Title :
Distortion-rate tradeoff of a source uniformly distributed over positive semi-definite matrices
Author :
Krishnamachari, Rajesh T. ; Varanasi, Mahesh K.
Author_Institution :
Dept. of Electr. & Comput., Eng., Univ. of Colorado, Boulder, CO
Abstract :
We study the distortion-rate tradeoff D(K) of a source uniformly distributed over a manifold comprising of positive semi-definite matrices - over both real and complex fields - under a trace constraint. This models the impact exercised by limited-rate feedback on the information transfer of optimal dasiainput covariance matricespsila to a transmitter from a channel-aware receiver in a multiple-input mulitple-output (MIMO) system. Utilizing the volume of a geodesic ball in the manifold, D(K) is bounded between asymptotically tight lower and upper limits obtained via sphere-packing and random coding arguments, respectively.
Keywords :
MIMO communication; matrix algebra; radio receivers; signal processing; MIMO; channel aware receiver; distortion-rate tradeoff; geodesic ball; information transfer; limited rate feedback; multiple-input mulitple-output system; positive semidefinite matrix; random coding; source uniformly; sphere packing; Array signal processing; Covariance matrix; Distortion measurement; Feedback; H infinity control; Level measurement; MIMO; Quantization; Transmitters; Volume measurement; Distortion-rate tradeoff; Geodesic ball volume; Positive definite matrices;
Conference_Titel :
Signals, Systems and Computers, 2008 42nd Asilomar Conference on
Conference_Location :
Pacific Grove, CA
Print_ISBN :
978-1-4244-2940-0
Electronic_ISBN :
1058-6393
DOI :
10.1109/ACSSC.2008.5074634