• DocumentCode
    2342647
  • Title

    Decentralized compression and predistribution via randomized gossiping

  • Author

    Rabbat, Michael ; Haupt, Jarvis ; Singh, Aarti ; Nowak, Robert

  • Author_Institution
    Dept. of Electr. & Comput. Eng., Univ. of Wisconsin-Madison, Madison, WI
  • fYear
    0
  • fDate
    0-0 0
  • Firstpage
    51
  • Lastpage
    59
  • Abstract
    Developing energy efficient strategies for the extraction, transmission, and dissemination of information is a core theme in wireless sensor network research. In this paper we present a novel system for decentralized data compression and predistribution. The system simultaneously computes random projections of the sensor data and disseminates them throughout the network using a simple gossiping algorithm. These summary statistics are stored in an efficient manner and can be extracted from a small subset of nodes anywhere in the network. From these measurements one can reconstruct an accurate approximation of the data at all nodes in the network, provided the original data is compressible in a certain sense which need not be known to the nodes ahead of time. The system provides a practical and universal approach to decentralized compression and content distribution in wireless sensor networks. Two example applications, network health monitoring and field estimation, demonstrate the utility of our method
  • Keywords
    data compression; randomised algorithms; wireless sensor networks; decentralized data compression; predistribution; randomized gossiping algorithm; sensor data; wireless sensor network; Computer networks; Data compression; Data mining; Energy efficiency; Monitoring; Permission; Sensor systems; Signal processing algorithms; Transform coding; Wireless sensor networks; Random projections; decentralized compression; predistribution in sensor networks;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Information Processing in Sensor Networks, 2006. IPSN 2006. The Fifth International Conference on
  • Conference_Location
    Nashville, TN
  • Print_ISBN
    1-59593-334-4
  • Type

    conf

  • DOI
    10.1109/IPSN.2006.244056
  • Filename
    1662440