• DocumentCode
    1110579
  • Title

    Smart Sleeping Policies for Energy Efficient Tracking in Sensor Networks

  • Author

    Fuemmeler, Jason A. ; Veeravalli, Venugopal V.

  • Author_Institution
    Univ. of Illinois at Urbana-Champaign, Urbana
  • Volume
    56
  • Issue
    5
  • fYear
    2008
  • fDate
    5/1/2008 12:00:00 AM
  • Firstpage
    2091
  • Lastpage
    2101
  • Abstract
    We study the problem of tracking an object that is moving randomly through a dense network of wireless sensors. We assume that each sensor has a limited range for detecting the presence of the object, and that the network is sufficiently dense so that the sensors cover the area of interest. In order to conserve energy the sensors may be put into a sleep mode with a timer that determines the sleep duration. We assume that a sensor that is asleep cannot be communicated with or woken up. Thus, the sleep duration needs to be determined at the time the sensor goes to sleep based on all the information available to the sensor. The objective is to track the location of the object to within the accuracy of the range of the sensor. However, having sleeping sensors in the network could result in tracking errors, and hence there is a tradeoff between the energy savings and the tracking errors that result from the sleeping actions at the sensors. We consider the design of sleeping policies that optimize this tradeoff.
  • Keywords
    object detection; optimisation; tracking; wireless sensor networks; object detection; object tracking; sleeping sensors; smart sleeping policy; wireless sensor network; Dynamic programming; Markov models; POMDP;
  • fLanguage
    English
  • Journal_Title
    Signal Processing, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    1053-587X
  • Type

    jour

  • DOI
    10.1109/TSP.2007.912265
  • Filename
    4476039