Guaranteed state estimation and fault detection based on zonotopes for differential-algebraic-equation systems

Ye Wang, V. Puig, G. Cembraño, T. Alamo
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引用次数: 7

Abstract

This paper presents a set-membership approach based on zonotopes for differential-algebraic-equation (DAE) systems with unknown-but-bounded disturbances and noise, which can be subsequently used for guaranteed state estimation and fault detection. Complex systems are usually modeled by differential and algebraic equations, where differential equations describe system dynamics and additionally, algebraic equations represent the static relations. The proposed algorithm provides a way to propagate a zonotopic set that contains the system states not only consistent with the measurement outputs but also constrained with their static relations. Finally, a real application has been presented to verify the proposed approach.
微分-代数-方程系统的保态估计与故障检测
针对具有未知但有界的扰动和噪声的微分代数方程(DAE)系统,提出了一种基于带拓扑的集隶属度方法,可用于保证状态估计和故障检测。复杂系统通常由微分方程和代数方程建模,其中微分方程描述系统动力学,代数方程表示静态关系。该算法提供了一种传播分区集的方法,该分区集不仅包含与测量输出一致的系统状态,而且还受其静态关系的约束。最后,给出了一个实际应用来验证所提出的方法。
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