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Intermittently nonlinear analog filters for mitigation of technogenic interference in the process of analog-to-digital conversion

机译:间歇性非线性模拟过滤器,用于减轻模数转换过程中的技术干扰

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Since at any given frequency a linear filter affects both the noise and the signal of interest proportionally, when a linear filter is used to suppress the interference outside of the passband of interest the resulting signal quality is affected only by the total power and spectral composition, but not by the type of the amplitude distribution of the interfering signal. Thus a linear filter cannot improve the passband signal-to-noise ratio, regardless of the type of noise. On the other hand, a nonlinear filter has the ability to disproportionately affect signals with different temporal and/or amplitude structures, and it may reduce the spectral density of non-Gaussian (e.g. impulsive) interferences in the signal passband without significantly affecting the signal of interest. As a result, the signal quality can be improved in excess of that achievable by a linear filter. Such non-Gaussian (and, in particular, impulsive) noise can originate from a multitude of natural and technogenic (man-made) phenomena. The technogenic noise specifically is a ubiquitous and growing source of harmful interference affecting communication and data acquisition systems, and such noise may dominate over the thermal noise. While the non-Gaussian nature of technogenic noise provides an opportunity for its effective mitigation by nonlinear filtering, current state-of-the-art approaches employ such filtering in the digital domain, after analog-to-digital conversion. In the process of such conversion, the signal bandwidth is reduced, and the broadband non-Gaussian noise becomes more Gaussian-like. This substantially diminishes the effectiveness of the subsequent noise removal techniques. In this paper, we focus on impulsive noise mitigation, and propose to incorporate impulsive noise filtering of the analog input signal into nonlinear analog filters preceding an analog-to-digital converter (ADC). Such ADCs thus combine analog-to-digital conversion with analog rank filtering, enabling mitigation of various types of in-band non-Gaussian noise and interference, especially that of technogenic origin, including broadband impulsive interference. This can considerably increase quality of the acquired signal over that achievable by linear filtering in the presence of such interference. An important property of the presented approach is that, while being nonlinear in general, the proposed filters largely behave linearly. They exhibit nonlinear behaviour only intermittently, in response to noise outliers, thus avoiding the detrimental effects, such as instabilities and intermodulation distortions, often associated with nonlinear filtering.
机译:由于在任何给定频率的线性滤波器会同时影响噪声和感兴趣的信号成比例,当线性滤波器用于抑制所得到的信号质量仅由总功率和频谱组成的影响感兴趣的通带的干扰外,而不是由干扰信号的幅度分布的类型。因此,一个线性滤波器不能改善通带信噪比,而不考虑噪声的类型。在另一方面,非线性滤波器有能力将不成比例地影响具有不同时间和/或振幅的结构的信号,并且它可以减少非高斯的在信号通带中的谱密度(例如脉冲)的干扰而不显著影响的信号兴趣。其结果是,信号质量可以在过量所达到的通过线性滤波器改善。这样的非高斯(并且,在特定的,脉冲)噪声可从自然和技术(人造的)现象的多种起源。的技术性噪声特别是影响通信和数据采集系统有害的干扰,并且这种噪声的普遍存在和不断增长的源可以支配的热噪声。而技术性噪声的非高斯性质由非线性滤波提供了其有效的缓解了一个机会,当前状态的最先进的方法采用这种滤波在数字域,模拟到数字转换之后。在这样的转换过程中,信号带宽被减小,并且宽带非高斯噪声变得更类似高斯的。这显着减少的后续噪声去除技术的有效性。在本文中,我们侧重于脉冲噪声减轻,并提出掺入脉冲噪声的模拟输入信号的滤波为模拟 - 数字转换器(ADC)之前非线性模拟滤波器。这样的ADC因此与模拟秩滤波结合模拟 - 数字转换,从而使不同类型的带内非高斯噪声和干扰的减轻,尤其是技术形成起源,包括宽带脉冲的干扰。这可以通过线性在这样的干扰的情况下进行滤波显着地增加所获取的信号的质量超过该实现的。所提出的方法的一个重要特性是,同时在一般的非线性,所提出的过滤器主要表现线性。它们表现出非线性行为仅间歇,响应于噪声的异常值,从而避免了不利的影响,如不稳定性和调失真,常与非线性滤波相关联。

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