SUPPORT VECTOR REGRESSION BASED MAXIMUM POWER POINT TRACKING FOR PV GRID-CONNECTED SYSTEM

被引:0
|
作者
Yu, Byunggyu
Abo-Khalil, Ahmed G.
So, Junghun
Yu, Gwonjong
机构
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暂无
中图分类号
TE [石油、天然气工业]; TK [能源与动力工程];
学科分类号
0807 ; 0820 ;
摘要
The photovoltaic (PV) generators have a nonlinear V-I characteristics and maximum power points which vary with the illumination level and temperature. Using maximum power point tracker (MPPT) with the intermediate converter can increase the system efficiency by matching the PV systems to the loads. This paper presents an irradiation level estimator and a maximum power point tracker based on support vector regression (SVR) and a control scheme for and a control scheme for a single-phase inverter connected to the utility grid. SVR provides an adaptive nature for the system performance. Also the SVR provides excellent features such as fast response, good performance and the ability to change the regression function to improve control system. The single-phase dc/dc converter is designed to control the power flow to the maximum value. The simulation results have verified the validity of the proposed estimation algorithm.
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页码:1697 / 1702
页数:6
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