DocumentCode :
1678120
Title :
Complementary envelope estimation for frequency-modulated random signals
Author :
Clark, P. ; Kirsteins, Ivars ; Atlas, Les
Author_Institution :
Johns Hopkins Univ. Human Language Technol. Center of Excellence, Baltimore, MD, USA
fYear :
2013
Firstpage :
5363
Lastpage :
5367
Abstract :
The Hilbert envelope is a well-known indicator for amplitude modulation in subband time series. However, frequency modulation estimators typically impose temporal smoothness constraints that limit their general use for stochastic signals. We introduce the complementary envelope as a direct indicator of stochastic phase coherence and frequency modulation. Rooted in the second-order statistics of randomly-phased sinusoids, the complementary envelope is distinct from the Hilbert envelope, and can be estimated easily and separately. We propose a new complementary envelope estimator based on modified multitaper spectral analysis, and use it to reveal previously unseen FM-like behavior in ship propeller noise.
Keywords :
amplitude modulation; estimation theory; signal processing; stochastic processes; FM-like behavior; Hilbert envelope; amplitude modulation; complementary envelope estimation; frequency modulated random signals; frequency modulation estimators; multitaper spectral analysis; ship propeller noise; stochastic phase coherence modulation; stochastic phase frequency modulation; stochastic signals; subband time series; temporal smoothness constraints; Coherence; Estimation; Frequency modulation; Noise; Propellers; Time-frequency analysis; Modulation; complementary statistics; impropriety; multitaper; time-frequency;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Acoustics, Speech and Signal Processing (ICASSP), 2013 IEEE International Conference on
Conference_Location :
Vancouver, BC
ISSN :
1520-6149
Type :
conf
DOI :
10.1109/ICASSP.2013.6638687
Filename :
6638687
Link To Document :
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