• DocumentCode
    87022
  • Title

    Uplink Scheduling of Visual Sensors: When View Popularity Matters

  • Author

    Chakareski, Jacob

  • Author_Institution
    Dept. of Electr. & Comput. Eng., Univ. of Alabama, Tuscaloosa, AL, USA
  • Volume
    63
  • Issue
    2
  • fYear
    2015
  • fDate
    Feb. 2015
  • Firstpage
    510
  • Lastpage
    519
  • Abstract
    Decentralized camera sensors capture a 3D scene of interest from multiple perspectives. The captured video signals need to be transmitted to a central station over a shared wireless channel. A collocated server streams the gathered data to a collection of clients interested in experiencing the scene interactively. We design a constrained optimization framework for sharing the transmission bandwidth of the wireless channel across the sensors such that the average video quality over the client population is maximized. We consider scheduling the uplink resources of the wireless channel at the view or packet level. In the first case, the central station partitions the channel capacity across a select subset of views that are transmitted entirely. In the second case, the station coordinates the packet transmissions of every sensor. We formulate exact and approximate algorithms to solve the optimization of interest. We examine their transmission efficiency via simulation experiments that demonstrate considerable gains over the state-of-the-art and study the impact of view popularity.
  • Keywords
    approximation theory; channel capacity; image sensors; optimisation; telecommunication scheduling; video communication; video signal processing; wireless channels; wireless sensor networks; approximate algorithm; central station transmitted; channel capacity; constrained optimization framework; decentralized camera sensor; packet transmission; server stream collocation; shared wireless channel; uplink resources scheduling; video quality; video signal capturing; visual sensor; Cameras; Decoding; Encoding; Optimization; Sensors; Streaming media; Uplink; Immersive communication; rate-distortion optimization; view-popularity-driven uplink scheduling; visual sensor networks;
  • fLanguage
    English
  • Journal_Title
    Communications, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0090-6778
  • Type

    jour

  • DOI
    10.1109/TCOMM.2014.2380316
  • Filename
    6981959