一种联邦滤波器的集成故障检测方案

Qiu Kai, Yin Hui, Yan Peng, Ren Yan
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引用次数: 6

摘要

利用联邦卡尔曼滤波器(FKF)提供的通用故障检测参考,通过检查各局部传感器输出与融合状态预测器输出的一致性,提出了一种联邦卡尔曼滤波器的集成故障检测方案。该方案将状态卡方检验和残差卡方检验相结合,应用于FKF的故障检测。仿真结果表明,该综合方法是有效的,具有较高的故障检测灵敏度。
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An Integrated Fault Detection Scheme for the Federated Filter
Using the common failure detection reference provided by the federated Kalman filter (FKF), an integrated fault detection scheme for the FKF is developed by checking the consistency between the output of each local sensor and that of a fusion state predictor. With this scheme the state chi-square test and residual chi-square test are integrated together and applied to the fault detection of the FKF. Simulation shows this integrated method is effective and has high sensitivity of fault detection.
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