基于LIBSVM的变压器差动保护故障类型识别研究

Hao Wu, Cheng-hua Fu, Hui Guo, Chang-zhong Chen
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引用次数: 4

摘要

讨论了一种基于LIBSVM的差动保护区分变压器各种故障类型的新方法。本文利用PSCAD/EMTDC建立变压器与差动保护模型,并将该模型应用于各种变压器故障类型的仿真,对仿真数据和提取的特征值进行预处理;然后建立基于LIBSVM的故障识别模型。本文通过大量的实验,找到了不同核函数和参数的最优设置。实验结果表明,LIBSVM能够正确识别各种故障类型,验证了基于LIBSVM的差动保护变压器故障类型识别的准确性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
The research of the fault types recognition in transformer by differential protection based on LIBSVM
A new method to distinguish various fault types of transformer by differential protection based on LIBSVM is discussed. This paper uses PSCAD/EMTDC to build transformer and differential protection model which is applied to simulate various transformer fault types, the simulation data and characteristic value extracted are preprocessed; then fault identification model based on LIBSVM is established. This paper finds the optimal settings by different kernel functions and parameters through a lot of experiments. Experimental results show that LIBSVM can identify various fault types correctly, it verifies the accuracy of transformer fault types recognition by differential protection based on LIBSVM.
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