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一个有效的两阶段解码方案为LDPC-CRC连锁代码
Lingjun Kong1, Haiyang Liu2, Yuezhuang Shi2,3
1Faculty of Network and Telecommunication Engineering, Jinling Institute of Technology, Nanjing 211169, China.
Entropy (Basel, Switzerland)
|September 27, 2025
概括
本研究介绍了一种两阶段解码方案,将低密度平价检查 (LDPC) 和循环冗余检查 (CRC) 代码结合起来. 这种新的方法提供了较低的复杂性和更好的性能比传统的方法来纠正通信系统的错误.
科学领域:
- 电气工程 电气工程
- 计算机科学 计算机科学
- 信息理论 信息理论
背景情况:
- 低密度平价检查 (LDPC) 和循环冗余检查 (CRC) 代码的合是现代通信系统中错误纠正的标准.
- 传统的解码方法,如信念传播 (BP),可以是计算密集的,特别是高代数.
研究的目的:
- 为连接的LDPC-CRC代码提出一种新的,低复杂度的两级解码方案.
- 提高通信系统错误纠正的效率和性能.
主要方法:
- 引入了一个两步解码过程:首先,一个信念传播 (BP) 算法,对LDPC解码的代有限.
- 如果LDPC解码失败,则将Guessing Random Additive Noise Decoding (GRAND) 算法应用于CRC代码,然后再进行LDPC重新编码并选择最可能的代码词.
主要成果:
- 拟议的两阶段解码方法在使用大量代的传统基于BP的算法相比,显示出更高的性能.
- 新方案的平均计算复杂性明显较低.
结论:
- 拟议的两阶段LDPC-CRC解码方案为纠错提供了有效和高效的替代方案.
- 这种方法平衡了性能增长与减少计算复杂性,使其适合现代通信系统.
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