Title :
The use of fractional lower-order statistics in acoustical environments
Author :
Peterson, J. Michael ; Georgiou, Panayiotis G. ; Kyriakakis, Chris
Author_Institution :
Immersive Audio Laboratory, Integrated Media Syst. Center, Los Angeles, CA, USA
Abstract :
Robust time delay estimation is necessary for many microphone array applications. Reverberant echoes and background noise can corrupt the estimates. Typically the signals and noise are modeled as Gaussian random processes and second moment information is used for time delay estimation. However, many signals are impulsive and should be modeled using alpha-stable distributions. Because of this impulsive nature, the second-order moments are theoretically undefined. This paper will review the important characteristics of alpha-stable random processes. Time delays will be found using lower order moments. Finally experimental evidence will show the superiority of lower order moments for TDE in real acoustical environments.
Keywords :
Gaussian processes; acoustic signal processing; array signal processing; delay estimation; microphones; random processes; reverberation; Gaussian random processes; alpha-stable distributions; background noise; fractional lower-order statistics; microphone array applications; real acoustical environments; reverberant echoes; robust time delay estimation; 1f noise; Background noise; Delay effects; Delay estimation; Gaussian noise; Microphone arrays; Noise robustness; Random processes; Signal processing; Statistics;
Conference_Titel :
Signals, Systems and Computers, 2004. Conference Record of the Thirty-Seventh Asilomar Conference on
Print_ISBN :
0-7803-8104-1
DOI :
10.1109/ACSSC.2003.1292020