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