EXPLORATORY ANALYSIS OF AGGREGATE POWER METRICS IN DATA CENTERS

被引:0
|
作者
Marwah, Manish [1 ]
Arlitt, Martin
Hoover, Christopher [1 ]
Bash, Cullen [1 ]
Sharma, Ratnesh [1 ]
机构
[1] Hewlett Packard Corp, Palo Alto, CA USA
关键词
D O I
暂无
中图分类号
TE [石油、天然气工业]; TK [能源与动力工程];
学科分类号
0807 ; 0820 ;
摘要
In recent years, climate change, depletion of conventional energy sources and rising energy costs have led to an increased focus on sustainability. Within the Information Technology (IT) sector, data centers are significant energy consumers. The first steps towards reducing power consumption in data centers are to monitor it and to determine the heavy hitters. Unfortunately, fine-grain power information is often not readily available within data center environments. In this paper, we conduct an exploratory analysis of aggregate power data in a data center. We collect data from the power infrastructure of a data center in Palo Alto, CA, as well as from a data center in Bangalore, India. We examine the data in increasing detail, and reveal the opportunities and challenges for disaggregating data center power consumption data.
引用
收藏
页码:1311 / 1319
页数:9
相关论文
共 50 条
  • [41] Experimental and quantitative analysis of server power model for cloud data centers
    Lin, Weiwei
    Wu, Wentai
    Wang, Haoyu
    Wang, James Z.
    Hsu, Ching-Hsien
    FUTURE GENERATION COMPUTER SYSTEMS-THE INTERNATIONAL JOURNAL OF ESCIENCE, 2018, 86 : 940 - 950
  • [42] Discussion: Object-Oriented Data Analysis, Power Metrics, and Graph Laplacians
    Dryden, Ian L.
    Preston, Simon P.
    Severn, Katie E.
    JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 2019, 114 (527) : 1097 - 1098
  • [43] Exploratory data analysis with data desk
    Theus, M
    COMPUTATIONAL STATISTICS, 1998, 13 (01) : 101 - 115
  • [44] Power Analysis and Exploratory Research
    Haile, Zelalem T.
    JOURNAL OF HUMAN LACTATION, 2023, 39 (04) : 579 - 583
  • [45] Metrics in symbolic data analysis
    Nieddu, L
    Rizzi, A
    New Developments in Classification and Data Analysis, 2005, : 71 - 78
  • [46] On Power Management Policies for Data Centers
    Haas, Zygmunt J.
    Gu, Shuyang
    2015 IEEE INTERNATIONAL CONFERENCE ON DATA SCIENCE AND DATA INTENSIVE SYSTEMS, 2015, : 404 - 411
  • [47] Power Budgeting Techniques for Data Centers
    Zhan, Xin
    Reda, Sherief
    IEEE TRANSACTIONS ON COMPUTERS, 2015, 64 (08) : 2267 - 2278
  • [48] Power guarantee: Uninterruptible power supply for data centers
    Lantta, J., 1600, ABB Corporate Management Services AG
  • [49] Aggregate color centers
    NATO Advanced Study Institutes Series, Series B: Physics, 1992, 301
  • [50] Location of radiotherapy centers: An exploratory geographic analysis for Belgium
    Cotteels, C.
    Peeters, D.
    Coucke, P. A.
    Thomas, I.
    CANCER RADIOTHERAPIE, 2012, 16 (07): : 604 - 612