The central limit theorem and low-pass filters

Q3 Arts and Humanities Giornale di Storia Costituzionale Pub Date : 2004-12-13 DOI:10.1109/ICECS.2004.1399615
S. Engelberg
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引用次数: 8

Abstract

The result of connecting many low-pass filters in series is considered. It is shown that if the impulse response of the filters is non-negative, then a version of the central limit theorem applies. Making use of the central limit theorem, we show that, as the number of filter sections gets large, the total delay of the cascaded filter system tends to the sum of the (approximate) time delays of each of the filters. Letting B/sub i/ denote the (approximate) bandwidth of the i/sup th/ filter, it is found that the bandwidth of the cascaded filter system tends to 1//spl radic/(1/B/sub 1//sup 2/ + /spl middot//spl middot//spl middot/ + 1/B/sub N//sup 2/). Using examples, it is shown that the rate at which the impulse response converges to a Gaussian is dependent on the nature of the impulse responses of the constituent low-pass filters.
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中心极限定理和低通滤波器
考虑了多个低通滤波器串联的结果。证明了如果滤波器的脉冲响应是非负的,则中心极限定理的一个版本适用。利用中心极限定理,我们证明了随着滤波器段数的增大,级联滤波器系统的总延迟趋于每个滤波器的(近似)延迟之和。令B/sub i/表示i/sup /滤波器的(近似)带宽,发现级联滤波器系统的带宽趋向于1//spl径向/(1/B/sub 1//sup 2/ + /spl middot//spl middot//spl middot//spl middot/ + 1/B/sub N//sup 2/)。通过实例表明,脉冲响应收敛于高斯的速率取决于组成低通滤波器的脉冲响应的性质。
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来源期刊
Giornale di Storia Costituzionale
Giornale di Storia Costituzionale Arts and Humanities-History
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