Optimal Sensor Placement for Signal Extraction

This paper focuses on the optimal sensor placement problem with the purpose of signal extraction in an underdetermined noisy setting. Assuming prior information on the spatial gain of the measured signal and on the spatial noise correlation, we propose a sensor placement criterion based on the maximization of the average signal to noise ratio of the estimated signal. Our approach differs from classical Kriging based optimal sensor placement approaches, since the latter focus on best reconstruction of the spatial measured field and not on the estimation of an underlying signal. Performance analysis of the proposed criterion is presented along with synthetic results. It is observed that sensor placement with our criterion significantly outperforms other methods based on Kriging.

[1]  Jean-Francois Cardoso,et al.  Blind signal separation: statistical principles , 1998, Proc. IEEE.

[2]  N. Cressie The origins of kriging , 1990 .

[3]  D. Kammer Sensor Placement for On-Orbit Modal Identification and Correlation of Large Space Structures , 1990, 1990 American Control Conference.

[4]  Andreas Krause,et al.  Efficient Sensor Placement Optimization for Securing Large Water Distribution Networks , 2008 .

[5]  Y.F. Li,et al.  Automatic sensor placement for model-based robot vision , 2004, IEEE Transactions on Systems, Man, and Cybernetics, Part B (Cybernetics).

[6]  Henry P. Wynn,et al.  Maximum entropy sampling , 1987 .

[7]  Andreas Krause,et al.  Near-Optimal Sensor Placements in Gaussian Processes: Theory, Efficient Algorithms and Empirical Studies , 2008, J. Mach. Learn. Res..

[8]  Pierre Comon,et al.  Handbook of Blind Source Separation: Independent Component Analysis and Applications , 2010 .

[9]  Michele Meo,et al.  On the optimal sensor placement techniques for a bridge structure , 2005 .

[10]  Francesco Bullo,et al.  Optimal sensor placement and motion coordination for target tracking , 2006, at - Automatisierungstechnik.

[11]  Daniel C. Kammer Sensor placement for on-orbit modal identification and correlation of large space structures , 1991 .

[12]  Cynthia A. Phillips,et al.  Sensor Placement in Municipal Water Networks , 2003 .

[13]  B. Freriks,et al.  Development of recommendations for SEMG sensors and sensor placement procedures. , 2000, Journal of electromyography and kinesiology : official journal of the International Society of Electrophysiological Kinesiology.