A NSGAII approach to the fault detection filter design

被引:0
|
作者
Mechiche, Karim [1 ]
Zouaoui, Zoubir [1 ]
机构
[1] Univ Wales, NEWI, Dept Engn, Plas Coch Mold Rd, Wrexham LL11 2AW, Wales
关键词
genetic algorithm; fault detection filter; multi-objective optimisation; residual generation; aircraft;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper, we propose to design a fault detection filter for a linear time invariant system using the non-dominated sorting genetic algorithm II. The fault detection filter is an observer with a set of projectors that map each fault in a specific residual direction. The design of the fault detection filter is formulated as a multi-objectives optimisation problem in the frequency domain. The non-dominated sorting genetic algorithm II is utilised to tune the filter gain and each projector in order to minimise the sensitivity of the fault signals to be blocked and maximise the sensitivity of each fault signal to be identified in each residual direction. With this approach, different fault isolation problems can be formulated; simultaneous faults or one fault at a time. Furthermore, there is a large freedom in the way the observer gain and the projectors can be designed. Finally, the viability of the approach is demonstrated through the detection and the isolation of sensor and actuator faults for a linear aircraft model.
引用
收藏
页码:93 / +
页数:2
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