Title :
A GPU implementation of belief propagation decoder for polar codes
Author :
Bharath Kumar, Reddy L. ; Chandrachoodan, Nitin
Author_Institution :
Dept. of Electr. Eng., Indian Inst. of Technol. Madras, Chennai, India
Abstract :
We present a Graphics Processing Unit (GPU) implementation of a Belief Propagation (BP) based decoder for polar codes. The BP decoding algorithm is implemented to utilize the parallel computing capability of the GPUs. We show how the algorithm can make use of parallelism both at the thread level and block level, and by utilizing the limited shared memory available on GPUs, a real time decoding performance is achieved. The resulting algorithm is able to achieve a decoding throughput of almost 5Mbps while maintaining a frame error rate below 10-3 on code blocks of 1024 bits.
Keywords :
decoding; graphics processing units; BP decoding algorithm; GPU; belief propagation decoder; block level; frame error rate; graphics processing unit; limited shared memory; parallel computing; polar codes; real-time decoding performance; storage capacity 1024 bit; thread level; Graphic Processing Unit (GPU); Polar code; belief propagation;
Conference_Titel :
Signals, Systems and Computers (ASILOMAR), 2012 Conference Record of the Forty Sixth Asilomar Conference on
Conference_Location :
Pacific Grove, CA
Print_ISBN :
978-1-4673-5050-1
DOI :
10.1109/ACSSC.2012.6489228