Big systems and big reliability challenges

被引:0
|
作者
Reed, DA [1 ]
Lu, C [1 ]
Mendes, CL [1 ]
机构
[1] Univ Illinois, Dept Comp Sci, Urbana, IL 61801 USA
关键词
D O I
暂无
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
Today, clusters built from commodity PCs dominate high-performance computing, with systems containing thousands of processors now being deployed. As node counts for multi-teraflop systems grow to tens of thousands and with proposed petaflop system likely to contain hundreds of thousands of nodes, the standard assumption that system hardware and software are fully reliable becomes much less credible. This paper quantifies system reliability using data drawn from current systems and describes possible approaches for ensuring reliable, effective use of future, large-scale systems. We also present techniques for detecting imminent failures that allow applications to execute despite such failures. We also show how intelligent and adaptive software can lead to failure resilience and efficient system usage.
引用
收藏
页码:729 / 736
页数:8
相关论文
共 50 条
  • [41] Guest Editorial Big Security Challenges in Big Data Era
    Li, Hongwei
    Lu, Rongxing
    Misic, Jelena
    IEEE INTERNET OF THINGS JOURNAL, 2017, 4 (02): : 521 - 523
  • [42] Big genetic data and its big data protection challenges
    Quinn, Paul
    Quinn, Liam
    COMPUTER LAW & SECURITY REVIEW, 2018, 34 (05) : 1000 - 1018
  • [43] Big Data 2.0 Processing Systems: Taxonomy and Open Challenges
    Bajaber, Fuad
    Elshawi, Radwa
    Batarfi, Omar
    Altalhi, Abdulrahman
    Barnawi, Ahmed
    Sakr, Sherif
    JOURNAL OF GRID COMPUTING, 2016, 14 (03) : 379 - 405
  • [44] Control Systems: Intellectualization As a Response to Challenges of the Big Data Era
    M. I. Zabezhailo
    Automatic Documentation and Mathematical Linguistics, 2023, 57 : 73 - 81
  • [45] Using Hadoop on the Mainframe: A Big Solution for the Challenges of Big Data
    Seay, Cameron
    Agrawal, Rajeev
    Kadadi, Anirudh
    Barel, Yannick
    2015 12TH INTERNATIONAL CONFERENCE ON INFORMATION TECHNOLOGY - NEW GENERATIONS, 2015, : 765 - 769
  • [46] Is Big Data for Everyone? The Challenges of Big Data Adoption in SMEs
    Shah, S.
    Soriano, C. Bardon
    Coutroubis, A. D.
    2017 IEEE INTERNATIONAL CONFERENCE ON INDUSTRIAL ENGINEERING AND ENGINEERING MANAGEMENT (IEEM), 2017, : 803 - 807
  • [47] Big Data, Big Challenges Implications for Chief Nurse Executives
    Clancy, Thomas R.
    Reed, Laura
    JOURNAL OF NURSING ADMINISTRATION, 2016, 46 (03): : 113 - 115
  • [48] Control Systems: Intellectualization As a Response to Challenges of the Big Data Era
    Zabezhailo, M. I.
    AUTOMATIC DOCUMENTATION AND MATHEMATICAL LINGUISTICS, 2023, 57 (02) : 73 - 81
  • [49] Big Data 2.0 Processing Systems: Taxonomy and Open Challenges
    Fuad Bajaber
    Radwa Elshawi
    Omar Batarfi
    Abdulrahman Altalhi
    Ahmed Barnawi
    Sherif Sakr
    Journal of Grid Computing, 2016, 14 : 379 - 405
  • [50] Channeling the Deluge: Research Challenges for Big Data and Information Systems
    Bennett, Paul
    Giles, Lee
    Halevy, Alon
    Han, Jiawei
    Hearst, Marti
    Leskovec, Jure
    PROCEEDINGS OF THE 22ND ACM INTERNATIONAL CONFERENCE ON INFORMATION & KNOWLEDGE MANAGEMENT (CIKM'13), 2013,