Implementation of a novel hybrid BAT-Fuzzy controller based MPPT for grid-connected PV-battery system

被引:71
|
作者
Ge, Xun [1 ]
Ahmed, Faraedoon Waly [2 ]
Rezvani, Alireza [3 ]
Aljojo, Nahla [4 ]
Samad, Sarminah [5 ]
Foong, Loke Kok [6 ,7 ]
机构
[1] Zhengzhou Univ Light Ind, Sch Elect & Informat Engn, Zhengzhou 450002, Henan, Peoples R China
[2] Univ Halabja, Coll Sci, Dept Phys, Halabja, Iraq
[3] Islamic Azad Univ, Dept Elect Engn, Saveh Branch, Saveh, Iran
[4] Univ Jeddah, Coll Comp Sci & Engn, Dept Informat Syst & Technol, Jeddah, Saudi Arabia
[5] Princess Nourah Bint Abdulrahman Univ, Coll Business & Adm, Dept Business Adm, Riyadh, Saudi Arabia
[6] Duy Tan Univ, Inst Res & Dev, Da Nang 550000, Vietnam
[7] Duy Tan Univ, Fac Civil Engn, Da Nang 550000, Vietnam
关键词
Hybrid BAT-FLC; Photovoltaic; Battery; MPPT; Grid connected; Partial shading; POWER POINT TRACKING; MAXIMUM POWER; PHOTOVOLTAIC SYSTEM; CONTROL STRATEGIES; LOGIC CONTROLLER; DESIGN; OPTIMIZATION; SIMULATION; ALGORITHM; STORAGE;
D O I
10.1016/j.conengprac.2020.104380
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The paper develops a control scheme for a hybrid energy system, including a photovoltaic (PV) panel and a battery energy storage (BES) system. The capital cost of PV systems is considerably high today and it has been continuously trying to mitigate the manufacturing cost and also, several research works have been devoted to developing effective methods to maximize the power output of these generation systems. In this respect, the most efficient technique is named maximum power point tracking (MPPT) for solar PV systems. To this end, this paper utilizes the fuzzy controller and BAT algorithm (BA) to find the optimal values of the parameters of the controller for the MPPT. The presented framework is known as BAT-Fuzzy. Using the mentioned method, the membership functions of the input and output, which are triangular, are autonomously set. The results obtained from simulating the proposed model on a test system shows the superiority of the BAT-Fuzzy technique in terms of the preciseness and convergence rate, while taking into consideration altering values of solar irradiance and temperature. It also performs better, considering the efficiency of the system in practical cases. Besides, the impact of temperature variations and also, different states of the partial shading conditions (PSC) have discussed. The PV system alone does not produce power over some hours of the day and it should be operated jointly with a storage system to generate the required power over all hours of the day. The presented method is simulated using a test system and the results are compared to some well-known methods, verifying that the developed framework is associated with a fast response during transients with enhanced stability.
引用
收藏
页数:12
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