UNIGE document Scientific Article
previous document  unige:16812  next document
add to browser collection

Fault Detection and Isolation in Multiple MEMS-IMUs Configurations

Waegli, Adrian
Skaloud, Jan
Published in IEEE Transactions on Aerospace and Electronic Systems. 2012, vol. 48, no. July, p. 2015-2031
Abstract This research presents methods for detecting and isolating faults in multiple MEMS-IMU configurations. First, geometric configurations with n sensor triads are investigated. It is proofed that the relative orientation between sensor triads is irrelevant to system optimality in the absence of failures. Then, the impact of sensor failure or decreased performance is investigated. Three FDI approaches (i.e. the parity space method, Mahalanobis distance method and its direct robustification) are reviewed theoretically and in the context of experiments using reference signals. It is shown that in the presence of multiple outliers the best performing detection algorithm is the robust version of the Mahalanobis distance.
Keywords FDIMEMSIMURedundancyOptimal geometryOutliers detectionParity space methodRobust Mahalanobis distance
Full text
Article (Accepted version) (2.7 MB) - public document Free access
(ISO format)
GUERRIER, Stéphane et al. Fault Detection and Isolation in Multiple MEMS-IMUs Configurations. In: IEEE Transactions on Aerospace and Electronic Systems, 2012, vol. 48, n° July, p. 2015-2031. doi: 10.1109/TAES.2012.6237576 https://archive-ouverte.unige.ch/unige:16812

925 hits



Deposited on : 2011-08-23

Export document
Format :
Citation style :