• DocumentCode
    18787
  • Title

    Hyperspectral Unmixing on Multicore DSPs: Trading Off Performance for Energy

  • Author

    Castillo, Maribel I. ; Fernandez, Juan Carlos ; Igual, Francisco D. ; Plaza, Antonio ; Quintana-Orti, Enrique S. ; Remon, Alfredo

  • Author_Institution
    Depto. de Ing. y Cienc. de Comput., Univ. Jaume I, Castellón, Spain
  • Volume
    7
  • Issue
    6
  • fYear
    2014
  • fDate
    Jun-14
  • Firstpage
    2297
  • Lastpage
    2304
  • Abstract
    Wider coverage of observation missions will increase onboard power restrictions while, at the same time, pose higher demands from the perspective of processing time, thus asking for the exploration of novel high-performance and low-power processing architectures. In this paper, we analyze the acceleration of spectral unmixing, a key technique to process hyperspectral images, on multicore architectures. To meet onboard processing restrictions, we employ a low-power Digital Signal Processor (DSP), comparing processing time and energy consumption with those of a representative set of commodity architectures. We demonstrate that DSPs offer a fair balance between ease of programming, performance, and energy consumption, resulting in a highly appealing platform to meet the restrictions of current missions if onboard processing is required.
  • Keywords
    geophysical image processing; hyperspectral imaging; commodity architectures; hyperspectral images; hyperspectral unmixing; low-power digital signal processor; low-power processing architectures; multicore DSP; multicore architectures; onboard power restrictions; processing time; Digital signal processing; Energy consumption; High performance computing; Hyperspectral imaging; Digital signal processors; energy consumption; high performance computing; hyperspectral imaging;
  • fLanguage
    English
  • Journal_Title
    Selected Topics in Applied Earth Observations and Remote Sensing, IEEE Journal of
  • Publisher
    ieee
  • ISSN
    1939-1404
  • Type

    jour

  • DOI
    10.1109/JSTARS.2013.2266927
  • Filename
    6550903