A Reliability Profile Based Low-Complexity Dynamic Schedule LDPC Decoding

被引:1
|
作者
Yuan, Ruijia [1 ]
Xie, Tianjiao [1 ]
Wang, Zhongfeng [2 ]
机构
[1] China Acad Space Technol, Xian 710100, Peoples R China
[2] Nanjing Univ, Sch Elect Sci & Engn, Nanjing 210008, Peoples R China
基金
中国国家自然科学基金;
关键词
Reliability; Iterative decoding; Heuristic algorithms; Dynamic scheduling; Convergence; Decoding; Schedules; LDPC decoding; reliability profile; dynamic schedule; residual; protograph LDPC codes; PROTOGRAPH-BASED LDPC; CODES;
D O I
10.1109/ACCESS.2021.3138760
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In order to improve the Bit Error Rate (BER) performance of Low-Density Parity-Check (LDPC) codes, In this paper, we propose a Reliability Profile (RP) Based Low-Complexity Dynamic Schedule, called RPD. In terms of dynamic scheduling, the new RPD method is distinct from the existing residual belief propagation (RBP) and its variations, since RPD is based on residual criterion. Reliability divides nodes message into two categories: reliable and unreliable. By using as many messages as possible from the latest available current iteration instead of the previous iteration to update unreliable messages multiple times to speed up the convergence speed and increase the total number of updates of effective nodes message, so as to improve the BER performance. By not updating the reliable message, the number of ineffective nodes message updates is reduced, thereby reducing the decoding complexity. Besides, the more iterations increase, the fewer calculations of these reliable nodes. Moreover, based on reliability profile, RPD has an advantage over RBP for dynamic scheduling in that the former only needs integer operations, while the latter requires float operations. Therefore, the RPD algorithm not only accelerates the convergence speed of LDPC decoding and but also improves the BER performance while reducing the complexity. The analysis and simulation results show that the RPD strategy not only retains the fast-convergence advantage of RBP, but also has a better convergence BER performance compared to that of node-wise residual belief propagation (NW RBP). Furthermore, the simulation results show that the RPD can significantly improve the convergence speed of protograph LDPC decoding.
引用
收藏
页码:3390 / 3399
页数:10
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