• DocumentCode
    1760502
  • Title

    CUDA Expression Templates for Electromagnetic Applications on GPUs [EM Programmer´s Notebook]

  • Author

    Breglia, Alfonso ; Capozzoli, Amedeo ; Curcio, Claudio ; Liseno, Angelo

  • Author_Institution
    Dipt. di Ing. Elettr. e delle Tecnol. dell´Inf., Univ. di Napoli Federico II, Naples, Italy
  • Volume
    55
  • Issue
    5
  • fYear
    2013
  • fDate
    Oct. 2013
  • Firstpage
    156
  • Lastpage
    166
  • Abstract
    We report on the development of one of the first libraries ever presented based on the so-called expression templates technique for simplifying the implementation of CPU and parallel GPU codes. Expression templates allow expressing matrix-algebra operations for execution either on the CPU or on the GPU, with a syntax very close to the natural mathematical syntax. We present all the key relevant programming points to implement a CUDA expression template-based library, so that applied electromagnetics research groups can develop their own implementations of the approach without much effort. The developed library has been extensively optimized so that the same performance as standard C/C++ or CUDA codings is kept. We illustrate how the coding of an inverse-scattering algorithm for parallel execution on a GPU - which in pure CUDA language would be very cumbersome - can be significantly simplified by the language exposed by the developed CUDA-expression-templates-based library.
  • Keywords
    computational electromagnetics; electromagnetic wave scattering; graphics processing units; matrix algebra; parallel architectures; telecommunication computing; CPU; CUDA expression template based library; computational electromagnetics; inverse scattering algorithm; matrix algebra; natural mathematical syntax; parallel GPU codes; programming points; standard C/C++; Computer architecture; Electromagnetics; Encoding; Graphics processing units; Syntactics; Vectors; CUDA; GPU; back projection; expression templates; metaprogramming; parallel processing;
  • fLanguage
    English
  • Journal_Title
    Antennas and Propagation Magazine, IEEE
  • Publisher
    ieee
  • ISSN
    1045-9243
  • Type

    jour

  • DOI
    10.1109/MAP.2013.6735497
  • Filename
    6735497