鲁棒容错滤波算法及在MEMS_SINS/GPS中的应用
Robust Fault-Tolerant Filtering Algorithm and Its Application in MEMS_SINS/GPS
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摘要: 针对MEMS_SINS/GPS组合导航系统中,GPS量测输出信息中常含有故障信号的问题,提出一种鲁棒容错滤波算法. 将GPS量测输出中可能含有的故障信号扩充为系统的状态,通过鲁棒滤波算法在线实时估计出来,并对系统进行补偿,达到容错的目的. 用MEMS_SINS/GPS组合导航系统中得到的实验数据对该算法进行离线仿真验证. 结果表明,该算法能有效降低GPS中故障信号的不利影响,使系统在此期间仍能工作在正常范围内.Abstract: In MEMS_SINS/GPS integrated navigation system, the output of GPS often contains fault signals. For this problem, a fault-tolerant filtering algorithm is proposed. The possible faults contained in GPS are augmented to the state vector, and the fault-toleration could be achieved by estimating the faults on line and compensating the system. The new algorithm was verified off line with the experimental data from MEMS_SINS/GPS integrated navigation system. The results show that the effect of GPS fault signal is significantly reduced so that the navigation system could still work in the normal range during the time.
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