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Reduced-complexity decoding of high-rate LDPC codes over partial-response channels

机译:通过部分响应信道降低高速率LDPC码的复杂度解码

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In this paper, we consider high-rate low-density parity-check (LDPC) codes for magnetic recording systems. We propose an efficient approach to reduce the computational complexity of the sum-product algorithm (SPA) for LDPC decoding by restricting the check operation to a small subset of input messages. Furthermore, the first-order MacLaurin Series is used to simplify the core operation and an attenuation factor is introduced to improve bit-error-rate (BER) performance by scaling down log-likelihood ratio (LLR) reliabilities in the decoding process. Simulation results show that the proposed decoder can obtain a noticeable performance gain over the conventional SPA at high signal-to-noise ratios (SNR) when used in turbo equalization schemes; while achieving a significantly lower computational complexity.
机译:在本文中,我们考虑了用于磁记录系统的高速率低密度奇偶校验(LDPC)码。我们提出了一种有效的方法,通过将检查操作限制为输入消息的一小部分,来降低LDPC解码的和积算法(SPA)的计算复杂性。此外,一阶MacLaurin系列用于简化核心操作,并引入了衰减因子,以通过降低解码过程中的对数似然比(LLR)可靠性来改善误码率(BER)性能。仿真结果表明,在Turbo均衡方案中,所提出的解码器在高信噪比(SNR)下,可以获得比常规SPA明显的性能增益。同时大大降低了计算复杂度。

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