Intelligent fault-tolerant algorithm with two-stage and feedback for integrated navigation federated filtering

摘要

In order to take full advantage of federated filter in faulttolerant design of integrated navigation system, the limitation of fault detection algorithm for gradual changing fault detection and the poor fault tolerance of global optimal fusion algorithm are the key problems to deal with. Based on theoretical analysis of the influencing factors of federated filtering fault tolerance, global faulttolerant fusion algorithm and information sharing algorithm are proposed based on fuzzy assessment. It achieves intelligent faulttolerant structure with two-stage and feedback, including real-time fault detection in sub-filters, and fault-tolerant fusion and information sharing in main filter. The simulation results demonstrate that the algorithm can effectively improve fault-tolerant ability and ensure relatively high positioning precision of integrated navigation system when a subsystem having gradual changing fault.