• DocumentCode
    3177533
  • Title

    Efficient computation of spherical harmonic transform using parallel architecture of CUDA

  • Author

    Huang, Weiyu ; Khalid, Zubair ; Kennedy, Rodney A.

  • Author_Institution
    Res. Sch. of Eng., Australian Nat. Univ., Canberra, ACT, Australia
  • fYear
    2011
  • fDate
    12-14 Dec. 2011
  • Firstpage
    1
  • Lastpage
    6
  • Abstract
    Spherical harmonics serve as basis functions on the unit sphere and spherical harmonic transform is required in analysis and processing of signals in the spectral domain. We investigate the possibility of parallel computation of spherical harmonic transform using Compute Unified Device Architecture (CUDA) with no communication between parallel kernels. We identify the parallel components in the widely used spherical harmonic transform method proposed by Driscoll and Healy. We provide the implementation details and compare the computational complexity with the sequential algorithm. For a given bandlimited signal with maximum spherical harmonics degree L, using the O(L) number of parallel processing kernels, we present that the spherical harmonic coefficients can be calculated in O(Llog2L) time as compared to O(L2log2L). For corroboration, we provide the simulation results using CUDA which indicate the reduction in computational complexity.
  • Keywords
    computational complexity; parallel architectures; signal processing; CUDA; computational complexity; compute unified device architecture; maximum spherical harmonics degree; parallel architecture; parallel components; parallel computation; parallel kernels; parallel processing kernels; sequential algorithm; signal processing; spherical harmonic coefficients; spherical harmonic transform; Algorithm design and analysis; Computational complexity; Frequency modulation; Graphics processing unit; Harmonic analysis; Kernel; Transforms;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Signal Processing and Communication Systems (ICSPCS), 2011 5th International Conference on
  • Conference_Location
    Honolulu, HI
  • Print_ISBN
    978-1-4577-1179-4
  • Electronic_ISBN
    978-1-4577-1178-7
  • Type

    conf

  • DOI
    10.1109/ICSPCS.2011.6140886
  • Filename
    6140886