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Piecewise-Linear Identification of Nonlinear Dynamical Systems in View of Their Circuit Implementations

机译:非线性动力系统的分段线性辨识及其电路实现

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摘要

We address here an aspect of the problem concerning circuit implementations of nonlinear dynamical systems that depend on control parameters. In particular, the problem of the identification of such systems is addressed in two steps. The first step uses the state-space reconstruction (through time delay reconstruction associated with principal component analysis) on the basis of scalar time series measured in the systems to be identified. The second step deals with the approximation of the flow in the reconstructed space (through a piecewise-linear approximation technique). The proposed method is first validated with two examples concerning known systems and then applied successfully to two realistic cases.
机译:我们在这里解决有关依赖控制参数的非线性动力学系统的电路实现问题的一个方面。特别地,分两个步骤解决了识别这种系统的问题。第一步基于要识别的系统中测量的标量时间序列,使用状态空间重构(通过与主成分分析相关的时延重构)。第二步处理重建空间中的流动近似(通过分段线性近似技术)。首先用两个与已知系统有关的例子对提出的方法进行了验证,然后成功地将其应用于两个现实情况。

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