An improved genetic algorithm based fractional open circuit voltage MPPT for solar PV systems

被引:63
|
作者
Hassan, Aakash [1 ]
Bass, Octavian [1 ]
Masoum, Mohammad A. S. [2 ]
机构
[1] Edith Cowan Univ, Sch Engn, Joondalup, WA 6027, Australia
[2] Utah Valley Univ, Dept Engn, Orem, UT 84058 USA
关键词
Fractional Open Circuit Voltage; Genetic Algorithm; MPPT; Solar PV; MAXIMUM POWER-POINT; PHOTOVOLTAIC SYSTEMS; TRACKING; PERFORMANCE; PERTURB; HYBRID; MODEL;
D O I
10.1016/j.egyr.2022.12.088
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
To extract the maximum power from solar PV, maximum power point tracking (MPPT) controllers are needed to operate the PV arrays at their maximum power point under varying environmental conditions. Fractional Open Circuit Voltage (FOCV) is a simple, cost-effective, and easy to implement MPPT technique. However, it suffers from the discontinuous power supply and low tracking efficiency. To overcome these drawbacks, a new hybrid MPPT technique based on the Genetic Algorithm (GA) and FOCV is proposed. The proposed technique is based on a single decision variable, reducing the complexity and convergence time of the algorithm. MATLAB/Simulink is used to test the robustness of the proposed technique under uniform and non-uniform irradiance conditions. The performance is compared to the Perturb & Observe, Incremental Conductance, and other hybrid MPPT techniques. Furthermore, the efficacy of the proposed technique is also assessed against a commercial PV system's power output over one day. The results demonstrate that the proposed GA-FOCV technique improves the efficiency of the conventional FOCV method by almost 3%, exhibiting an average tracking efficiency of 99.96% and tracking speed of around 0.07 s with minimal steady-state oscillations. Additionally, the proposed technique can also efficiently track the global MPP under partial shading conditions and offers faster tracking speed, higher efficiency, and fewer oscillations than other hybrid MPPT techniques.(c) 2022 The Author(s). Published by Elsevier Ltd. This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/).
引用
收藏
页码:1535 / 1548
页数:14
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