Title :
Optimal transmit power allocation in wireless sensor networks performing field reconstruction
Author :
Reise, Günter ; Matz, Gerald
Author_Institution :
Inst. of Telecommun., Vienna Univ. of Technol., Vienna, Austria
Abstract :
In our previous work, we developed efficient field reconstruction methods in wireless sensor networks. In this paper, we use an amplify-and-forward to transmit the sensor measurements to the fusion center and we derive the mean square error (MSE) of the reconstructed field as a function of the measurement and receive SNR and of the sensor positions. We propose to allocate the sensor node transmit powers such that the sum power is minimized subject to an MSE target and we phrase this approach as a convex optimization problem that can be numerically solved in an efficient manner. For the case of critical sampling we derive a closed-form expression for the optimal power allocation. We illustrate the power savings achieved with the proposed power allocation schemes both for Gaussian and Rayleigh fading channels.
Keywords :
Gaussian channels; Rayleigh channels; convex programming; wireless sensor networks; Gaussian fading channel; Rayleigh fading channel; amplify and forward; closed form expression; convex optimization problem; field reconstruction method; mean square error; optimal power allocation; optimal transmit power allocation; power savings; receive SNR; sensor measurement; sensor node transmit power; sensor position; sum power; wireless sensor networks; Covariance matrix; Estimation; Fading; Noise; Noise measurement; Resource management; Wireless sensor networks; Wireless sensor network; field reconstruction; power allocation;
Conference_Titel :
Acoustics, Speech and Signal Processing (ICASSP), 2012 IEEE International Conference on
Conference_Location :
Kyoto
Print_ISBN :
978-1-4673-0045-2
Electronic_ISBN :
1520-6149
DOI :
10.1109/ICASSP.2012.6288572