DocumentCode
2539742
Title
Diagnosis of an Inertial Measurement Unit based on set membership estimation
Author
Nguyen, H.V. ; Berbra, C. ; Lesecq, S. ; Gentil, S. ; Barraud, A. ; Godin, C.
Author_Institution
Control Syst. Dept., Gipsa-Lab., St. Martin d´´Heres, France
fYear
2009
fDate
24-26 June 2009
Firstpage
211
Lastpage
216
Abstract
This paper compares two diagnostic techniques applied to MEMS sensors of an Inertial Measurement Unit (IMU). The sensors considered in this study are a triaxis accelerometer and a triaxis magnetometer. Note that rate gyros measurements are not considered here. The goal of the IMU is to sense the attitude of a rigid body on which it is embedded. The measurement equations are non-linear in the attitude parameters which are first estimated from five over six measurements. Then, each measurement equation together with the estimated parameters, provides an predicted measurement. Lastly, the residual is computed and analyzed with a signature table to detect and isolate the fault. Two estimation techniques are implemented. The first approach is based on parameter estimation with nonlinear optimization technique while the second one makes use of set membership estimation. Both techniques are applied to the detection of faults in the IMU fixed on a quadrotor in quasi-static mouvement.
Keywords
inertial navigation; microsensors; nonlinear programming; parameter estimation; MEMS sensors; gyros measurements; inertial measurement unit; measurement equations; nonlinear optimization technique; parameter estimation; quadrotor; quasi-static mouvement; set membership estimation; triaxis accelerometer; triaxis magnetometer; Accelerometers; Automatic control; Circuit faults; Fault detection; Magnetic sensors; Magnetometers; Measurement units; Micromechanical devices; Parameter estimation; Unmanned aerial vehicles; Fault detection; Fault diagnosis; Fault isolation; MEMS sensors; UAV Quadrotor; optimization; set membership estimation;
fLanguage
English
Publisher
ieee
Conference_Titel
Control and Automation, 2009. MED '09. 17th Mediterranean Conference on
Conference_Location
Thessaloniki
Print_ISBN
978-1-4244-4684-1
Electronic_ISBN
978-1-4244-4685-8
Type
conf
DOI
10.1109/MED.2009.5164541
Filename
5164541
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