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Analysis of hard decision and soft decision decoding algorithms of LDPC codes in AWGN

机译:AWGN中LDPC码的硬判决和软判决解码算法分析

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This article compares the Bit Error Rate (BER) performance of soft and hard decision decoding algorithms of LDPC codes on AWGN channel at different code rates and Signal to Noise Ratio (SNR) levels. Even though, hard decision decoding algorithm is computationally simple, its BER performance is not appreciable. Devising soft decision decoding algorithms which are simple and good in BER performance requires comparison of probabilistic and log domain methods. Towards this, a code word is generated through modulo(2) addition between message bits and generator matrix. After Binary Phase Shift Keying (BPSK) modulation the AWGN noise is introduced to the modulated code word. BER performance is computed by comparing the message decoded by soft and hard decision algorithms with the transmitted message. The experiment is conducted in MATLAB. Soft decision decoding algorithm in log domain provides better BER performance than hard decision decoding algorithm regardless of the SNR level.
机译:本文比较了AWGN信道上在不同码率和信噪比(SNR)级别下LDPC码的软判决和硬判决解码算法的误码率(BER)性能。即使硬判决解码算法在计算上很简单,但其BER性能却不高。设计简单,BER性能好的软判决解码算法需要比较概率和对数域方法。为此,通过在消息位与生成器矩阵之间进行modulo(2)加法生成一个代码字。在二进制相移键控(BPSK)调制之后,AWGN噪声被引入到调制码字中。通过将软判决和硬判决算法解码的消息与传输的消息进行比较,可以计算出BER性能。实验是在MATLAB中进行的。无论SNR级别如何,对数域中的软判决解码算法都比硬判决解码算法提供更好的BER性能。

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