• DocumentCode
    1832832
  • Title

    Production simulation using a distributed node-aware system

  • Author

    Yang, Hong-Chuan ; Wang, Z.-B. ; Peng, J.-S.

  • Author_Institution
    Inst. of Syst. Inf. & Control, Nat. Kaohsiung First Univ. of Sci. & Technol., Kaohsiung, Taiwan
  • fYear
    2010
  • fDate
    7-10 Dec. 2010
  • Firstpage
    2057
  • Lastpage
    2061
  • Abstract
    This study proposes a node-aware distributed simulation system for accelerating production simulation. To optimize simulation performance, this system proposes the performance-surveying module and the node-invoking module based on a MapReduce parallel framework to dynamically invoke valuable nodes during simulation. The performance-surveying module periodically records each node performance and ranks node capability before simulation. The node-invoking module minimizes overall simulation time by surveying current node performance and invoking the best available nodes. Experimental results indicate that using the Hadoop framework to distribute simulation jobs to six nodes reduces mean simulation time to 62.3% of that when a single node is used. Moreover, mean simulation time was reduced 73.6% when the proposed modules were also applied.
  • Keywords
    digital simulation; production engineering computing; production management; Hadoop framework; MapReduce parallel framework; distributed node-aware system; node-aware distributed simulation system; node-invoking module; performance-surveying module; production simulation; simulation jobs; Biological system modeling; Computational modeling; Economics; Load modeling; invoke; parallel framework; production simulation;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Industrial Engineering and Engineering Management (IEEM), 2010 IEEE International Conference on
  • Conference_Location
    Macao
  • ISSN
    2157-3611
  • Print_ISBN
    978-1-4244-8501-7
  • Electronic_ISBN
    2157-3611
  • Type

    conf

  • DOI
    10.1109/IEEM.2010.5674651
  • Filename
    5674651