• DocumentCode
    639059
  • Title

    Markov decision process based energy-efficient scheduling for slice-parallel video decoding

  • Author

    Mastronarde, Nicholas ; Kanoun, Karama ; Atienza, David ; Van der Schaar, Mihaela

  • Author_Institution
    Dept. of EE, Univ. at Buffalo, Buffalo, NY, USA
  • fYear
    2013
  • fDate
    15-19 July 2013
  • Firstpage
    1
  • Lastpage
    6
  • Abstract
    We consider the problem of energy-efficient scheduling for slice-parallel video decoders on multicore systems with Dynamic Voltage Frequency Scaling (DVFS) enabled processors. We rigorously formulate the problem as a Markov decision process (MDP), which simultaneously considers the on-line scheduling and per-core DVFS capabilities; the power consumption of the processor cores and caches; and the loss tolerant and dynamic nature of the video decoder. The objective is to minimize long-term power consumption subject to a minimum Quality of Service (QoS) constraint related to the decoder´s throughput. We evaluate the proposed scheduling algorithm using traces generated from a cycle-accurate multiprocessor ARM simulator.
  • Keywords
    Markov processes; multiprocessing systems; power aware computing; quality of service; video coding; DVFS; MDP; Markov decision process; QoS constraint; caches; cycle-accurate multiprocessor ARM simulator; dynamic voltage frequency scaling; energy-efficient scheduling; multicore system; power consumption; processor cores; quality of service; slice-parallel video decoding; Complexity theory; Decoding; Markov processes; Multicore processing; Processor scheduling; Program processors; Time-frequency analysis; Markov decision process; Slice-parallel video decoding; dynamic voltage scaling; multicore power management; multicore scheduling;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Multimedia and Expo Workshops (ICMEW), 2013 IEEE International Conference on
  • Conference_Location
    San Jose, CA
  • Type

    conf

  • DOI
    10.1109/ICMEW.2013.6618393
  • Filename
    6618393