Fuzzy Transform Based Compression of Electric Signal Waveforms for Smart Grids

被引:37
|
作者
Loia, Vincenzo [1 ]
Tomasiello, Stefania [2 ,3 ]
Vaccaro, Alfredo [4 ]
机构
[1] Univ Salerno, Dept Management & Innovat Syst, I-84084 Fisciano, Italy
[2] Univ Salerno, CORISA, I-84084 Fisciano, Italy
[3] Univ Salerno, Dept Informat Engn Elect Engn & Appl Math, I-84084 Fisciano, Italy
[4] Univ Sannio, Dept Engn, I-82100 Benevento, Italy
关键词
Data compression; least-squares methods; power systems;
D O I
10.1109/TSMC.2016.2578641
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper, a fuzzy-based paradigm for data compression aimed at reducing the computational burden of data analysis in smart grids (SGs) is proposed. In the SG context, it is challenging achieving an efficient use of the channel communication bandwidth and a reduced need of the storage space for operational data. Thus, we discuss a fuzzy-based mathematical kernel which transforms the data into a new domain where their cardinality can be sensibly reduced, consequently allowing the development of more efficient data analysis algorithms. Detailed numerical results obtained from several test systems are presented and discussed in order to demonstrate the effectiveness of the proposed approach to handle SG operation problems.
引用
收藏
页码:121 / 132
页数:12
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