Title :
Reducing the computation time in the state chi-square test for IMU fault detection
Author :
Se Hyun Yun ; Chul Woo Kang ; Chan Gook Park
Author_Institution :
Sch. of Mech. & Aerosp. Eng., Seoul Nat. Univ., Seoul, South Korea
Abstract :
This paper introduces a hierarchical structure of filters and proposes the state chi-square test (SCST) with newly modified propagator for detecting an accelerometer and gyro fault. All filters in the hierarchical structure of filters include the inertial navigation system (INS) as a common reference system. That is why it is essential to detect the INS fault in the hierarchical structure of filters. The newly modified propagator based on two propagators and N-step propagator is proposed to make up for each weakness. The modified propagator can reduce a fault alarm ratio (FAR) and a computation time. In this paper, it is shown that the SCST with the modified propagator has better performance than the SCST with conventional one in the computer simulations.
Keywords :
Kalman filters; accelerometers; fault diagnosis; gyroscopes; inertial navigation; sensors; FAR; IMU fault detection; INS; Kalman filter structure; SCST; accelerometer; computation time reduction; fault alarm ratio; gyrofault detection; inertial navigation system; modified N-step propagator; state chi-square test; Accelerometers; Global Positioning System; Gyroscopes; Measurement uncertainty; Radar; centralized Kalman filter; chi square test; decentralized Kalman filter; fault detection;
Conference_Titel :
Control, Automation and Systems (ICCAS), 2014 14th International Conference on
Conference_Location :
Seoul
Print_ISBN :
978-8-9932-1506-9
DOI :
10.1109/ICCAS.2014.6987905