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Active Fault Diagnosis via Reachable Set Separation using Interval Methods

机译:使用间隔方法通过可达集分离进行主动故障诊断

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This paper presents an optimization-based approach for active fault isolation in linear time invariant systems subject to additive disturbances which are bounded in intervals. We model the evolution of the system states and outputs using interval dynamics with the input signals also bounded within given intervals. The proposed approach is based on determining a sequence of control actions to minimize a function which quantifies the overlap of output intervals, while taking into account the prescribed input bounds. The resulting optimization problem is nonconvex, yet the cost function has Lipschitz-continuous gradient and the constraints are simple, which allows us to solve them efficiently. A numerical example is used to illustrate the implementation and suitability of the proposed optimization approach for active fault isolation.
机译:本文提出了一种基于优化的线性时不变系统的主动故障隔离方法,该系统会受到以区间为单位的附加扰动的影响。我们使用间隔动态来模拟系统状态和输出的演化,同时输入信号也限制在给定间隔内。所提出的方法基于确定控制动作的序列以最小化量化输出间隔的重叠的函数,同时考虑到规定的输入界限。产生的优化问题是非凸的,但是成本函数具有Lipschitz连续梯度,并且约束条件很简单,这使我们可以有效地求解它们。数值例子说明了所提出的主动故障隔离优化方法的实现和适用性。

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