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A Real time Alternative to the Hilbert Huang Transform Based on Internal Model Principle

机译:基于内模原理的Hilbert Huang变换的实时替代

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摘要

This article presents a new tuning approach for an adaptive internal-model-principle based signal identification algorithm whose computational costs are low enough to allow a realtime implementation. The algorithm allows an instantaneous Fourier decomposition of non-stationary signals that have a strongly predictable component. The algorithm is implemented as a feedback loop resulting in a closed loop system with a frequency response of a bandpass filter with notches at the frequencies of the Fourier decomposition. This is achieved through real time selection of the coefficients of the transfer functions in the feedback loop. Previously these coefficients were selected by solving a large set of coupled linear equations. Rules for explicitly solving for these parameters are given that only involve evaluating frequency responses at the frequencies of the instantaneous Fourier decomposition. This allows realtime implementation on a low cost lap top with sampling rates up to 10 kHz.
机译:本文为基于自适应内部模型原理的信号识别算法提出了一种新的调整方法,该算法的计算成本低至足以实现实时实现。该算法可以对具有强大可预测成分的非平稳信号进行瞬时傅立叶分解。该算法被实现为反馈环路,从而导致闭环系统具有带通滤波器的频率响应,该带通滤波器在傅立叶分解的频率处具有陷波。这是通过实时选择反馈回路中传递函数的系数来实现的。以前,这些系数是通过求解大量耦合线性方程式来选择的。给出了明确求解这些参数的规则,仅涉及评估瞬时傅立叶分解频率下的频率响应。这允许以高达10 kHz的采样率在低成本笔记本电脑上实时实施。

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