Impulsive noise removal in multi-frequency phase sensitive demodulation for electrical impedance tomography

Zhenhua Hao, Z. Cui, Shihong Yue, Huaxiang Wang
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引用次数: 1

Abstract

Multi-frequency phase sensitive demodulation plays an important role in electrical impedance tomography (EIT). The phase sensitive detector is an effective tool for discriminating the amplitude and phase of each frequency component signal. It can be considered as the optimal linear filter in case of Gaussian-type noise. In real applications, however, the noise has also rather distinctive impulsive characteristics. It is a challenging task to remove the impulsive noise effectively in multi-frequency phase sensitive demodulation. In this paper, an approach for impulsive noise removal is presented in multi-frequency phase sensitive demodulation, which takes advantage of the periodicity of a multi-frequency signal and the significant properties of the median filter. The current work focuses on the use of two-dimensional (2D) median filter to handle the impulsive noise that existed in the measured signal, i.e. a 2D median filter is employed as the pre-stage signal conditioning module prior to the phase sensitive detector. The main advantages of the proposed method are that: 1) increasing the number of samples within the median filter window, which benefits the consecutive impulsive noise removal, and 2) no additional storage and computational resources are required for hardware system. Two classical methods are selected as comparisons in experiment. Numerical simulations and experimental results demonstrate that the proposed method can effectively eliminate the influence of impulsive noise on multi-frequency phase sensitive demodulation, and is able to achieve outstanding signal-to-noise ratio (SNR) performance.
电阻抗层析成像中多频相敏解调中的脉冲噪声去除
多频相敏解调在电阻抗层析成像(EIT)中起着重要的作用。相敏检波器是识别各频率分量信号的幅值和相位的有效工具。它可以被认为是高斯型噪声情况下的最优线性滤波器。然而,在实际应用中,噪声也具有相当明显的脉冲特性。在多频相敏解调中,如何有效去除脉冲噪声是一项具有挑战性的任务。本文利用多频信号的周期性和中值滤波器的重要特性,提出了一种在多频相敏解调中去除脉冲噪声的方法。目前的工作重点是利用二维中值滤波器来处理测量信号中存在的脉冲噪声,即在相敏检测器之前使用二维中值滤波器作为预级信号调理模块。该方法的主要优点是:1)增加了中值滤波窗口内的样本数量,有利于脉冲噪声的连续去除;2)不需要硬件系统额外的存储和计算资源。实验中选择两种经典方法进行比较。数值仿真和实验结果表明,该方法能有效消除脉冲噪声对多频相敏解调的影响,并能取得优异的信噪比。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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