Detection and diagnosis of sensor and actuator failures using perception net

J. Choi, T. Fang, M. Lee
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引用次数: 2

Abstract

In a modern engineering system, failures of its actuator or sensor need to be detected and isolated as soon and as accurately as possible. Many researches have been performed for fault detection and diagnosis (FDD) of dynamic systems. In recent researches, it is shown that the interacting multiple model (IMM) algorithm is successfully employed to cope with it. The algorithm proposed in this paper is another approach to deal with FDD using the IMM algorithm, and it is accomplished by using the error monitoring method provided by perception net which was proposed for the effective data fusion in multisensor environment. Simulation results for total actuator failures are demonstrated by Monte-Carlo simulations.
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基于感知网络的传感器和执行器故障检测与诊断
在现代工程系统中,执行器或传感器的故障需要尽可能快、准确地检测和隔离。针对动态系统的故障检测与诊断(FDD)进行了大量的研究。近年来的研究表明,采用交互多模型(IMM)算法成功地解决了这一问题。本文提出的算法是利用IMM算法处理FDD的另一种方法,它利用感知网络提供的误差监测方法来实现多传感器环境下有效的数据融合。通过蒙特卡罗仿真验证了执行器总失效的仿真结果。
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