Fault location in hybrid transmission lines on the basis of VMD energy entropy and SVM

被引:2
作者
Zhao, Min [1 ,2 ]
Kang, Zhihui [1 ,2 ]
机构
[1] Henan Polytech Univ, Hebi Inst Engn & Technol, Hebi 458030, Henan, Peoples R China
[2] Hebi Polytech, Hebi, Henan, Peoples R China
关键词
Fault location; hybrid line; wavelet transform modulus maxima; VMD energy entropy; support vector machine; VARIATIONAL MODE DECOMPOSITION; SYSTEM; MACHINE; CLASSIFICATION; DIAGNOSIS;
D O I
10.3233/JCM-226760
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Finding the head of a traveling wave is challenging because an overhead line-cable hybrid transmission line's wave impedance is not constant. Because of this, it is difficult to measure the hybrid transmission line precisely. This leads to the proposal of a hybrid transmission line fault location algorithm, which combines VMD energy entropy for training support vector machines and traveling wave law graphs. The VMD energy entropy is first used to train SVM to identify the faulty section. The method of traveling waves with a single end is utilized to precisely fix the fault distance within the faulty segment when the type of traveling wave has been identified. The simulation results demonstrate that the method provides precise measurements and is effective for hybrid transmission lines with a range of fault distances and grounding resistances.
引用
收藏
页码:2083 / 2099
页数:17
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