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An algorithm for dual-channel noiseless signal reconstruction and its performance analysis

机译:双通道无噪声信号重构算法及其性能分析

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摘要

We present an algorithm for estimating a two-input two-output system and recovering its inputs from noise-free observations of its outputs. The algorithm involves minimization of a set of cross-correlations between the reconstructed signals and a nonlinear function of these signals. A performance analysis of the algorithm is presented. It is shown that for the optimal choice of the nonlinear function, the performance of the algorithm is close to the Cramer-Rao lower bound (CRLB). Other choices of the function provide insights into the performance of moment/cumulant-based deconvolution techniques.
机译:我们提出了一种用于估计两输入两输出系统并从其输出的无噪声观测中恢复其输入的算法。该算法包括最小化重构信号之间的一组互相关以及这些信号的非线性函数。给出了算法的性能分析。结果表明,对于非线性函数的最优选择,算法的性能接近于Cramer-Rao下界(CRLB)。函数的其他选择可洞察基于矩/累积量的反卷积技术的性能。

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