Title :
Soft-input reconstruction of binary transmitted quantized overcomplete expansions
Author :
Kliewer, Jörg ; Mertins, Alfred
Author_Institution :
Sch. of Electron. & Comput. Sci., Univ. of Southampton, UK
Abstract :
We propose a soft-decoding method for quantized overcomplete frame expansions that are binary transmitted through noisy channels. The frame expansions can be viewed as real-valued block codes that are directly applied to waveform signals prior to quantization. The explicit redundancy introduced in the continuous amplitude domain is exploited by the decoder in two stages. First, the index-based redundancy is used by a soft-input soft-output source decoding approach that outputs decoded symbols together with their reliability information. In a second stage, the soft information on the symbols and the structure of the introduced redundancy are used to correct errors. The performance of the proposed approach is evaluated for different code constructions based on the discrete Fourier transform (DFT), the discrete cosine transform (DCT), and the discrete Hadamard transform (DHT), and is compared to standard approaches without soft decoding.
Keywords :
AWGN channels; Hadamard transforms; binary codes; block codes; combined source-channel coding; decoding; discrete Fourier transforms; discrete cosine transforms; DCT; DFT; DHT; discrete Fourier transform; discrete Hadamard transform; discrete cosine transform; index-based redundancy; joint source-channel coding; noisy channels; real-valued block codes; soft-decoding method; soft-input soft-output source decoding; Block codes; Code standards; Decoding; Discrete Fourier transforms; Discrete cosine transforms; Error correction; Error correction codes; Fourier transforms; Quantization; Redundancy; Joint source-channel coding; overcomplete frame expansions; real-valued block codes; residual source redundancy;
Journal_Title :
Signal Processing Letters, IEEE
DOI :
10.1109/LSP.2004.836941