• DocumentCode
    234971
  • Title

    A Simple and Real-Time Parallel Compression of Time Series Scientific Simulation Data for Interactive and Cooperative Supercomputing

  • Author

    Wenjuan Liu ; Xinhong Hei ; Fukuma, Shinji ; Mori, Shin-Ichiro

  • Author_Institution
    Comput. Sci. & Eng., Xi´an Univ. of Technol., Xi´an, China
  • fYear
    2014
  • fDate
    15-16 Nov. 2014
  • Firstpage
    578
  • Lastpage
    582
  • Abstract
    In order to realize a cooperative supercomputing environment, Large-scale scientific simulation data should be exchanged among supercomputers over the Internet. To maintain the interactivity of the time-series simulation in such an environment, real-time data compression is required. Given the accuracy requirements of scientific simulation, we only focus on lossless data compression. In this paper, we propose Think Mantissa as Integer method to decrease the entropy of scientific datasets, achieving a good compression ratio and speeds. We evaluate this scheme in two experiments and compare it with the existing compression strategies (gzip, bzip2). Our approach gets about a 30% improvement in the compression ratio and hundreds of times speed acceleration. We also computed the total time of the data transfer using this method under some specific bandwidth cases, and nearly all of them have gotten a good acceleration.
  • Keywords
    data compression; interactive systems; parallel processing; real-time systems; scientific information systems; time series; Think Mantissa; bzip2 compression strategies; compression ratio improvement; cooperative supercomputing environment; data transfer; gzip compression strategies; integer method; interactive cooperative supercomputing; large-scale scientific simulation data; lossless data compression; parallel compression; real-time data compression; scientific dataset entropy; scientific simulation; speed acceleration; supercomputers; time series scientific simulation data; time-series simulation interactivity; Computational efficiency; Computational modeling; Data compression; Data models; Fluids; Parallel processing; Time series analysis; Lossless compression; Parallel Processing; Real-time Interaction; Supercomputing;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Computational Intelligence and Security (CIS), 2014 Tenth International Conference on
  • Conference_Location
    Kunming
  • Print_ISBN
    978-1-4799-7433-7
  • Type

    conf

  • DOI
    10.1109/CIS.2014.107
  • Filename
    7016962