Title :
Finding the model parameters of photovoltaic (PV) modules by a novel modified differential evolution algorithm
Author :
Dexuan Zou ; Xin Wang
Author_Institution :
Sch. of Electr. Eng. & Autom., Jiangsu Normal Univ., Xuzhou, China
Abstract :
We use the novel modified differential evolution (NMDE) algorithm algorithm to determine the model parameters of photovoltaic modules in this paper. NMDE is a new proposed DE variation, and each solution has its own scale factor and crossover rate. In detail, for each solution vector, its own scale factor and crossover rate are adaptively adjusted in terms of the corresponding values of all successful solutions. In addition, if it is continuously at a standstill during a fixed number of iterations SP (Stagnation period), its scale factor and crossover rate will be randomly generated according to normal distribution. Experimental results show that NMDE is an effective method on finding suitable parameters of PV model.
Keywords :
iterative methods; normal distribution; photovoltaic power systems; NMDE; PV; crossover rate; iterations SP; normal distribution; novel modified differential evolution algorithm; photovoltaic module; scale factor; solution vector; stagnation period; Analytical models; Integrated circuit modeling; Linear programming; Mathematical model; Photovoltaic systems; Vectors; Crossover rate; Normal distribution; Novel modified differential evolution; Photovoltaic module; Scale factor;
Conference_Titel :
Control and Decision Conference (CCDC), 2013 25th Chinese
Conference_Location :
Guiyang
Print_ISBN :
978-1-4673-5533-9
DOI :
10.1109/CCDC.2013.6560987