Synchrophasor Data Compression Under Disturbance Conditions via Cross-Entropy-Based Singular Value Decomposition

被引:23
作者
Wang, Weikang [1 ]
Chen, Chang [1 ]
Yao, Wenxuan [2 ]
Sun, Kaiqi [1 ]
Qiu, Wei [1 ]
Liu, Yilu [1 ,2 ]
机构
[1] Univ Tennessee, Dept Elect Engn & Comp Sci, Knoxville, TN 37996 USA
[2] Oak Ridge Natl Lab, Oak Ridge, TN 37830 USA
基金
美国国家科学基金会;
关键词
Cross-entropy; data compression; phasor measurement unit (PMU); singular value decomposition (SVD); synchrophasor; FREQUENCY;
D O I
10.1109/TII.2020.3005414
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The increasing deployment of phasor measurement units and the advances of their reporting rates are challenging the present data centers in terms of storing and analyzing large-volume data. Under power system disturbance conditions, it is difficult to retain critical information while compressing the synchrophasor data effectively. This article combines the cross entropy and the singular value decomposition, proposing a novel model to compress the synchrophasor data to an extremely small size yet keep superior accuracy. The proposed model is extensively tested and compared with the state-of-the-art algorithms using the simulated and the FNET/GridEye field-collected data. The result indicates that the proposed algorithm has superior performance in compressing the data while retaining critical information under disturbance conditions.
引用
收藏
页码:2716 / 2726
页数:11
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