Title :
Extending coherence time for analysis of modulated random processes
Author :
Wisdom, Scott ; Atlas, Les ; Pitton, James
Author_Institution :
Electr. Eng. Dept., Univ. of Washington, Seattle, WA, USA
Abstract :
In this paper, we relax a commonly-used assumption about a class of nonstationary random processes composed of modulated wide-sense stationary random processes: that the fundamental frequency of the modulator is stationary within the analysis window. To compensate for the relaxation of this assumption, we define the generalized DEMON (“demodulated noise”) spectrum representing modulation frequency, which we use to increase the coherence time of such signals. Increased coherence time means longer analysis windows, which provides higher SNR estimators. We use the example of detection on both synthetic and real-world passive sonar signals to demonstrate this increase.
Keywords :
demodulation; random processes; signal representation; spectral analysis; SNR estimator; coherence time; demodulated noise; generalized DEMON spectrum; modulated random process; modulation frequency representation; nonstationary random processes; spectral impropriety; Coherence; Frequency modulation; Random processes; Sonar; Speech; Time-frequency analysis; DEMON spectrum; coherence time; modulation frequency; non-stationary random processes; spectral impropriety;
Conference_Titel :
Acoustics, Speech and Signal Processing (ICASSP), 2014 IEEE International Conference on
Conference_Location :
Florence
DOI :
10.1109/ICASSP.2014.6853614