DocumentCode :
1802303
Title :
Parallel nonbinary LDPC decoding on GPU
Author :
Guohui Wang ; Hao Shen ; Bei Yin ; Wu, Min ; Yang Sun ; Cavallaro, J.R.
Author_Institution :
Dept. of Electr. & Comput. Eng., Rice Univ., Houston, TX, USA
fYear :
2012
fDate :
4-7 Nov. 2012
Firstpage :
1277
Lastpage :
1281
Abstract :
Nonbinary Low-Density Parity-Check (LDPC) codes are a class of error-correcting codes constructed over the Galois field GF(q) for q > 2. As extensions of binary LDPC codes, nonbinary LDPC codes can provide better error-correcting performance when the code length is short or moderate, but at a cost of higher decoding complexity. This paper proposes a massively parallel implementation of a nonbinary LDPC decoding accelerator based on a graphics processing unit (GPU) to achieve both great flexibility and scalability. The implementation maps the Min-Max decoding algorithm to GPU´s massively parallel architecture. We highlight the methodology to partition the decoding task to a heterogeneous platform consisting of the CPU and GPU. The experimental results show that our GPU-based implementation can achieve high throughput while still providing great flexibility and scalability.
Keywords :
Galois fields; computational complexity; decoding; error correction codes; graphics processing units; multiprocessing systems; parallel architectures; parity check codes; CPU; GPU massively parallel architecture; GPU-based nonbinary LDPC decoding accelerator; Galois field; binary LDPC codes; decoding complexity; error-correcting codes; error-correcting performance; graphics processing unit-based nonbinary LDPC decoding accelerator; heterogeneous platform; massively parallel implementation; min-max decoding algorithm; nonbinary low-density parity-check codes; parallel nonbinary LDPC decoding; GPU; OpenCL; error correcting codes; nonbinary LDPC; parallel architecture;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Signals, Systems and Computers (ASILOMAR), 2012 Conference Record of the Forty Sixth Asilomar Conference on
Conference_Location :
Pacific Grove, CA
ISSN :
1058-6393
Print_ISBN :
978-1-4673-5050-1
Type :
conf
DOI :
10.1109/ACSSC.2012.6489229
Filename :
6489229
Link To Document :
بازگشت