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Optimal observation strategies for model-based fault detection in distributed systems

机译:分布式系统中基于模型的故障检测的最优观测策略

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摘要

In model oriented diagnostics of real-world systems, the problems of structural identification and parameter estimation are of crucial importance. They require a properly designed schedule of measurements in such a way as to obtain possibly the most informative observational data. The aim of this work is to develop a novel approach to fault detection in distributed systems based on the maximization of the power of parametric hypothesis test, which verifies the nominal state of the considered system. The optimal locations of sensors are determined using the performance index operating on the Fisher Information Matrix. A general scheme is then proposed and tested on a computer example regarding an advection- diffusion problem.
机译:在面向现实系统的模型诊断中,结构识别和参数估计问题至关重要。他们需要以适当的方式设计测量计划,以获取可能最有用的观测数据。这项工作的目的是基于参数假设检验能力的最大化,开发一种新的分布式系统故障检测方法,该方法可验证所考虑系统的名义状态。传感器的最佳位置是根据Fisher信息矩阵上的性能指标确定的。然后提出了一种一般方案,并在关于对流扩散问题的计算机示例上进行了测试。

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