• DocumentCode
    2807072
  • Title

    A new approach to cross-layer optimization of multimedia systems

  • Author

    Mastronarde, Nicholas ; Van der Schaar, Mihaela

  • Author_Institution
    Dept. of Electr. Eng., UCLA, Los Angeles, CA, USA
  • fYear
    2010
  • fDate
    14-19 March 2010
  • Firstpage
    2310
  • Lastpage
    2313
  • Abstract
    In recent years, cross-layer multimedia system design and optimization has garnered significant attention; however, there is no existing rigorous methodology for optimizing two or more system layers (e.g. the application, operating system, and hardware layers) jointly while maintaining a separation among the decision processes of each layer. Moreover, existing work often relies on myopic optimizations, which ignore the impact of decisions made at the current time on the system´s future performance. In this paper, we propose a novel systematic framework for jointly optimizing the different system layers to improve the performance of one multimedia application. In particular, we model the system as a layered Markov Decision Process (MDP), which enables each layer to make autonomous and foresighted decisions that optimize the system´s long-term performance.
  • Keywords
    Markov processes; multimedia systems; optimisation; cross layer optimization; hardware layers; layered Markov decision process; multimedia systems; myopic optimizations; operating system; Concrete; Costs; Decision making; Design optimization; Encoding; Hardware; Multimedia systems; Operating systems; Resource management; Time varying systems; Cross-layer multimedia system design; Foresighted decision making; Layered Markov decision process;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Acoustics Speech and Signal Processing (ICASSP), 2010 IEEE International Conference on
  • Conference_Location
    Dallas, TX
  • ISSN
    1520-6149
  • Print_ISBN
    978-1-4244-4295-9
  • Electronic_ISBN
    1520-6149
  • Type

    conf

  • DOI
    10.1109/ICASSP.2010.5495995
  • Filename
    5495995