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Decoding of non-binary low-density parity-check codes based on the genetic algorithm and applications over mobile fading channels

机译:基于遗传算法的非二进制低密度奇偶校验码的解码及其在移动衰落信道上的应用

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摘要

In this study, an efficient decoding algorithm is proposed to decode non-binary low-density parity-check (LDPC) codes. The algorithm is derived from the belief-propagation (BP) decoding with genetic algorithm of binary LDPC codes. For the proposed algorithm, two decoding constraints are introduced to determine variable nodes which are considered highly reliable. The messages from these highly reliable variable nodes are then magnified with an appropriate parameter . This process can make the messages propagate in the Tanner graph more efficiently. Simulation results show that, compared with the fast Fourier transform-based BP algorithm, the proposed algorithm can have an equal or better performance in low bit-error-rate region over both the additive white Gaussian noise channels and the mobile fading channels.
机译:在这项研究中,提出了一种有效的解码算法来解码非二进制低密度奇偶校验(LDPC)码。该算法源自二进制LDPC码遗传算法的置信传播(BP)解码。对于所提出的算法,引入了两个解码约束来确定被认为是高度可靠的变量节点。然后,将来自这些高度可靠的变量节点的消息放大为适当的参数。此过程可以使消息更有效地在Tanner图中传播。仿真结果表明,与基于快速傅里叶变换的BP算法相比,该算法在加性高斯白噪声信道和移动衰落信道上的低误码率区域具有相同或更好的性能。

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