DocumentCode
3504372
Title
Polytope of correct (linear programming) decoding and low-weight pseudo-codewords
Author
Chertkov, Michael ; Stepanov, Mikhail
Author_Institution
Theor. Divison, LANL, Los Alamos, NM, USA
fYear
2011
fDate
July 31 2011-Aug. 5 2011
Firstpage
1648
Lastpage
1652
Abstract
We analyze Linear Programming (LP) decoding of graphical binary codes operating over soft-output, symmetric and log-concave channels. We show that the error-surface, separating domain of the correct decoding from domain of the erroneous decoding, is a polytope. We formulate the problem of finding the lowest-weight pseudo-codeword as a non-convex optimization (maximization of a convex function) over a polytope, with the cost function defined by the channel and the polytope defined by the structure of the code. This formulation suggests new provably convergent heuristics for finding the lowest weight pseudo-codewords improving in quality upon previously discussed. The algorithm performance is tested on the example of the Tanner [155,64,20] code over the Additive White Gaussian Noise (AWGN) channel.
Keywords
AWGN channels; binary codes; channel coding; concave programming; decoding; error correction codes; linear programming; AWGN channel; LP decoding; additive white gaussian noise channel; convergent heuristic; correct decoding; cost function; erroneous decoding; error-surface separating domain; graphical binary code; linear programming decoding; log-concave channel; lowest-weight pseudo-codeword; nonconvex optimization; polytope; soft-output channel; symmetric channel; AWGN channels; Convex functions; Decoding; Minimization; Noise; Optimization; Parity check codes;
fLanguage
English
Publisher
ieee
Conference_Titel
Information Theory Proceedings (ISIT), 2011 IEEE International Symposium on
Conference_Location
St. Petersburg
ISSN
2157-8095
Print_ISBN
978-1-4577-0596-0
Electronic_ISBN
2157-8095
Type
conf
DOI
10.1109/ISIT.2011.6033824
Filename
6033824
Link To Document