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非平稳非线性系统的频谱分析:基于离散时间模型的方法。

Spectral analysis for nonstationary and nonlinear systems: a discrete-time-model-based approach.

机构信息

Department of Automatic Control and Systems Engineering, The University of Sheffield, Sheffield, S1 3JD, UK.

出版信息

IEEE Trans Biomed Eng. 2013 Aug;60(8):2233-41. doi: 10.1109/TBME.2013.2252347. Epub 2013 Mar 12.

Abstract

A new frequency-domain analysis framework for nonlinear time-varying systems is introduced based on parametric time-varying nonlinear autoregressive with exogenous input models. It is shown how the time-varying effects can be mapped to the generalized frequency response functions (FRFs) to track nonlinear features in frequency, such as intermodulation and energy transfer effects. A new mapping to the nonlinear output FRF is also introduced. A simulated example and the application to intracranial electroencephalogram data are used to illustrate the theoretical results.

摘要

本文提出了一种基于参数时变非线性自回归外生输入模型的新的非线性时变系统频域分析框架。展示了如何将时变效应映射到广义频率响应函数(FRF)中,以跟踪频率中的非线性特征,如互调和谐波能量传递效应。还引入了一种新的非线性输出 FRF 映射。通过模拟示例和对颅内脑电图数据的应用,说明了理论结果。

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