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Nonlinear System Identification — A Continuous-Time Bilinear State Space Approach

机译:非线性系统识别-连续时间双线性状态空间方法

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摘要

A class of nonlinear systems can be approximated by a bilinear system to an arbitrary high order as needed. In this paper, an improved method is developed that uses single experiment data with multiple pulses for bilinear system identification. The main objective of this improved method is to identify a nonlinear system that is approximated by a bilinear model. An advantage of this improved method is that the system identification process may be done on line and in real time. Numerical examples such as the Euler’s equation describing the rotation of a rigid body are given to demonstrate the power of the bilinear approach for nonlinear system identification.
机译:一类非线性系统可以根据需要由双线性系统近似为任意高阶。本文提出了一种改进的方法,该方法使用具有多个脉冲的单个实验数据进行双线性系统识别。这种改进方法的主要目的是识别一个由双线性模型近似的非线性系统。这种改进方法的一个优点是可以在线实时地进行系统识别过程。给出了诸如描述刚性物体旋转的Euler方程之类的数值示例,以证明双线性方法对非线性系统识别的作用。

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