"Cool" Load Balancing for High Performance Computing Data Centers

被引:22
|
作者
Sarood, Osman [1 ]
Miller, Phil [1 ]
Totoni, Ehsan [1 ]
Kale, Laxmikant V. [1 ]
机构
[1] Univ Illinois, Dept Comp Sci, Parallel Programming Lab, Urbana, IL 61801 USA
基金
美国国家科学基金会;
关键词
Green IT; temperature aware; load balancing; cooling energy; DVFS;
D O I
10.1109/TC.2012.143
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
As we move to exascale machines, both peak power demand and total energy consumption have become prominent challenges. A significant portion of that power and energy consumption is devoted to cooling, which we strive to minimize in this work. We propose a scheme based on a combination of limiting processor temperatures using dynamic voltage and frequency scaling (DVFS) and frequency-aware load balancing that reduces cooling energy consumption and prevents hot spot formation. Our approach is particularly designed for parallel applications, which are typically tightly coupled, and tries to minimize the timing penalty associated with temperature control. This paper describes results from experiments using five different CHARM++ and MPI applications with a range of power and utilization profiles. They were run on a 32-node (128-core) cluster with a dedicated air conditioning unit. The scheme is assessed based on three metrics: the ability to control processors' temperature and hence avoid hot spots, minimization of timing penalty, and cooling energy savings. Our results show cooling energy savings of up to 63 percent, with a timing penalty of only 2-23 percent.
引用
收藏
页码:1752 / 1764
页数:13
相关论文
共 50 条
  • [1] Optimized load balancing in high-performance computing for big data analytics
    Mirtaheri, Seyedeh Leili
    Grandinetti, Lucio
    [J]. CONCURRENCY AND COMPUTATION-PRACTICE & EXPERIENCE, 2021, 33 (16):
  • [2] DATA LOCALITY AND LOAD BALANCING IN COOL
    CHANDRA, R
    GUPTA, A
    HENNESSY, JL
    [J]. SIGPLAN NOTICES, 1993, 28 (07): : 249 - 259
  • [3] Effective Management of Data Centers Resources for Load Balancing in Cloud Computing
    Tiwari, Pradeep Kumar
    Joshi, Sandeep
    [J]. INTERNATIONAL JOURNAL OF INFORMATION RETRIEVAL RESEARCH, 2018, 8 (02) : 40 - 56
  • [4] Secure and Sustainable Load Balancing of Edge Data Centers in Fog Computing
    Puthal, Deepak
    Obaidat, Mohammad S.
    Nanda, Priyadarsi
    Prasad, Mukesh
    Mohanty, Saraju P.
    Zomaya, Albert Y.
    [J]. IEEE COMMUNICATIONS MAGAZINE, 2018, 56 (05) : 60 - 65
  • [5] High Performance Computing Data Centers
    Beaty, Donald L.
    [J]. ASHRAE JOURNAL, 2013, 55 (12) : 142 - 144
  • [6] High Network Utilization Load Balancing Scheme for Data Centers
    Chen, Yang
    Wu, Jie
    [J]. 2016 IEEE GLOBAL COMMUNICATIONS CONFERENCE (GLOBECOM), 2016,
  • [7] HIGH PERFORMANCE GRID COMPUTING AND SECURITY THROUGH LOAD BALANCING
    Venkatesh, V. Prasanna
    Sugavanan, V.
    [J]. 2009 INTERNATIONAL CONFERENCE ON COMPUTER ENGINEERING AND TECHNOLOGY, VOL I, PROCEEDINGS, 2009, : 68 - 72
  • [8] Performance of load balancing for grid computing
    Touzene, Abderezak
    Al Maqbali, Hussein
    [J]. PROCEEDINGS OF THE IASTED INTERNATIONAL CONFERENCE ON PARALLEL AND DISTRIBUTED COMPUTING AND NETWORKS, 2007, : 98 - +
  • [9] New approach for reducing energy consumption and load balancing in data centers of cloud computing
    Tarahomi, Mehran
    Izadi, Mohammad
    [J]. JOURNAL OF INTELLIGENT & FUZZY SYSTEMS, 2019, 37 (05) : 6443 - 6455
  • [10] Analysis of load balancing in cloud data centers
    Shetty S.M.
    Shetty S.
    [J]. Journal of Ambient Intelligence and Humanized Computing, 2024, 15 (01) : 973 - 981