Title :
Energy-based source localization with non-ideal energy decay factor
Author :
Sun, Ming ; Ho, K.C.
Author_Institution :
Dept. of ECE, Missouri-Columbia Univ., Columbia, MO
fDate :
March 31 2008-April 4 2008
Abstract :
Free-space propagation with the energy decay factor equal to two is often assumed in energy-based localization algorithms. In practice, non-ideal energy decay factors that are different from two can occur. This paper derives the Cramer-Rao lower bound (CRLB) for source localization with non-ideal energy decay factor and performs a sensitivity analysis of the localization algorithm presented in [K. C. Ho and M. Sun, 2007] with respect to the energy decay factor. The algorithm in [K. C. Ho and M. Sun, 2007] is found to be quite sensitive to the variations in the energy decay factor. This paper then proposes an extended algorithm for [K. C. Ho and M. Sun, 2007] that takes the non- ideal energy decay factor into account. Simulations show that the proposed solution reaches the CRLB accuracy for Gaussian noise as the signal-to-noise ratio tends to infinity.
Keywords :
Gaussian noise; array signal processing; microphone arrays; Cramer-Rao lower bound; Gaussian noise; energy-based source localization; free-space propagation; microphone array processing; nonideal energy decay factor; sensitivity analysis; signal-to-noise ratio; Energy measurement; Gaussian noise; H infinity control; Iterative algorithms; Microphone arrays; Position measurement; Sensitivity analysis; Signal processing; Signal to noise ratio; Sun; CRLB; Source localization; energy decay factor; microphone array;
Conference_Titel :
Acoustics, Speech and Signal Processing, 2008. ICASSP 2008. IEEE International Conference on
Conference_Location :
Las Vegas, NV
Print_ISBN :
978-1-4244-1483-3
Electronic_ISBN :
1520-6149
DOI :
10.1109/ICASSP.2008.4518171