基于多源局部放电信号数据流聚类分离方法

陈昌川, 刘凯, 刘仁光, 冯晓棕, 覃延佳, 代少升, 张天骐

Clustering Separation Method Based on Multi-Source Partial Discharge Signal Data Stream

CHEN Changchuan, LIU Kai, LIU Renguang, FENG Xiaozong, QIN Yanjia, DAI Shaosheng, ZHANG Tianqi

表1 不同算法在真实数据集的性能对比

Tab.1 Performance comparison of different algorithms on real data sets%

算法 数据集 F P Fm EAOStream KDD CUP'99 95.95 95.28 97.49 Forest Covertype 92.58 98.47 98.07 MS-PD 98.75 97.23 98.14 DenStream KDD CUP'99 90.35 89.25 89.92 Forest Covertype 88.95 75.03 76.82 MS-PD 82.21 83.48 82.32 SE-Stream KDD CUP'99 97.62 90.27 91.33 Forest Covertype 91.13 90.84 91.62 MS-PD 93.45 90.83 92.19