GIS PD模式识别的SA-SVM增量算法

Dibo Wang, Ju Tang, R. Zhuo, Jun-yi Lin, Jian-rong Wu, Xiao-xing Zhang
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引用次数: 4

摘要

随着绝缘缺陷、环境等的变化,新的局部放电(PD)数据与原始样品有很大的不同。导致在线识别率下降。以超高频(UHF)累积能量及其相应的视放电为输入,构造了一种基于模拟退火(SA)的支持向量机(SVM)增量方法。实例表明,该方法加快了数据更新速度,提高了分类器的自适应性。
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SA-SVM incremental algorithm for GIS PD pattern recognition
With changes in insulated defects, the environment, and so on, new partial discharge (PD) data are highly different from the original samples. It leads to a decrease in on-line recognition rate. Using ultra-high frequency (UHF) cumulative energy and its corresponding apparent discharge as inputs, a support vector machine (SVM) incremental method based on simulated annealing (SA) is constructed. Examples show that the new method speeds up the data update rate and improves the adaptability of the classifier.
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