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FAULT DETECTION METHOD COMBINED RESIDUAL CHI-SQUARE AND IMPROVED SPRT ALGORITHM FOR INTEGRATED NAVIGATION SYSTEM

机译:组合导航系统中残差卡方和改进的SPRT算法相结合的故障检测方法

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The fault detection and isolation are very important to the spacecraft for improving the accuracy and reliability of the navigation system. An integrated fault detection algorithm for the integrated navigation system is proposed in this paper to identify multiple fault types, such as soft fault, hard fault and outliers. In this paper, chi square-improved sequential-probability-ratio-test (SPRT) algorithm with moving detection cycle is put forward to accomplish the integrated detection of these three kinds of faults. The residual chi-square algorithm is sensitive to fault which acts directly on the measurements. Traditional SPRT fault detection method reduces real time capabilities and can not determine the fault end time. Aiming at the defects of the two algorithms, this paper presents an integrated fault detection algorithm with higher detection sensitivity for soft fault. If the residual chi-square algorithm determins the fault ends, the improved SPRT algorithm detection value is reset in a timely manner. As a result, the improved SPRT algorithm can still detect the non-first faults. Besides, the moving detection cycle is set to the integrated fault detection algorithm. According to the logic of the moving detection cycle, if the majority of detection values exceed the detection threshold in a detection period, fault has occurred and the faulty subsystem will be isolated. If detection values exceed the threshold just a few times, outliers should be considered and the measurements will be reconstructed. The simulation results show that this integrated algorithm can detect outliers effectively and has good detecting effect for soft fault and hard fault. Therefore, this integrated algorithm can effectively improve the ability and sensitivity of the system fault detection and enhance the reliability of the integrated navigation system.
机译:故障检测和隔离对于航天器对于提高导航系统的准确性和可靠性非常重要。提出了一种用于组合导航系统的综合故障检测算法,用于识别多种类型的故障,例如软故障,硬故障和离群值。提出了具有移动检测周期的卡方改进序列概率比检验(SPRT)算法来完成对这三种故障的综合检测。残留卡方算法对直接作用于测量值的故障很敏感。传统的SPRT故障检测方法降低了实时能力,无法确定故障的结束时间。针对两种算法的缺陷,提出了一种对软故障具有较高检测灵敏度的集成故障检测算法。如果残差卡方算法确定故障结束,则及时重置改进的SPRT算法检测值。结果,改进的SPRT算法仍然可以检测非第一故障。此外,将移动检测周期设置为集成故障检测算法。根据移动检测周期的逻辑,如果大多数检测值在检测周期内超过检测阈值,则表明发生了故障,并且有故障的子系统将被隔离。如果检测值仅几次超出阈值,则应考虑离群值,并将重新构建测量值。仿真结果表明,该集成算法能够有效地检测出异常值,对软故障和硬故障具有良好的检测效果。因此,该集成算法可以有效提高系统故障检测的能力和灵敏度,提高集成导航系统的可靠性。

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