DocumentCode :
2381450
Title :
Lifetime Optimization for Multi-hop Wireless Sensor Networks with Rate Distortion Constraints
Author :
Li, James C F ; Dey, Subhrakanti
Author_Institution :
Dept. of Electr. & Electron. Eng., Melbourne Univ., Vic.
fYear :
2006
fDate :
2-5 July 2006
Firstpage :
1
Lastpage :
5
Abstract :
In this paper we address a sensor network lifetime optimization problem, where the network is given a task of reconstructing a Gaussian source with a specified rate-distortion constraint. The multiple agents observing the source relay their information through a multihop network to a sink or a base station. Although this problem has been addressed by other authors recently, only upper and lower bounds were obtained to the optimal lifetime as the nonlinear optimization problem was approximated by linearized constraints. We show that by a clever variable substitution, the original nonlinear optimization problem can be reformulated as a convex optimization problem and can be solved by sophisticated convex optimization tools. We provide numerical results comparing our optimal lifetime with the upper and lower bounds obtained in previous work and demonstrate that those bounds are not very tight. Some possible future research directions are mentioned in the concluding remarks
Keywords :
Gaussian processes; optimisation; telecommunication network reliability; wireless sensor networks; Gaussian source; convex optimization problem; multi-hop wireless sensor networks; nonlinear optimization problem; rate distortion constraints; sensor network lifetime optimization problem; Base stations; Constraint optimization; Fading; Linear approximation; Nonlinear distortion; Optimization methods; Rate-distortion; Spread spectrum communication; Surveillance; Wireless sensor networks; CEO problem; Network Lifetime; Rate Distortion; Wireless Sensor Network (WSN);
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Signal Processing Advances in Wireless Communications, 2006. SPAWC '06. IEEE 7th Workshop on
Conference_Location :
Cannes
Print_ISBN :
0-7803-9710-X
Electronic_ISBN :
0-7803-9711-8
Type :
conf
DOI :
10.1109/SPAWC.2006.346396
Filename :
4153904
Link To Document :
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