Title :
A parameter-free method for sensor fault detection and isolation in bilinear systems
Author :
Hakem, Assia ; Pekpe, Komi Midzodzi ; Cocquempot, Vincent
Author_Institution :
LAGIS, Lille 1 Univ., Villeneuve d´´Ascq, France
Abstract :
This paper is concerned with Fault Detection and Isolation (FDI) and more specifically it focuses on a parameter-free residual generation method. The residual signals are obtained by projecting the measured signals onto the kernel of an extended input matrix, which depends on the structure of the system model. The method was not easily applicable in real-world applications due to a high computational complexity. In that paper, fault indicators are constructed differently, using kernels properties, to avoid this complexity problem. A simulated electromechanical actuator example is taken to illustrate the applicability of the method.
Keywords :
bilinear systems; computational complexity; electromechanical actuators; fault diagnosis; matrix algebra; signal processing; FDI; bilinear system; complexity problem; computational complexity; electromechanical actuator simulation; extended input matrix kernel; fault indicators; fault isolation; kernel property; parameter-free method; parameter-free residual generation method; residual signal; sensor fault detection; system model structure; Actuators; Data models; Equations; Fault detection; Kernel; Mathematical model; Nonlinear systems; Fault detection and isolation; bilinear systems; data driven methods; electromechanical actuator;
Conference_Titel :
Control (CONTROL), 2012 UKACC International Conference on
Conference_Location :
Cardiff
Print_ISBN :
978-1-4673-1559-3
Electronic_ISBN :
978-1-4673-1558-6
DOI :
10.1109/CONTROL.2012.6334670