• DocumentCode
    3756415
  • Title

    A Unified Approach to Use of Coprocessors of Various Types for Solving Global Optimization Problems

  • Author

    Victor Gergel

  • Author_Institution
    Lobachevsky State Univ. of Nizhni Novgorod, Nizhny Novgorod, Russia
  • fYear
    2015
  • Firstpage
    13
  • Lastpage
    18
  • Abstract
    The paper offers a unified approach to use of accelerators of various types by the example of parallel global search algorithms. In the developed general scheme, the implementation elements depending on specific types of accelerators are encapsulated in a limited number of procedures, which allows to largely reduce expenses and time for software development. The offered scheme was tested on Intel Xeon Phi accelerators and general purpose GPUs. Speedup of the global optimization algorithm using accelerators compared to using CPU only is experimentally confirmed. Computational experiments are carried out using a set of a several hundred of multidimensional multiextremal problems.
  • Keywords
    "Optimization","Parallel algorithms","Graphics processing units","Algorithm design and analysis","Search problems","Software algorithms"
  • Publisher
    ieee
  • Conference_Titel
    Mathematics and Computers in Sciences and in Industry (MCSI), 2015 Second International Conference on
  • Type

    conf

  • DOI
    10.1109/MCSI.2015.18
  • Filename
    7423935