Title :
Decoding by iterative detection (DECIDET): Soft-in/soft-out decoding of arbitrary linear block codes over arbitrary finite fields
Author :
Moon, Todd K. ; Gunther, Jacob H.
Author_Institution :
Electr. & Comput. Eng. Dept., Utah State Univ., Logan, UT, USA
Abstract :
This paper presents a framework for an error correction decoding algorithm which can perform soft-input/soft-output decoding on arbitrary linear block codes over arbitrary finite fields. The algorithm produces estimates of individual symbols by detecting the symbol as a scalar multiple of a column of the generator matrix for the code, with other columns forming an interfering “noise” which is probabilistically modeled. Only the generator matrix is used for the decoder; the parity check matrix is not employed. The posterior probability so obtained is iteratively fed back as a prior input for turbo-like operation. Methods of incorporating statistical dependence among symbols are presented. The decoder can be used for channels with arbitrary noise distributions. Computation over larger fields is achieved through the use of an extended Hadamard transform, which is used to compute the distribution of arbitrary linear combinations of random variables distributed over the field. Results are presented for some codes of various lengths and design distances.
Keywords :
Hadamard transforms; block codes; iterative decoding; linear codes; matrix algebra; statistical analysis; DECIDET; arbitrary finite fields; arbitrary linear block codes; arbitrary noise distributions; decoding by iterative detection; error correction decoding algorithm; extended Hadamard transform; generator matrix column; posterior probability; random variables arbitrary linear combinations; soft-in/soft-out decoding; statistical dependence; Generators; Iterative decoding; Joints; Maximum likelihood decoding; Probability distribution; Vectors;
Conference_Titel :
Signals, Systems and Computers (ASILOMAR), 2011 Conference Record of the Forty Fifth Asilomar Conference on
Conference_Location :
Pacific Grove, CA
Print_ISBN :
978-1-4673-0321-7
DOI :
10.1109/ACSSC.2011.6190088