Sensor Fault Diagnosis of Superconducting Fault Current Limiter With Saturated Iron Core Based on SVM

被引:7
|
作者
He, Yi [1 ]
Du, Chun Y. [1 ]
Li, Chang B. [1 ]
Wu, Ai G. [1 ]
Xin, Ying [2 ]
机构
[1] Tianjin Univ, Sch Elect Engn & Automat, Tianjin 300072, Peoples R China
[2] Innopower Superconductor Cable Co Ltd, Beijing 100076, Peoples R China
基金
高等学校博士学科点专项科研基金;
关键词
Inverse model; sensor fault diagnosis; superconducting fault current limiter (SFCL) with saturated iron core; support vector machine (SVM);
D O I
10.1109/TASC.2014.2352391
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
To improve reliability, a sensor fault diagnosis method of Support Vector Machine (SVM) is presented based on the control system model of superconducting fault current limiter (SFCL) with saturated iron core. It is used for the state estimation of the bias current of the excitation system. In this paper, the SVM is used to approximate the nonlinear function between ac voltage, ac current of SFCL, ac impedance of SFCL, and dc bias current. It is equivalent to an inverse model to estimate the dc bias current from the ac voltage, ac current, and ac impedance. If the error between estimated value of dc bias current and the sample value of current sensor is beyond some threshold value, it shows a fault occurs on the current sensor. Through simulations, this kind of sensor fault diagnosis method based on SVM is proved to be effective.
引用
收藏
页数:5
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