO includes a new feedback-based online algorithm to optimize the reward without far future offline information. We evaluate RECO using both scaled-down prototype experiments and simulations. Our results show that RECO is \"win-win\" and can successfully reduce the colocation operator's overall cost, by up to 27% compared to the no-incentive baseline case. Further, tenants receive financial rewards (up to 15% of their colocation costs) for \"free\" without violating Service Level Agreements.","PeriodicalId":6593,"journal":{"name":"2015 IEEE 21st International Symposium on High Performance Computer Architecture (HPCA)","volume":"38 1","pages":"235-245"},"PeriodicalIF":0.0000,"publicationDate":"2015-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"51","resultStr":"{\"title\":\"Paying to save: Reducing cost of colocation data center via rewards\",\"authors\":\"M. A. Islam, Hasan Mahmud, Shaolei Ren, Xiaorui Wang\",\"doi\":\"10.1109/HPCA.2015.7056036\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Power-hungry data centers face an urgent pressure on reducing the energy cost. The existing efforts, despite being numerous, have primarily centered around owner-operated data centers (e.g., Google), leaving another critical data center segment - colocation data center (e.g., Equinix) which rents out physical space to multiple tenants for housing their own servers - much less explored. Colocations have a major barrier to achieve cost efficiency: server power management by individual tenants is uncoordinated. This paper proposes RECO (REward for COst reduction), which shifts tenants' power management from uncoordinated to coordinated, using financial reward as a lever. RECO pays (voluntarily participating) tenants for energy reduction such that the colocation operator's overall cost is minimized. RECO incorporates the time-varying operation environment (e.g., cooling efficiency, intermittent renewables), addresses the peak power demand charge, and also proactively learns tenants' unknown responses to the offered reward. RECO includes a new feedback-based online algorithm to optimize the reward without far future offline information. We evaluate RECO using both scaled-down prototype experiments and simulations. Our results show that RECO is \\\"win-win\\\" and can successfully reduce the colocation operator's overall cost, by up to 27% compared to the no-incentive baseline case. Further, tenants receive financial rewards (up to 15% of their colocation costs) for \\\"free\\\" without violating Service Level Agreements.\",\"PeriodicalId\":6593,\"journal\":{\"name\":\"2015 IEEE 21st International Symposium on High Performance Computer Architecture (HPCA)\",\"volume\":\"38 1\",\"pages\":\"235-245\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2015-02-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"51\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2015 IEEE 21st International Symposium on High Performance Computer Architecture (HPCA)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/HPCA.2015.7056036\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2015 IEEE 21st International Symposium on High Performance Computer Architecture (HPCA)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/HPCA.2015.7056036","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 51
摘要
耗电的数据中心面临着降低能源成本的紧迫压力。现有的努力,尽管数量众多,但主要集中在所有者运营的数据中心(例如,Google),而另一个关键的数据中心部分——主机托管数据中心(例如,Equinix),它将物理空间出租给多个租户,以容纳他们自己的服务器——很少被探索。主机托管在实现成本效率方面存在一个主要障碍:各个租户的服务器电源管理不协调。本文提出了RECO (REward for COst reduction)模式,以财务奖励为杠杆,将租户的电力管理从不协调转向协调。RECO向(自愿参与的)租户支付节能费用,从而将托管运营商的总成本降至最低。RECO结合时变的运行环境(例如,冷却效率,间歇性可再生能源),解决峰值电力需求费用,并主动了解租户对所提供奖励的未知反应。RECO包括一种新的基于反馈的在线算法来优化奖励,而不需要遥远的离线信息。我们使用缩小的原型实验和模拟来评估RECO。我们的研究结果表明,RECO是“双赢”的,与没有激励的基准情况相比,它可以成功地降低托管运营商的总成本,最多可降低27%。此外,在不违反服务水平协议的情况下,租户可以“免费”获得经济奖励(高达其托管成本的15%)。
Paying to save: Reducing cost of colocation data center via rewards
Power-hungry data centers face an urgent pressure on reducing the energy cost. The existing efforts, despite being numerous, have primarily centered around owner-operated data centers (e.g., Google), leaving another critical data center segment - colocation data center (e.g., Equinix) which rents out physical space to multiple tenants for housing their own servers - much less explored. Colocations have a major barrier to achieve cost efficiency: server power management by individual tenants is uncoordinated. This paper proposes RECO (REward for COst reduction), which shifts tenants' power management from uncoordinated to coordinated, using financial reward as a lever. RECO pays (voluntarily participating) tenants for energy reduction such that the colocation operator's overall cost is minimized. RECO incorporates the time-varying operation environment (e.g., cooling efficiency, intermittent renewables), addresses the peak power demand charge, and also proactively learns tenants' unknown responses to the offered reward. RECO includes a new feedback-based online algorithm to optimize the reward without far future offline information. We evaluate RECO using both scaled-down prototype experiments and simulations. Our results show that RECO is "win-win" and can successfully reduce the colocation operator's overall cost, by up to 27% compared to the no-incentive baseline case. Further, tenants receive financial rewards (up to 15% of their colocation costs) for "free" without violating Service Level Agreements.