DocumentCode :
38261
Title :
A New Sufficient Condition for Sum-Rate Tightness in Quadratic Gaussian Multiterminal Source Coding
Author :
Yang Yang ; Yifu Zhang ; Zixiang Xiong
Author_Institution :
Dept. of Electr. & Comput. Eng., Texas A&M Univ., College Station, TX, USA
Volume :
59
Issue :
1
fYear :
2013
fDate :
Jan. 2013
Firstpage :
408
Lastpage :
423
Abstract :
This paper considers the quadratic Gaussian multiterminal (MT) source coding problem and provides a new sufficient condition for the Berger-Tung (BT) sum-rate bound to be tight. The converse proof utilizes a set of virtual remote sources given which the observed sources are block independent with a maximum block size of 2. The given MT source coding problem is then related to a set of two-terminal problems with matrix-distortion constraints, for which a new lower bound on the sum-rate is given. By formulating a convex optimization problem over all distortion matrices, a sufficient condition is derived for the optimal BT scheme to satisfy the subgradient-based Karush-Kuhn-Tucker condition. The subset of the quadratic Gaussian MT problem satisfying our new sufficient condition subsumes all previously known tight cases, and our proof technique opens a new direction for more general partial solutions.
Keywords :
convex programming; matrix algebra; source coding; Berger-Tung sum-rate bound; convex optimization problem; distortion matrices; matrix-distortion constraints; quadratic Gaussian MT problem; quadratic Gaussian multiterminal source coding; subgradient-based Karush-Kuhn-Tucker condition; sum-rate tightness; two-terminal problems; virtual remote sources; Covariance matrix; Joints; Noise; Optimization; Rate-distortion; Source coding; Vectors; Karush–Kuhn–Tucker (KKT) condition; quadratic Gaussian multiterminal source coding; remote sources; subgradient; sum rate;
fLanguage :
English
Journal_Title :
Information Theory, IEEE Transactions on
Publisher :
ieee
ISSN :
0018-9448
Type :
jour
DOI :
10.1109/TIT.2012.2216995
Filename :
6293895
Link To Document :
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