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
Link To Document :
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