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Statistical profiling-based techniques for effective power provisioning in data centers

Sriram Govindan, Jeonghwan Choi, Bhuvan Urgaonkar, Anand Sivasubramaniam, Andrea Baldini
2009 Proceedings of the fourth ACM european conference on Computer systems - EuroSys '09  
on heavy over-provisioning of power infrastructure unprofitable for data centers.  ...  We explore a combination of statistical multiplexing techniques (including controlled under-provisioning and overbooking) to improve the utilization of the power hierarchy in a data center.  ...  Improved Provisioning of Power In this section, we propose techniques that utilize the profiling and prediction techniques developed in Section 3 to better provision the power hierarchy in a data center  ... 
doi:10.1145/1519065.1519099 dblp:conf/eurosys/GovindanCUSB09 fatcat:j6wusl5ao5btroswh5smfv6mdi

Review of Energy Aware policies for Cloud Computing Environment

Pankaj Singh, Binay Kumar Pandey, Hardwari Lal Mandoria, Ratnesh Srivastava
2014 i-manager s Journal on Information Technology  
The huge amount of power consume by the data centers does not only results in high operational cost but also the production of heat and carbon footprints on the environment.  ...  Researchers are making efforts to maximize the power efficiency and minimizing energy consumption of data centers.  ...  Sandpiper system uses automated black-box and gray-box strategies for provisioning of virtual machines in data centers.  ... 
doi:10.26634/jit.3.1.2643 fatcat:ahqf34u5avg7rc6ijp6iaossey

Managing distributed ups energy for effective power capping in data centers

Vasileios Kontorinis, Liuyi Eric Zhang, Baris Aksanli, Jack Sampson, Houman Homayoun, Eddie Pettis, Dean M. Tullsen, Tajana Simunic Rosing
2012 SIGARCH Computer Architecture News  
Power over-subscription can reduce costs for modern data centers.  ...  However, designing the power infrastructure for a lower operating power point than the aggregated peak power of all servers requires dynamic techniques to avoid high peak power costs and, even worse, tripping  ...  We describe how to provision the capacity of the battery and elaborate on how recharge cycles, the depth of discharge, and the workload power profile affect the potential for peak power shaving.  ... 
doi:10.1145/2366231.2337216 fatcat:i4y42rlz6rd7vffuy46hayobrm

HEB

Longjun Liu, Chao Li, Hongbin Sun, Yang Hu, Juncheng Gu, Tao Li, Jingmin Xin, Nanning Zheng
2015 SIGARCH Computer Architecture News  
As a result, power mismatching between supply and demand has emerged as a crucial issue in modern data centers which are either under-provisioned or powered by intermittent power sources.  ...  Today, an increasing number of applications and services are being hosted by large-scale data centers. The massive and irregular load surges challenge data center power infrastructures.  ...  data centers.  We present HEB, a novel, heterogeneous energy buffering based power provisioning architecture that enables data centers to effectively and economically incorporate batteries and SCs to  ... 
doi:10.1145/2872887.2750384 fatcat:ug3wnt6tvfavvk6zirv3pxnbje

HEB

Longjun Liu, Chao Li, Hongbin Sun, Yang Hu, Juncheng Gu, Tao Li, Jingmin Xin, Nanning Zheng
2015 Proceedings of the 42nd Annual International Symposium on Computer Architecture - ISCA '15  
As a result, power mismatching between supply and demand has emerged as a crucial issue in modern data centers which are either under-provisioned or powered by intermittent power sources.  ...  Today, an increasing number of applications and services are being hosted by large-scale data centers. The massive and irregular load surges challenge data center power infrastructures.  ...  data centers.  We present HEB, a novel, heterogeneous energy buffering based power provisioning architecture that enables data centers to effectively and economically incorporate batteries and SCs to  ... 
doi:10.1145/2749469.2750384 dblp:conf/isca/LiuLSHGLXZ15 fatcat:h5antnqpijaptjzk3ittzxppm4

Managing distributed UPS energy for effective power capping in data centers

Vasileios Kontorinis, Liuyi Eric Zhang, Baris Aksanli, Jack Sampson, Houman Homayoun, Eddie Pettis, Dean M. Tullsen, Tajana Simunic Rosing
2012 2012 39th Annual International Symposium on Computer Architecture (ISCA)  
Power over-subscription can reduce costs for modern data centers.  ...  However, designing the power infrastructure for a lower operating power point than the aggregated peak power of all servers requires dynamic techniques to avoid high peak power costs and, even worse, tripping  ...  We describe how to provision the capacity of the battery and elaborate on how recharge cycles, the depth of discharge, and the workload power profile affect the potential for peak power shaving.  ... 
doi:10.1109/isca.2012.6237042 dblp:conf/isca/KontorinisZASHPTR12 fatcat:dt7dqj27nbegdivstw3mslbkie

Dynamic server power capping for enabling data center participation in power markets

Hao Chen, Can Hankendi, Michael C. Caramanis, Ayse K. Coskun
2013 2013 IEEE/ACM International Conference on Computer-Aided Design (ICCAD)  
This paper leverages the power regulation capabilities of the servers so as to enable the data centers to participate in these emerging power markets.  ...  As the data center energy consumption continues to grow, proposed participation in the power markets has the promise to achieve significant monetary savings.  ...  Recent advancements in power capping and power management techniques for the servers in the data centers (e.g., [3] , [10] , [23] ) have enabled the data centers to provide some flexibility in their  ... 
doi:10.1109/iccad.2013.6691107 dblp:conf/iccad/ChenHCC13 fatcat:pyaxzahfwbbldcs5pptsbcu5he

Energy Efficient in Virtual Infrastructure and Green Cloud Computing: A Review

K. Muthu Pandi, K. Somasundaram
2016 Indian Journal of Science and Technology  
The Power consumption was calculated based on the above mentioned parameters which help to reduce the energy consumption in data center.  ...  This helps to achieves green cloud environment in data center.  ...  The novel Green Cloud framework 14 for improving system efficiency in a data center.  ... 
doi:10.17485/ijst/2016/v9i11/89399 fatcat:xwaxzfq6yfcedp7hmntpf67zc4

Context aware VM placement optimization technique for heterogeneous IaaS cloud

Ashwin Kumar Kulkarni, Annappa B
2019 IEEE Access  
The power costs are contributing to a significant share in overall data center management costs, and saving in power consumption can help reduce management costs for data center owners.  ...  Managing cloud data center incurs a significant cost, which includes investing in IT infrastructure at the beginning and data center management costs for power, repair, space, and so on at later stages  ...  Anton and Rajkumar proposed an adaptive heuristics based performance efficient and energy saving technique [4] for dynamic consolidation of VMs in cloud data centers.  ... 
doi:10.1109/access.2019.2926291 fatcat:5hmwsa7snbaidbobreirjsdfmu

Increasing large-scale data center capacity by statistical power control

Guosai Wang, Wei Xu, Shuhao Wang, Bing Luo, Weisong Shi, Yinghang Zhu, Wenjun Yang, Dianming Hu, Longbo Huang, Xin Jin
2016 Proceedings of the Eleventh European Conference on Computer Systems - EuroSys '16  
In this paper we present Ampere, a novel power management system for data centers to increase the computing capacity by over-provisioning the number of servers.  ...  We have implemented and deployed Ampere in our production data center.  ...  This research is supported in part by the National Natural  ... 
doi:10.1145/2901318.2901338 dblp:conf/eurosys/WangWLSZYHHJX16 fatcat:vqe5mqwenzh3zlsvszhlb4qw2a

HolDCSim: A Holistic Simulator for Data Centers [article]

Fan Yao, Kathy Ngyugen, Sai Santosh Dayapule, Jingxin Wu, Bingqian Lu, Suresh Subramaniam, Guru Venkataramani
2019 arXiv   pre-print
Cloud computing based systems, that span data centers, are commonly deployed to offer high performance for user service requests.  ...  HolDCSim can be used in a variety of data center system studies including job/task scheduling, resource provisioning, global and local server farm power management, and network and server performance analysis  ...  ACKNOWLEDGMENTS This material is based in part upon work supported by the National Science Foundation under Grant Number CNS-178133.  ... 
arXiv:1909.13548v2 fatcat:knmemzsrhvesbjqqf66ziv4xpa

Resource Management in Clouds: Survey and Research Challenges

Brendan Jennings, Rolf Stadler
2014 Journal of Network and Systems Management  
Resource management in a cloud environment is a hard problem, due to: the scale of modern data centers; the heterogeneity of resource types and their interdependencies; the variability and unpredictability  ...  We outline a conceptual framework for cloud resource management and use it to structure the state-of-the-art review. Based on our analysis, we identify five challenges for future investigation.  ...  for a significant portion of the overall cost base for a data center operator.  ... 
doi:10.1007/s10922-014-9307-7 fatcat:foe3h5ywsrexnbzkfullvzjgke

Power availability provisioning in large data centers

Sriram Sankar, David Gauthier, Sudhanva Gurumurthi
2014 Proceedings of the 11th ACM Conference on Computing Frontiers - CF '14  
We provide observations on power infrastructure design based on industry experience operating large data centers.  ...  Conservative over-provisioning of power capacity for availability reasons results in significant capital investment for large enterprises because this capacity is designed for failure conditions that do  ...  appropriate provisioning should be adopted for specific power workload profiles in the data center.  ... 
doi:10.1145/2597917.2597920 dblp:conf/cf/SankarGG14 fatcat:oanzqga6kzfh3ddyuoci6wzvhq

Optimizing Energy Efficiencies in Cloud Data Center Resources with Availability Constraints

2020 International Journal of Engineering and Advanced Technology  
Cloud infrastructure Resources hosted in Data Centers, support the effective execution of Cloud computing applications.  ...  hosted in these Data Centers.  ...  The work in [149] looks to lay out the data with power in consideration, into a cache disk based on the Application profile.  ... 
doi:10.35940/ijeat.c4746.029320 fatcat:o2w67g7i2rbcpcbixvstg55lfm

Real-time power control of data centers for providing Regulation Service

Hao Chen, Ayse K. Coskun, Michael C. Caramanis
2013 52nd IEEE Conference on Decision and Control  
Data centers account for 3% of the national electricity consumption today. Recent advances in power capping enable data centers to provide Regulation Service (RS) reserves to power markets.  ...  Finally, we argue that simulated optimal policy performance statistics can enable data centers to bid for energy and to offer RS reserves in the the hour-ahead power markets. 52nd IEEE Conference on Decision  ...  Section II provides an overview of power markets and reviews the related work on the RS provision as well as data center power management and capping techniques.  ... 
doi:10.1109/cdc.2013.6760553 dblp:conf/cdc/ChenCC13 fatcat:ohxydw6p5zdvdiqxjzep6ar4ry
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