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Effect of Various CODEC Parameters on the Performance of Modified Max-Log-MAP Turbo Decoding Algorithm

机译:各种编解码器参数对改进的Max-Log-MAP Turbo解码算法性能的影响

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Turbo decoder uses any one of the decoding algorithms, Maximum A posteriori Probability (MAP), or Soft Output Viterbi Algorithm (SOVA) because it produces error correction near to Shannon's limit. The Max-Log-MAP is a Soft Input Soft Output (SISO) algorithm, which determines the probability of most likely path through the trellis and hence it gives sub optimal performance compared to Log-MAP algorithm. A simple but effective technique to improve the performance of Max-Log-MAP (MLMAP) algorithm is to scale the extrinsic information exchanged between two decoders using appropriate Scaling Factors (SF). Modified Max-Log-MAP (M-MLMAP) algorithm is achieved by fixing an arbitrary SF for inner decoder S_2 and an optimized SF for the outer decoder S_1. This paper presents the performance analysis for the Modified Max-Log-MAP decoding algorithm by optimizing the scaling factor S_1 to achieve low Bit Error Rate (BER). The performance of various scaling factors is compared and optimized scaling factor is obtained, which is an empirical value. Appropriate mathematical relationship between scaling factor and E_b/N_0 is also proposed. The effect of the proposed algorithm for a range of CODEC parameters is investigated in a systematic fashion, in order to gauge their performance ramifications. The use of an emphatically determined optimal scaling factor improved the performance of MLMAP decoding algorithm in terms of BER. The proposed M-MLMAP algorithm showed a gain of 0.75dB over MLMAP algorithm at BER of 2×10~(-5) for fading channel.
机译:Turbo解码器使用任何一种解码算法,最大后验概率(MAP)或软输出维特比算法(SOVA),因为它会产生接近Shannon极限的纠错。 Max-Log-MAP是一种软输入软输出(SISO)算法,它确定最有可能通过网格的路径的概率,因此与Log-MAP算法相比,它给出了次优的性能。一种简单而有效的提高Max-Log-MAP(MLMAP)算法性能的技术是使用适当的缩放因子(SF)缩放两个解码器之间交换的外部信息。通过为内部解码器S_2固定任意SF和为外部解码器S_1优化SF,可以实现修改后的Max-Log-MAP(M-MLMAP)算法。本文通过优化缩放因子S_1以实现低误码率(BER),介绍了改进的Max-Log-MAP解码算法的性能分析。比较各种比例因子的性能并获得优化的比例因子,这是一个经验值。还提出了比例因子和E_b / N_0之间的适当数学关系。以系统的方式研究了所提出算法对一系列编解码器参数的影响,以评估其性能影响。着重确定的最佳比例因子的使用提高了BER方面的MLMAP解码算法的性能。所提出的M-MLMAP算法在衰落信道的BER为2×10〜(-5)时比MLMAP算法提高了0.75dB。

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