Title :
Distortion rate function of cyclo-stationary Gaussian processes
Author :
Kipnis, Alon ; Goldsmith, Andrea J.
Author_Institution :
Dept. of Electr. Eng., Stanford Univ., Stanford, CA, USA
fDate :
June 29 2014-July 4 2014
Abstract :
An expression for the distortion rate function of cyclostationary Gaussian processes is derived. This expression is given by water-filling over the eigenvalues of a spectral density matrix associated with the source. For processes in continuous time, the distortion rate function is given in terms of a limiting function of the eigenvalues of this matrix. A lower bound on the distortion-rate function, which does not involve eigenvalue computation, is also derived. This distortion rate function is evaluated for the processes obtained by modulating a Gaussian stationary narrowband pulse by a deterministic sine wave, and is shown to be equal to the distortion rate function of the stationary narrowband pulse.
Keywords :
Gaussian processes; eigenvalues and eigenfunctions; matrix algebra; rate distortion theory; Gaussian stationary narrowband pulse; continuous time process; cyclo-stationary Gaussian processes; deterministic sine wave; distortion rate function; eigenvalues; spectral density matrix; water-filling; Closed-form solutions; Correlation; Eigenvalues and eigenfunctions; Gaussian processes; Rate distortion theory; Source coding;
Conference_Titel :
Information Theory (ISIT), 2014 IEEE International Symposium on
Conference_Location :
Honolulu, HI
DOI :
10.1109/ISIT.2014.6875351