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Actuator fault detection and isolation: An optimised parity space approach
Affiliation:1. National Autonomous University of Mexico, Department of Control Engineering and Robotics, Division of Electrical Engineering, Engineering Faculty, C.P. 04510, México D.F., Mexico;2. Sonora Institute of Technology, 5 de Febrero 818 Sur, C.P. 85000, Cd. Obregón, Sonora, Mexico;1. State Key Laboratory of Nuclear Power Safety Monitoring Technology and Equipment, Shenzhen, 518172, Guangdong, China;2. Department of Automation, and the Key Laboratory of System Control and Information Processing/Ministry of Education, Shanghai Jiao Tong University, 800 Dongchuan Road, 200240, Shanghai, China;1. Department of Engineering Systems and Management, Masdar Institute of Science and Technology, PO Box 54224, Abu Dhabi, United Arab Emirates;2. Department of Architecture, Massachusetts Institute of Technology, Cambridge, MA 02139, United States
Abstract:The use of an optimised parity space approach for actuator fault detection and isolation (FDI) is explored. The parity space spans all the parity relations that quantify the analytical redundancies available between the sensor outputs and the actuator inputs of a system. A transformation matrix is then optimised to transform these parity relations into residuals that are especially sensitive to specific actuator faults. Actuator faults cause the variance of parity space residuals to increase. A cumulative summation procedure is used to determine when residual variance has changed sufficiently to indicate a locked-in-place actuator fault. A pseudoinverse actuator estimation scheme is used to extract the actuator deflections from the parity relations. It is found that the optimisation of the parity space approach introduces the advantage of added design freedom to the fault detection algorithm. The approach is applied to the identification of faulty aircraft control surface actuators that remain locked-in-place during flight and is successfully tested both in simulation and practical flight.
Keywords:Fault detection and isolation  Parity space  Optimisation  Analytical redundancy  Cumulative summation  Actuator
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