Title :
Turbo and trellis-based constructions for source coding with side information
Author :
Chou, Jim ; Pradhan, S. Sandeep ; Ramchandran, Kannan
Author_Institution :
EECS, California Univ., Berkeley, CA, USA
Abstract :
The problem of rate-distortion efficient constructions is studied for the problem of source coding with side information (SCSI), which has assumed heightened interest. While the Wyner-Ziv theorem from information theory has prescribed rate-distortion performance bounds for the SCSI problem, the gap between theory and practice has remained large. To reduce this gap, two different frameworks are proposed based on a trellis construction and a turbo-based construction respectively. Simulation results on the Gaussian SCSI problem reveal the promise of the proposed approaches: at 1 bit per sample, 0.5 bits/sample, 0.25 bits/sample and 0.125 bits/sample, these constructions attain performance within 1.3 dB, 1.1 dB, 0.85 dB and 0.5 dB respectively of the theoretical Wyner-Ziv rate-distortion bound.
Keywords :
Gaussian processes; convolutional codes; rate distortion theory; source coding; trellis coded modulation; turbo codes; 0.5 dB; 0.85 dB; 1.1 dB; 1.3 dB; Gaussian SCSI; SCSI; Wyner-Ziv rate-distortion bound; Wyner-Ziv theorem; rate-distortion efficient construction; source coding with side information; trellis codebook; trellis-based construction; turbo codebook; turbo-based construction; Decoding; Energy measurement; Guidelines; Information theory; Modular construction; Modulation coding; Quantization; Random variables; Rate-distortion; Source coding;
Conference_Titel :
Data Compression Conference, 2003. Proceedings. DCC 2003
Print_ISBN :
0-7695-1896-6
DOI :
10.1109/DCC.2003.1193994