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

机译:故障检测方法组合剩余Chi-Square和改进的Sprt算法对集成导航系统

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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 (SP.RT) 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:故障检测和隔离对航天器非常重要,以提高导航系统的准确性和可靠性。本文提出了一种集成导航系统的集成故障检测算法,以识别多种故障类型,例如软故障,硬故障和异常值。本文提出了具有移动检测周期的CHI方形改进的顺序概率 - 比率 - 测试(SP.RT)算法,以实现这三种故障的集成检测。残余的Chi-Square算法对故障敏感,直接在测量上作用。传统的SPRT故障检测方法可降低实时功能,无法确定故障结束时间。旨在瞄准两种算法的缺陷,本文提出了一种具有较高检测灵敏度的集成故障检测算法,对软故障更高。如果残留的Chi-Square算法确定故障结束,则改进的SPRT算法检测值以及时的方式重置。结果,改进的SPRT算法仍然可以检测非第一故障。此外,移动检测周期被设置为集成故障检测算法。根据移动检测周期的逻辑,如果大多数检测值超过检测周期中的检测阈值,则发生故障并且故障子系统将被隔离。如果检测值超过阈值只是a。几次,应考虑异常值并重建测量。仿真结果表明,该集成算法可以有效地检测异常值,对软故障和硬故障有良好的检测效果。因此,这种集成算法可以有效地提高系统故障检测的能力和灵敏度,增强了集成导航系统的可靠性。

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