Nonlinear loads determination using harmonic information in photovoltaic generation systems

被引:0
|
作者
Fuentes Velandia, Juan de Dios [1 ]
Orjuela-Canon, Alvaro D. [2 ]
Tangarife Escobar, Hector Ivan [1 ]
机构
[1] Sena Ctr Metalmecan, Bogota, Colombia
[2] Univ Antonio Narino, Elect & Biomed Engn Fac, Bogota, Colombia
关键词
Power quality; signal processing; neural networks; photovoltaic systems; QUALITY; CLASSIFICATION;
D O I
暂无
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
This paper contains a proposal to determine the kind of nonlinear load when different appliances are connected to the solar generation system. A database built with sampled signals from the photovoltaic systems of the National Learning Service (SENA) in Bogota was employed. The methodology used information from harmonic distortion extracted from nonlinear loads, which was used as input in an artificial neural network with supervised learning. Two proposals were implemented. First one was based on energy information and second one was worked with wave peaks information. Results show that a classification rate of 95% could be reached in a problem with eight classes.
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页数:6
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