A Kind of Approach for Aero Engine Gas Path Fault Diagnosis

被引:0
|
作者
Huang, Qiang [1 ,2 ]
Zhang, Guigang [1 ,3 ]
Zhang, Ting [4 ]
Wang, Jian [1 ,3 ]
机构
[1] Chinese Acad Sci, Inst Automat, Beijing, Peoples R China
[2] Univ Chinese Acad Sci, Sch Comp & Control Engn, Beijing, Peoples R China
[3] Shanghai Engn Res Ctr Civil Aircraft Hlth Monitor, Shanghai, Peoples R China
[4] Chengdu Univ Informat Technol, Dept Automat Control Engn, Chengdu, Sichuan, Peoples R China
关键词
genetic algorithm; simulated annealing; SVM; aero engine gas path fault diagnosis;
D O I
暂无
中图分类号
R19 [保健组织与事业(卫生事业管理)];
学科分类号
摘要
Support vector machine (SVM) has good generalization performance and is suitable for solving small sample classification problems, so it is often used in the fault diagnosis for aero engine gas path. In this paper, the traditional genetic algorithm and the idea of simulated annealing are combined to optimize the parameters of SVM, and a fault diagnosis method of aero engine gas path based on parameter optimized support vector machine is presented. This method is used to diagnose the aero engine gas path fault to verify the feasibility and effectiveness. The experimental results show that the algorithm can effectively select the parameters of SVM, and ensure the accuracy of fault diagnosis.
引用
收藏
页码:55 / 60
页数:6
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