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Simulation, MMSE estimation, and interpolation of sampled continuous-time signals using factor graphs

机译:使用因子图对采样的连续时间信号进行仿真,MMSE估计和内插

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The paper proposes a factor graph representation of finite-dimensional continuous-time linear systems /filters driven by white Gaussian noise. Applications of such factor graphs include (i) simulation of the output signal at arbitrary discrete instants and (ii) MAP /MMSE /LMMSE estimation of the input signal, or of the state, or of the output signal at arbitrary discrete instants from noisy observations of the output signal at arbitrary discrete instants. Moreover, it is suggested that the MMSE estimate of the input signal from the output signal may be viewed as a generalization of a bandlimited estimate that is suited for real filters.
机译:本文提出了由高斯白噪声驱动的有限维连续时间线性系统/滤波器的因子图表示。此类因子图的应用包括(i)在任意离散瞬间模拟输出信号,以及(ii)在任意离散瞬间根据噪声观测对输入信号或状态或输出信号进行MAP / MMSE / LMMSE估计输出信号在任意离散瞬间的变化。此外,建议将来自输出信号的输入信号的MMSE估计视为对适用于实际滤波器的带宽限制估计的概括。

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