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Observability Analysis and Observer Design for a Nonlinear Three-Tank System: Theory and Experiments

机译:非线性三箱系统的可观察性分析与观测器设计:理论与实验

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摘要

This paper addresses the observability analysis and observer design for a nonlinear interacting three-tank system. The plant configuration is first described using the process and instrumentation diagram (P&ID) and a state–space realization is derived; some insights about the behavior of the nonlinear system, considering equilibrium points and the phase portrait are provided. Then, observability in the Hermann–Krener sense is analyzed. A high-gain observer (HGO) is then designed, using the equivalence of the original state–space realization with its observability canonical form, in order to guarantee convergence of the state estimation. The performance was validated through simulation and experiments in a multipurpose plant equipped with real sensors; the HGO response was compared to a Luenberger observer (for a linear approximation of the plant) and the Extended Kalman Filter (for which convergence is not guaranteed), considering nonlinearities, interaction, disturbances and noise. Theoretical and experimental results show that the HGO can provide robust estimation and disturbance rejection, despite the sensitivity of HGOs to noisy variables in processes such as level of liquids.
机译:本文解决了非线性交互三罐系统的可观察性分析和观察者设计。首先使用该过程和仪器图(P&ID)和衍生出状态空间实现的工厂配置;提供了考虑均衡点和相位肖像的非线性系统行为的一些见解。然后,分析了Hermann-Knerer的可观察性。然后使用原始状态空间实现的等效性地设计了高增益观察者(HGo),以便保证状态估计的收敛性。通过配备真实传感器的多用途工厂的仿真和实验验证了性能;将HGo响应与Luenberger观察者(用于工厂的线性近似)进行比较,并且考虑非线性,相互作用,干扰和噪声,扩展卡尔曼滤波器(不保证收敛)。理论和实验结果表明,尽管HGOS在诸如液体水平的过程中,HGO可以提供鲁棒估计和扰动排斥抑制。

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