• DocumentCode
    16043
  • Title

    Content-aware resource allocation in OFDM systems for energy-efficient video transmission

  • Author

    Danish, Emad ; Silva, Valter ; Fernando, Anil ; Alwis, Chamitha ; Kondoz, Ahme

  • Author_Institution
    Dept. of Electron. Eng., Univ. of Surrey, Guildford, UK
  • Volume
    60
  • Issue
    3
  • fYear
    2014
  • fDate
    Aug. 2014
  • Firstpage
    320
  • Lastpage
    328
  • Abstract
    Demand on multimedia content by consumers´ handheld devices over wireless channels is on the increase. In view of the accelerated trend towards consumption of high quality video, power utilization by mobile devices is expected to excessively increase. Hence, it becomes equally important to advance more efficient power minimization techniques, in light of the short battery life in portable devices. However, power minimization algorithms that adopt consumers´ perceptual quality of video have not received adequate research. This paper proposes a joint optimization of energy and quality requirements in a multiuser orthogonal frequencydivision multiplexing environment. A multi-objective optimization problem is formulated with the aim to identify bitrate allocations among users such that total power is minimized, and average quality is maximized. For this, a content-aware and energy-efficient resource allocation scheme (CaERAS) is proposed based on genetic and greedy algorithms. Simulation results show that CaERAS, as a lowcomplexity scheme, outperforms comparable methods in terms of efficiency and selectivity of suboptimal solutions. It is shown to acquire a suboptimal solution in as low as 0.0025 of the search space in previous methods. Also, a significant average saving of 85.66% in required energy is observed in broadcast transmission as opposed to unicast transmission.
  • Keywords
    OFDM modulation; energy conservation; energy consumption; genetic algorithms; greedy algorithms; minimisation; multimedia communication; quality of experience; resource allocation; telecommunication power management; video communication; wireless channels; CaERAS; OFDM systems; bitrate allocations identification; content-aware resource allocation; energy efficiency; genetic algorithms; greedy algorithms; high quality video consumption; mobile devices; multimedia content; multiobjective optimization problem; orthogonal frequency-division multiplexing environment; power minimization techniques; power utilization; video perceptual quality; wireless channels; Bit rate; Energy efficiency; Genetic algorithms; OFDM; Quality assessment; Resource management; Video recording; Power efficiency; QoE; bitrate; genetic algorithm; subcarrier; video quality;
  • fLanguage
    English
  • Journal_Title
    Consumer Electronics, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0098-3063
  • Type

    jour

  • DOI
    10.1109/TCE.2014.6937314
  • Filename
    6937314