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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...
The selection of parameters plays an important role to the performance of support vector regression (SVR). In this paper, a novel parameter selection method for SVR is presented based on the bi-level programming problem. The proposed method does not need priori knowledge the value of the parameter epsiv. At the same time, the parameter epsiv can be calculated by the new SVR. And the number of the...
We propose a simple formulation for regularized kernel function approximation. The regression function is obtained by minimizing an unconstrained quadratic function. Further reduced kernel technique is also employed in its formulation which enables it to handle large database. The solution of this objective function is obtained by solving a system of linear equations and thus no need for any quadratic...
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