Title :
Optimal multiresolution quantization with error detecting codes for broadcast channels
Author :
Ho, Jason ; En-Hui Yang
Author_Institution :
Dept. of Electr. & Comput. Eng., Univ. of Waterloo, Waterloo, ON, Canada
Abstract :
This paper investigates the design of optimal vector quantization given channel and error statistics by inclusion of cyclic redundancy checks (CRC) into the consideration. Given a broadcast system with multiresolution vector quantization (MRVQ) and error detection availability for each resolution, a closed-form formula for the weighted end-to-end distortion (EED) is first derived under a random index assignment. Based on the closed-form formula, an iterative algorithm is then proposed for designing optimal MRVQ to minimize the EED with CRC. Experiments show that for a wide range of channel error probability, the inclusion of CRC indeed reduces the EED. Finally, the best tradeoff between the number of bits for quantization and those for CRC is also investigated by experiments.
Keywords :
broadcast channels; combined source-channel coding; cyclic redundancy check codes; error detection codes; error statistics; iterative methods; vector quantisation; CRC; EED; broadcast channels; channel error probability; channel statistics; closed-form formula; cyclic redundancy checks; error detecting codes; error detection availability; error statistics; iterative algorithm; joint source-channel coding; optimal MRVQ; optimal multiresolution vector quantization; optimal vector quantization; random index assignment; weighted end-to-end distortion; Error probability; Gain; Indexes; Noise measurement; Quantization (signal); Receivers; Vectors;
Conference_Titel :
Information Theory Proceedings (ISIT), 2013 IEEE International Symposium on
Conference_Location :
Istanbul
DOI :
10.1109/ISIT.2013.6620287