Title :
Analysis of ADMM-LP algorithm for LDPC decoding, a first step to hardware implementation
Author :
Imen Debbabi;Bertrand Le Gal;Nadia Khouja;Fethi Tlili;Christophe Jego
Author_Institution :
GRESCOM Laboratory, High School of Communications, Carthage University, Tunisia
Abstract :
The recent interest in linear programming techniques for LDPC decoding showed that these methods are too complex for real applicability. Alternating direction method of multipliers is a classic technique in convex optimization theory. When applied to the linear programming decoding of LDPC codes, the ADMM algorithm acts as a message passing decoding method. In this work, we present a complexity analysis of the ADMM LDPC decoder compared with the sum product approach and we explain the parallelism levels that are explored in the ADMM algorithm. A software implementation by taking advantage of the architectural features of the multi-core processors parallelism is presented. The overall analysis provides a better understanding of the ADMM approach complexity which makes a start to possible hardware implementations.
Keywords :
"Parity check codes","Complexity theory","Parallel processing","Maximum likelihood decoding","Algorithm design and analysis","Kernel"
Conference_Titel :
Electronics, Circuits, and Systems (ICECS), 2015 IEEE International Conference on
DOI :
10.1109/ICECS.2015.7440322