基于算子的微反应器非线性故障检测与一类支持向量机容错控制

Yoshiki Ogihara, M. Deng
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引用次数: 2

摘要

针对带Peltier装置的微反应器,提出了一种基于一类支持向量机(SVM)和基于算子的容错控制系统的非线性故障检测方案。这种方法只需要一次性的设备正常状态下的训练数据。将这些数据用于支持向量机的学习,在不知道设备故障状态的情况下实现非线性故障检测。同时,介绍了由微反应器系统的非线性模型和基于模型设计的算子控制器组成的控制系统,作为利用补偿算子消除传感器故障的容错控制系统。以微反应器温度控制系统的温度传感器故障为例,验证了该方法的有效性。
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Operator-based nonlinear fault detection and fault tolerant control for microreactor using one-class SVM
This paper proposes a method of nonlinear fault detection scheme using one-class support vector machine (SVM) and operator-based fault tolerant control system for a microreactor with Peltier device. This method requires only one-shot training data for the normal condition of the plant. The data is used to learn for the SVM, it realises nonlinear fault detection without the known fault condition of the plant. Also, the control system that consists of the nonlinear model of the microreactor system and operator-based controller designed by the model is introduced as the fault tolerant control system using compensation operator to remove the sensor fault. The usefulness of the method is shown by an experiment of the temperature sensor fault case for the temperature control system of the microreactor system.
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来源期刊
International Journal of Advanced Mechatronic Systems
International Journal of Advanced Mechatronic Systems Engineering-Mechanical Engineering
CiteScore
1.20
自引率
0.00%
发文量
5
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