TY - GEN
T1 - Fault detection using set membership identification for micro-electrostatic actuators
AU - Reppa, Vasso
AU - Vagia, Marialena
AU - Tzes, Anthony
PY - 2007
Y1 - 2007
N2 - Fault detection in micro-electrostatic actuators caused primarily by their mechanical components (combs, thin air-damping) is investigated in this article. The system is assumed to be linearly parameterizable and the parameter vector contains the quantities that are susceptible to faults. While the system is operating in a closed-loop configuration, a set-membership identifier monitors the feasible region within which the nominal parameters should reside. The hypervolume of this region is a measure of the uncertainty of the system parameters and decreases in a monotonie manner with time. A fault is detected when: a) there is a sudden increase in this volume, or b) when the identified centroid of the parameter vector resides out of the feasible region, or c) when the system's output is out of its allowable predicted bounds. Simulation studies are offered to test the efficiency of the suggested fault-detection method.
AB - Fault detection in micro-electrostatic actuators caused primarily by their mechanical components (combs, thin air-damping) is investigated in this article. The system is assumed to be linearly parameterizable and the parameter vector contains the quantities that are susceptible to faults. While the system is operating in a closed-loop configuration, a set-membership identifier monitors the feasible region within which the nominal parameters should reside. The hypervolume of this region is a measure of the uncertainty of the system parameters and decreases in a monotonie manner with time. A fault is detected when: a) there is a sudden increase in this volume, or b) when the identified centroid of the parameter vector resides out of the feasible region, or c) when the system's output is out of its allowable predicted bounds. Simulation studies are offered to test the efficiency of the suggested fault-detection method.
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U2 - 10.1109/CCA.2007.4389329
DO - 10.1109/CCA.2007.4389329
M3 - Conference contribution
AN - SCOPUS:43049179882
SN - 1424404436
SN - 9781424404438
T3 - Proceedings of the IEEE International Conference on Control Applications
SP - 789
EP - 794
BT - 16th IEEE International Conference on Control Applications, CCA 2007. Part of IEEE Multi-conference on Systems and Control
T2 - 16th IEEE International Conference on Control Applications, CCA 2007. Part of IEEE Multi-conference on Systems and Control
Y2 - 1 October 2007 through 3 October 2007
ER -