A novel failure analysis and diagnosis method for hydraulic-turbine generator unit

被引:7
作者
Xia, Xin [1 ]
Ni, Wei [1 ]
机构
[1] Huaiyin Inst Technol, Coll Automat, Huaian, Peoples R China
基金
美国国家科学基金会;
关键词
hydraulic-turbine generator unit; fault diagnosis; finite element; nonlinear output frequency response functions; FIELD ACOUSTIC HOLOGRAPHY; FAULT-DIAGNOSIS; NONLINEAR-SYSTEMS; HYDRO-GENERATOR; MANUFACTURING PROCESSES; BEARING; IDENTIFICATION; PARAMETERS; SCHEME;
D O I
10.21595/jve.2016.16794
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
The failure analysis and diagnosis of hydraulic-turbine generator unit (HGU) is important to protect the safety and stability of the electric system. But failure analysis and diagnosis for HGU is lacking of fault data, and most of the failure analysis and diagnosis methods are proposed without considering the characteristic of HGU. In this paper, a vibration dynamic modeling method for HGU is proposed by using the finite element method, and further the vibration data in different states are getting through numerical simulation. Then, the failure feature is extracted based on the nonlinear output frequency response functions (NOFRFs). Finally, a diagnosis system with Support Vector Machine (SVM) is proposed and employed for diagnosis of the HGU. The experimental results indicate that the feature which extracted from NOFRFs has a strong effect, and demonstrates that the proposed method is feasible and helpful for fault diagnosis in HGU.
引用
收藏
页码:3568 / 3580
页数:13
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