Improved Belief Propagation List Decoding for Polar Codes

被引:7
作者
Li, Huan [1 ]
Huang, Jingxuan [1 ]
Sun, Ce [1 ]
机构
[1] Beijing Inst Technol BIT, Sch Informat & Elect, Beijing 100081, Peoples R China
基金
中国国家自然科学基金; 国家重点研发计划;
关键词
polar codes; belief propagation list; belief propagation flip; permuted factor graph; path extension; path pruning; DECODERS;
D O I
10.3390/electronics11152458
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Polar codes have become the channel coding scheme for control channel of enhanced mobile broadband in the 5G communication systems. Belief propagation (BP) decoding of polar codes has advantages of low decoding latency and high parallelism but achieves worse bit error ratio (BER) performance compared with the successive cancellation list (SCL) decoding scheme. In this paper, an improved BP list (IBPL) decoding algorithm is proposed with comparable BER performance to SCL algoritm. Firstly, the optimal permuted factor graph is analyzed for polar codes, which improves the performance of the BP decoder without path extension. Furthermore, based on the optimal graph, the bit metric and decoding path metric are proposed to extend and prune the decoding path. The proposed IBPL decoder is focused on not only the permutation of polar codes but also the reliabilities of decoded codewords during each iteration of BP decoding, which has a more accurate decoding path list. The simulation results show that the proposed IBPL decoder improves the BER performance compared with the original BP decoder significantly, and can approach the performance of the SCL decoder at low signal to noise ratio regions.
引用
收藏
页数:15
相关论文
共 24 条
[1]   A Simplified Successive-Cancellation Decoder for Polar Codes [J].
Alamdar-Yazdi, Amin ;
Kschischang, Frank R. .
IEEE COMMUNICATIONS LETTERS, 2011, 15 (12) :1378-1380
[2]  
Arikan E., 2010, P 4 INT S BROAD COMM, P11
[3]   A performance comparison of polar codes and reed-muller codes [J].
Arikan, Erdal .
IEEE COMMUNICATIONS LETTERS, 2008, 12 (06) :447-449
[4]   Channel Polarization: A Method for Constructing Capacity-Achieving Codes for Symmetric Binary-Input Memoryless Channels [J].
Arikan, Erdal .
IEEE TRANSACTIONS ON INFORMATION THEORY, 2009, 55 (07) :3051-3073
[5]  
Cavus E., 2005, 2005 IEEE 16th International Symposium on Personal, Indoor and Mobile Radio Communications (IEEE Cat. No. 05TH8889), P2386
[6]   Belief Propagation List Decoding of Polar Codes [J].
Elkelesh, Ahmed ;
Ebada, Moustafa ;
Cammerer, Sebastian ;
ten Brink, Stephan .
IEEE COMMUNICATIONS LETTERS, 2018, 22 (08) :1536-1539
[7]  
Elkelesh A, 2018, IEEE WCNC
[8]   CRC-Aided Belief Propagation List Decoding of Polar Codes [J].
Geiselhart, Marvin ;
Elkelesh, Ahmed ;
Ebada, Moustafa ;
Cammerer, Sebastian ;
ten Brink, Stephan .
2020 IEEE INTERNATIONAL SYMPOSIUM ON INFORMATION THEORY (ISIT), 2020, :395-400
[9]   High-Dimensional Feature Based Non-Coherent Detection for Multi-Intensity Modulated Ultraviolet Communications [J].
Hu, Wenxiu ;
Zhang, Min ;
Li, Zhe ;
Popov, Sergei ;
Leeson, Mark ;
Xu, Tianhua .
JOURNAL OF LIGHTWAVE TECHNOLOGY, 2022, 40 (07) :1879-1887
[10]   Performance of Polar Codes for Channel and Source Coding [J].
Hussami, Nadine ;
Korada, Satish Babu ;
Urbanke, Ruediger .
2009 IEEE INTERNATIONAL SYMPOSIUM ON INFORMATION THEORY, VOLS 1- 4, 2009, :1488-+