Waveform smoothing: analysis and comparisons

H. H. Eilouti, A. Abu-El-Haija
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引用次数: 1

Abstract

Several smoothing nonrecursive filters, such as the rectangular, triangular, and Hanning filters and the exponential recursive filter with different coefficients, are analyzed and compared. These filters are applied to noisy sinusoidal waveforms with different frequencies and signal-to-noise ratios. Filter performance is based on the square of the error between the original signal considered for measurement and the clean one. The most appropriate filter to smooth such signals is determined for every frequency and for different signal-to-noise ratios. Theoretical and simulation results show that for large noise components (very low signal-to-noise ratios) the rectangular smoother gives the least amount of root-mean-square error. For signal-to-noise ratios in the range 0-10 dB, the performance of the exponential filter is better than the performance of the nonrecursive filters examined.<>
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波形平滑:分析和比较
分析比较了矩形滤波器、三角形滤波器、汉宁滤波器和不同系数的指数递归滤波器等几种平滑非递归滤波器。这些滤波器适用于具有不同频率和信噪比的含噪正弦波形。滤波器的性能是基于考虑测量的原始信号与干净信号之间的误差的平方。对于每个频率和不同的信噪比,确定最合适的滤波器来平滑这些信号。理论和仿真结果表明,对于较大的噪声分量(非常低的信噪比),矩形平滑器的均方根误差最小。对于0-10 dB范围内的信噪比,指数滤波器的性能优于所测试的非递归滤波器的性能
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