Abstract

The fault detection function of GLT method is approximately proportional to the square of fault value, the value of the fault detection function is lower than the detection threshold when the soft fault is small, which leads to the low sensitivity of soft fault detection and the high rate of missing detection. The IM-SPRT method rapidly increases the value of fault detection function above the threshold of fault detection by accumulating small soft fault values, so it has high sensitivity for soft fault detection, however, the end time of the fault cannot be judged timely, resulting in a high false alarm for fault detection. In view of the above problems, this paper proposes a high-sensitivity fault detection method for redundant systems based on GLT/IM-SPRT. This method uses the IM-SPRT method to detect weak and soft faults and sets the IM-SPRT method fault detection function value to zero by the GLT fault detection result, and isolates the fault with GLT. On this basis, a framework of high-sensitivity fault detection and isolation methods for redundant ADS and INS systems is designed. The simulation results of soft and hard fault detection and isolation of three-redundancy ADS subsystem level and INS sensor level show that the method in this paper can improve the sensitivity of fault detection and reduce the rate of missed detection.

Highlights

  • 关 键 词:多余度大气 / 惯性系统;GLT 方法;IM⁃SPRT 方法;软故障;仿真;故障检测 中图分类号:V241.6 文献标志码:A 文章编号:1000⁃2758(2020)05⁃0971⁃06

  • [9] MANSOURI M, HAJJI M, TRABELSI M, et al An Effective Statistical Fault Detection Technique for Grid Connected Photovol⁃ taic Systems Based on an Improved Generalized Likelihood Ratio Test[ J]

  • The fault detection function of GLT method is approximately proportional to the square of fault value, the value of the fault detection function is lower than the detection threshold when the soft fault is small, which leads to the low sensitivity of soft fault detection and the high rate of missing detection

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Summary

Introduction

关 键 词:多余度大气 / 惯性系统;GLT 方法;IM⁃SPRT 方法;软故障;仿真;故障检测 中图分类号:V241.6 文献标志码:A 文章编号:1000⁃2758(2020)05⁃0971⁃06 图 3 基于 GLT / IM⁃SPRT 的故障检测与隔离方法框架 进一步给出 2 种方法 1 000 次蒙特卡洛仿真后 计算出的漏检率和平均延迟时间,见表 1,从表中可

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