A novel MPPT (maximum power point tracking) algorithm based on a modified genetic algorithm specialized on tracking the global maximum power point in photovoltaic systems affected by partial shading

被引:221
作者
Daraban, Stefan [1 ]
Petreus, Dorin [1 ]
Morel, Cristina [2 ]
机构
[1] Tech Univ Cluj Napoca, Cluj Napoca 400027, Romania
[2] Ecole Super Elect Ouest, F-49107 Angers, France
关键词
MPPT (maximum power point tracking); Genetic algorithm; Photovoltaic system; Partial shading; DSP (digital signal processor); GMPP (global maximum power point); EMULATOR; MODULE;
D O I
10.1016/j.energy.2014.07.001
中图分类号
O414.1 [热力学];
学科分类号
摘要
This article presents a novel MPPT (maximum power point tracking) algorithm, based on a modified GA (genetic algorithm). When photovoltaic systems are affected by partial shading, a GMPPT (global maximum power point tracking) algorithm is required to increase the energy harvesting capability of the system. A new GMPPT algorithm is proposed in this article: a P&O (perturb and observe) algorithm is integrated inside the GA function and creates a single algorithm. By embedding a simple MPPT algorithm (P&O) inside the structure of the GA, the population size and the number of iterations are decreased, thus finding the MPP (maximum power point) in a shorter time. The algorithm parameters (population size, number of genes, and number of iterations) are optimized and the final solution is provided. A macro-model is used to average the real DC-DC converter and reduce the computation burden of the simulator, thus reducing the simulation time. The control part and the GMPPT algorithm were implemented on a DSP (digital signal processor) and tested on an experimental small scale photovoltaic system. A description of this algorithm and its performances are detailed in this article, verified through simulation and experimental results. (C) 2014 Elsevier Ltd. All rights reserved.
引用
收藏
页码:374 / 388
页数:15
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