非线性动态系统的虚拟传感器设计

A. Zhirabok, A. Zuev, Kim Chung Il
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引用次数: 0

摘要

本文的目标是设计虚拟传感器,估计系统状态向量的规定分量,以解决非线性系统的故障诊断任务。为了解决这一问题,采用了逻辑-动态方法,该方法允许用线性代数的方法来解决受外部干扰的非光滑非线性系统的问题。该方法分三步进行求解:第一步,从系统中去除非线性项,设计相对于扰动的线性模型不变量;在第二步,检查考虑非线性项和估计给定变量的可能性;最后,将变换后的非线性项加入到线性模型中。得到了估计系统状态向量规定分量的最小尺寸虚拟传感器设计关系。本文的主要贡献是开发了一种用于估计状态向量规定分量的非线性系统的最小维虚拟传感器的设计方法。这允许减少复杂性的虚拟传感器与已知的论文,其中这样的传感器全维构造。此外,还放宽了对初始系统的限制,允许扩展一类可以构造虚拟传感器的系统。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Virtual Sensors Design for Nonlinear Dynamic Systems
The objective of the paper is virtual sensors design, estimating prescribed components of the systems state vector to solve the tasks of fault diagnosis in nonlinear systems. To solve the problem, the method called logic-dynamic approach is used, which allows to solve the problem for systems with non-smooth nonlinearities subjected to external disturbance by methods of linear algebra. According to this method, the problem is solved in three steps: at the first step, the nonlinear term is removed from the system, and the linear model invariant with respect to the disturbance is designed; at the second step, a possibility to take into account the nonlinear term and to estimate the given variable is checked; finally, the transformed nonlinear term is added to the linear model. The relations allowing to design virtual sensor of minimal dimension estimating prescribed component of the state vector of the system are obtained. The main contribution of the present paper is that a procedure to design virtual sensors of minimal dimension for nonlinear systems estimating prescribed components of the state vector is developed. This allows to reduce complexity of the virtual sensors in comparison with known papers where such sensors of full dimension are constructed. Besides, the limitations imposed on the initial system are relaxed that allow to extend a class of systems for which the virtual sensors can be constructed.
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