DocumentCode :
1865350
Title :
Searching for low weight pseudo-codewords
Author :
Chertkov, Michael ; Stepanov, Mikhail
Author_Institution :
Theor. Div. and Center for Nonlinear Studies LANL, Los Alamos
fYear :
2007
fDate :
Jan. 29 2007-Feb. 2 2007
Firstpage :
94
Lastpage :
100
Abstract :
Belief propagation (BP) and linear programming (LP) decodings of low density parity check (LDPC) codes are discussed. We summarize results of instanton/pseudo-codeword approach developed for analysis of the error-floor domain of the codes. Instantons are special, code and decoding specific, configurations of the channel noise contributing most to the Frame-Error-Rate (FER). Instantons are decoded into pseudo- codewords. Instanton/pseudo-codeword with the lowest weight describes the largest Signal-to-Noise-Ratio (SNR) asymptotic of FER, while the whole spectra of the low weight instantons is descriptive of the FER vs SNR profile in the extended error-floor domain. First, we describe a general optimization method that allows to find the instantons for any coding/decoding. Second, we introduce LP-specific pseudo-codeword search algorithm that allows efficient calculations of the pseudo-codeword spectra. Finally, we discuss results of combined BP/LP error-floor exploration experiments for two model codes.
Keywords :
decoding; error statistics; linear programming; noise; parity check codes; pseudonoise codes; search problems; Instantons; belief propagation; channel noise; error-floor domain; frame-error-rate; linear programming decodings; low density parity check codes; low weight pseudo-codewords; pseudo-codeword search algorithm; signal-to-noise-ratio; Error analysis; Iterative algorithms; Iterative decoding; Linear programming; Mathematics; Maximum likelihood decoding; Nonlinear equations; Parity check codes; Personal communication networks; Signal to noise ratio;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Information Theory and Applications Workshop, 2007
Conference_Location :
La Jolla, CA
Print_ISBN :
978-0-615-15314-8
Type :
conf
DOI :
10.1109/ITA.2007.4357567
Filename :
4357567
Link To Document :
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