This research presents methods for detecting and isolating faults in multiple micro-electro-mechanical system inertial measurement unit (MEMS-IMU) configurations. First, geometric configurations with n sensor triads are investigated. It is proved 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 fault detection and isolation (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.

Stephane Guerrier, Adrian Waegli, Jan Skaloud, Maria-Pia Victoria-Feser (2012). Fault Detection and Isolation in Multiple MEMS-IMUs Configurations. IEEE TRANSACTIONS ON AEROSPACE AND ELECTRONIC SYSTEMS, 48(3), 2015-2031 [10.1109/taes.2012.6237576].

Fault Detection and Isolation in Multiple MEMS-IMUs Configurations

Maria-Pia Victoria-Feser
2012

Abstract

This research presents methods for detecting and isolating faults in multiple micro-electro-mechanical system inertial measurement unit (MEMS-IMU) configurations. First, geometric configurations with n sensor triads are investigated. It is proved 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 fault detection and isolation (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.
2012
Stephane Guerrier, Adrian Waegli, Jan Skaloud, Maria-Pia Victoria-Feser (2012). Fault Detection and Isolation in Multiple MEMS-IMUs Configurations. IEEE TRANSACTIONS ON AEROSPACE AND ELECTRONIC SYSTEMS, 48(3), 2015-2031 [10.1109/taes.2012.6237576].
Stephane Guerrier; Adrian Waegli; Jan Skaloud; Maria-Pia Victoria-Feser
File in questo prodotto:
Eventuali allegati, non sono esposti

I documenti in IRIS sono protetti da copyright e tutti i diritti sono riservati, salvo diversa indicazione.

Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11585/952874
 Attenzione

Attenzione! I dati visualizzati non sono stati sottoposti a validazione da parte dell'ateneo

Citazioni
  • ???jsp.display-item.citation.pmc??? ND
  • Scopus ND
  • ???jsp.display-item.citation.isi??? 39
social impact