DocumentCode
1768645
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
fYear
2014
fDate
22-25 Oct. 2014
Firstpage
879
Lastpage
883
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;
fLanguage
English
Publisher
ieee
Conference_Titel
Control, Automation and Systems (ICCAS), 2014 14th International Conference on
Conference_Location
Seoul
ISSN
2093-7121
Print_ISBN
978-8-9932-1506-9
Type
conf
DOI
10.1109/ICCAS.2014.6987905
Filename
6987905
Link To Document