Abstract :
In this paper, we study the rate loss and achievable region of the multiterminal source code (MTSC), which is the code designed for a system comprising two independent encoders and joint decoder: encoders 1 and 2 describe sources X and Y using rates R1 and R2 , respectively, and the joint decoder reconstructs X with distortion D1 and reconstructs Y with distortion D2. The rate loss of an MTSC is defined as L1 = R 1 $RX|Y(D1), L2 = R2 - RX|Y(D2), and L0 = R1 + R2 - RXY(D1, D2), where RXY(D1, D2) is the joint rate-distortion function of (X,Y), and RX|Y(D1) and RY|X(D2) are two conditional rate-distortion functions. We first show that for general real-valued memoryless sources and mean squared error distortion measure, the rate loss has an intrinsic connection with K1 = RXY(D1, D2) $RY(D2) - RX|Y(D1 ) and K2 = RXY(D1, D2) - RX(D1) - RY|X(D2). We then study two common types of sources, jointly Gaussian sources and remote sources, in more details and bound K1 and K2 from above by small universal constants, which leads to small universal upper bounds on the rate loss and therefore good approximations of the achievable region
Keywords :
Gaussian processes; decoding; mean square error methods; source coding; Gaussian sources; decoder; mean squared error distortion measure; multiterminal source codes; rate loss; rate-distortion function; Artificial satellites; Decoding; Distortion measurement; Encoding; Performance loss; Rate distortion theory; Rate-distortion; Sensor arrays; Sensor systems; Upper bound;