• DocumentCode
    3230651
  • Title

    Overcoming the GPU memory limitation on FDTD through the use of overlapping subgrids

  • Author

    Mattes, Leonardo ; Kofuji, Sergio

  • Author_Institution
    Lab. de Sist. Integraveis (LSI), Univ. de Sao Paulo (USP), Săo Paulo, Brazil
  • fYear
    2010
  • fDate
    8-11 May 2010
  • Firstpage
    1536
  • Lastpage
    1539
  • Abstract
    The method Finite Difference Time Domain (FDTD) is widely used in electromagnetic simulations. Since this method is a data intensive and computation intensive problem, there are a lot of initiatives to improve the scalability and the performance of the FDTD. Specifically the use of GPU to accelerate the FDTD is in focus, which has a good cost-benefit, offering a speedup of hundreds of times if compared to the traditional CPU computation. Nevertheless, the current implementations of FDTD in GPU need GPU devices with memory capacity to allocate the roll data needed for the simulation, which in many cases could require additional investments to increase the domain of the simulation. This work proposes a solution of FDTD over GPU that uses overlapping subgrids to increase the domain of the FDTD simulation through the use of CPU memory. The redundancy of the overlapping subgrids is used to minimize the memory traffic between GPU and CPU, increasing the performance. Tests of performance show that the solution combines the power of GPU with the memory facility of the CPU, allowing the accomplishment of simulations that require more memory than what is offered by the GPU device at a damaging performance cost lower than 10%.
  • Keywords
    coprocessors; finite difference time-domain analysis; memory architecture; FDTD; GPU devices; GPU memory limitation; computation intensive problem; data intensive; electromagnetic simulations; finite difference time domain; memory traffic; overlapping subgrids; Acceleration; Computational modeling; Costs; Delay; Finite difference methods; Investments; Large scale integration; Scalability; Testing; Time domain analysis;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Microwave and Millimeter Wave Technology (ICMMT), 2010 International Conference on
  • Conference_Location
    Chengdu
  • Print_ISBN
    978-1-4244-5705-2
  • Type

    conf

  • DOI
    10.1109/ICMMT.2010.5524901
  • Filename
    5524901