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Iterative Soft-Input Soft-Output Decoding of Reed–Solomon Codes by Adapting the Parity-Check Matrix

机译:适应奇偶校验矩阵的里德-所罗门码迭代软输入软输出解码

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An iterative algorithm is presented for soft-input soft-output (SISO) decoding of Reed–Solomon (RS) codes. The proposed iterative algorithm uses the sum–product algorithm (SPA) in conjunction with a binary parity-check matrix of the RS code. The novelty is in reducing a submatrix of the binary parity-check matrix that corresponds to less reliable bits to a sparse nature before the SPA is applied at each iteration. The proposed algorithm can be geometrically interpreted as a two-stage gradient descent with an adaptive potential function. This adaptive procedure is crucial to the convergence behavior of the gradient descent algorithm and, therefore, significantly improves the performance. Simulation results show that the proposed decoding algorithm and its variations provide significant gain over hard-decision decoding (HDD) and compare favorably with other popular soft-decision decoding methods.
机译:提出了一种迭代算法,用于里德-所罗门(RS)码的软输入软输出(SISO)解码。所提出的迭代算法使用和积算法(SPA)结合RS码的二进制奇偶校验矩阵。新颖之处在于在每次迭代应用SPA之前,将对应于可靠性较差的二进制奇偶校验矩阵的子矩阵减小为稀疏性质。所提出的算法可以在几何上解释为具有自适应势函数的两级梯度下降。该自适应过程对于梯度下降算法的收敛行为至关重要,因此可以显着提高性能。仿真结果表明,与硬判决解码(HDD)相比,所提出的解码算法及其变体具有明显的增益,并且与其他流行的软判决解码方法相比具有优势。

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