Title :
Multivariate-multidimensional Rihaczek spectra and associated canonical correlations
Author :
Øigård, Tor Arne ; Scharf, Louis L. ; Hanssen, Alfred
Author_Institution :
Dept. of Math. & Stat., Tromso Univ., Norway
Abstract :
Harmonizable processes constitute an important class of non-stationary stochastic processes. In this paper we study the important extension to multivariate harmonizable random fields. We derive the multivariate-multidimensional Rihaczek spectrum and show that it determines a complex time-frequency varying Wiener filter for approximating a multivariate random field from its infinitesimal Fourier generator. We derive the time-frequency coherence function, and generalize it to canonical correlations between a time domain subspace and a frequency domain subspace. We show how to construct estimators, and we finally demonstrate the theoretical concepts by the analysis of synthetic data.
Keywords :
Wiener filters; correlation theory; stochastic processes; time-frequency analysis; time-varying filters; Wiener filter; canonical correlation; coherence function; harmonizable random field; infinitesimal Fourier generator; multivariate-multidimensional Rihaczek spectrum; nonstationary stochastic process; time-frequency varying filter; Fourier transforms; Frequency domain analysis; Mathematics; Matrix decomposition; Multidimensional systems; Nonuniform electric fields; Physics computing; Statistics; Stochastic processes; Time frequency analysis;
Conference_Titel :
Sensor Array and Multichannel Signal Processing Workshop Proceedings, 2004
Print_ISBN :
0-7803-8545-4
DOI :
10.1109/SAM.2004.1503008