DocumentCode :
862886
Title :
Generalized Spectral Coherences for Complex-Valued Harmonizable Processes
Author :
Hindberg, Heidi ; Hanssen, Alfred
Author_Institution :
Dept. of Phys. & Technol., Tromso Univ.
Volume :
55
Issue :
6
fYear :
2007
fDate :
6/1/2007 12:00:00 AM
Firstpage :
2407
Lastpage :
2413
Abstract :
Complex-valued nonstationary random processes have nonvanishing complementary second-order moment functions. In this paper, we propose generalized dual-frequency and time-frequency coherence functions for harmonizable processes. The proposed generalized spectral coherences are based on widely linear estimators, and they result in coherence measures that combine Hermitian and complementary moment functions. We show that for analytic processes, and more surprisingly also for real-valued processes, additional second-order information becomes available through the generalized coherences. We offer illuminating geometrical interpretations of the proposed coherences through Hilbert space inner product formulations. Finally, we extend the theory to generalized cross-coherences between pairs of harmonizable processes
Keywords :
Hilbert spaces; random processes; spectral analysis; time-frequency analysis; Hilbert space; complementary moment functions; complex-valued harmonizable processes; complex-valued nonstationary random processes; generalized dual-frequency functions; generalized spectral coherences; time-frequency coherence functions; Councils; Fourier transforms; Hilbert space; Information analysis; Oscillators; Physics; Random processes; Signal processing; Statistics; Time frequency analysis; Complementary correlation; Hilbert space; complex improper random processes; dual-frequency coherence; harmonizable processes; time-frequency coherence; widely linear estimation;
fLanguage :
English
Journal_Title :
Signal Processing, IEEE Transactions on
Publisher :
ieee
ISSN :
1053-587X
Type :
jour
DOI :
10.1109/TSP.2007.893932
Filename :
4203074
Link To Document :
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