• DocumentCode
    107612
  • Title

    Quality of Information Maximization for Wireless Networks via a Fully Separable Quadratic Policy

  • Author

    Supittayapornpong, Sucha ; Neely, Michael J.

  • Author_Institution
    Dept. of Electr. Eng., Univ. of Southern California, Los Angeles, CA, USA
  • Volume
    23
  • Issue
    2
  • fYear
    2015
  • fDate
    Apr-15
  • Firstpage
    574
  • Lastpage
    586
  • Abstract
    An information collection problem in a wireless network with random events is considered. Wireless devices report on each event using one of multiple reporting formats. Each format has a different quality and uses different data lengths. Delivering all data in the highest-quality format can overload system resources. The goal is to make intelligent format selection and routing decisions to maximize time-averaged information quality subject to network stability. Lyapunov optimization theory can be used to solve such a problem by repeatedly minimizing the linear terms of a quadratic drift-plus-penalty expression. To reduce delays, this paper proposes a novel extension of this technique that preserves the quadratic nature of the drift minimization while maintaining a fully separable structure. In addition, to avoid high queuing delay, paths are restricted to at most 2 hops. The resulting algorithm can push average information quality arbitrarily close to optimum, with a tradeoff in queue backlog. The algorithm compares favorably to the basic drift-plus-penalty scheme in terms of backlog and delay.
  • Keywords
    Lyapunov methods; quadratic programming; queueing theory; radio networks; stability; telecommunication network routing; Lyapunov optimization theory; drift-plus-penalty scheme; fully separable quadratic policy; information collection problem; intelligent format selection; multiple reporting format; network stability; quadratic drift-plus-penalty expression; queuing delay reduction; routing decision; time-averaged information quality maximization; wireless device; wireless network; Delays; Optimization; Receivers; Standards; Uplink; Vectors; Wireless communication; Cross-layer design; Lyapunov analysis; distributed algorithm; quality of information; stochastic network optimization;
  • fLanguage
    English
  • Journal_Title
    Networking, IEEE/ACM Transactions on
  • Publisher
    ieee
  • ISSN
    1063-6692
  • Type

    jour

  • DOI
    10.1109/TNET.2014.2304293
  • Filename
    6744677