Title :
Graph-based code design for quadratic-Gaussian Wyner-Ziv problem with arbitrary side information
Author :
Wei, Yi-Peng ; Lin, Shih-Chun ; Lin, Yu-Hsiu ; Su, Hsuan-Jung
Author_Institution :
Grad. Inst. of Commun. Eng., Nat. Taiwan Univ., Taipei, Taiwan
Abstract :
Wyner-Ziv coding (WZC) is a compression technique using decoder side information, which is unknown at the encoder, to help the reconstruction. In this paper, we propose and implement a new WZC structure, called residual WZC, for the quadratic-Gaussian Wyner-Ziv problem where side information can be arbitrarily distributed. In our two-stage residual WZC, the source is quantized twice and the input of the second stage is the quantization error (residue) of the first stage. The codebook of the first stage quantizer must be simultaneously good for source and channel coding, since it also acts as a channel code at the decoder. Stemming from the non-ideal quantization at the encoder, a problem of channel decoding beyond capacity is identified and solved when we design the practical decoder. Moreover, by using the modified reinforced belief-propagation quantization algorithm, the low-density parity check code (LDPC), whose edge degree is optimized for channel coding, also performs well as a source code. We then implement the residual WZC by an LDPC and a low-density generator matrix code (LDGM). The simulation results show that our practical construction approaches the Wyner-Ziv bound. Compared with previous works, our construction can offer more design flexibility in terms of distribution of side information and practical code rate selection.
Keywords :
Gaussian processes; channel capacity; channel coding; decoding; graph theory; parity check codes; quantisation (signal); source coding; LDGM; LDPC; Wyner-Ziv coding; arbitrary side information; channel coding; channel decoding; code rate selection; codebook; compression technique; decoder side information; first stage quantizer; graph-based code design; low-density generator matrix code; low-density parity check code; modified reinforced belief-propagation quantization algorithm; nonideal quantization; quadratic-Gaussian Wyner-Ziv problem; quantization error; source coding; two-stage residual WZC structure; Algorithm design and analysis; Channel coding; Decoding; Parity check codes; Quantization; Source coding;
Conference_Titel :
Information Theory Proceedings (ISIT), 2012 IEEE International Symposium on
Conference_Location :
Cambridge, MA
Print_ISBN :
978-1-4673-2580-6
Electronic_ISBN :
2157-8095
DOI :
10.1109/ISIT.2012.6284308