Operation of Grid-Connected PV System With ANN-Based MPPT and an Optimized LCL Filter Using GRG Algorithm for Enhanced Power Quality

被引:27
|
作者
Ibrahim, Nagwa F. [1 ]
Mahmoud, Mohamed Metwally [2 ]
Al Thaiban, Ali M. H. [3 ]
Barnawi, Abdulwasa B. [4 ]
Elbarbary, Z. M. S. [4 ]
Omar, Ahmed Ibrahim [5 ]
Abdelfattah, Hany [1 ]
机构
[1] Suez Univ, Fac Technol & Educ, Elect Dept, Suez 43533, Egypt
[2] Aswan Univ, Fac Energy Engn, Elect Engn Dept, Aswan 81528, Egypt
[3] Minist Hlth, Riyadh 11176, Saudi Arabia
[4] King Khalid Univ, Coll Engn, Elect Engn Dept, Abha 61421, Saudi Arabia
[5] El Shorouk Acad, Higher Inst Engn El Shorouk City, Elect Power & Machines Engn Dept, Cairo 11837, Egypt
关键词
Artificial neural network (ANN); Cuckoo search (CS); LCL filter; MPPT; total harmonicdistortion (THD); POINT TRACKING; GENERATION; EXTRACTION;
D O I
10.1109/ACCESS.2023.3317980
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 expanding use of photovoltaics (PV) as a green energy resource has been rising in these years, mostly due to the possibility of being incorporated with traditional power systems, to meet the world's energy needs and reduce carbon emissions. However, providing green electricity from this renewable generator is frequently vulnerable to power quality (PQ) disruptions resulting from the PV's intermittent nature and other factors associated with the electric grid, power converters, and linked loads. These disruptions need to be reduced to keep the investigated system's PQ from deteriorating. The investigated system includes PV, DC-DC, and DC-AC converters, filter, power grid, and control schemes. If the DC-DC converter is not managed, a deviation from the maximum power point (MPP) extrapolated from the PV system will take place. In order to maximize the energy harvested from the PV system by managing the DC-DC converter, this research developed two MPP tracking (MPPT) algorithms: artificial neural networks (ANN) and cuckoo search (CS). Additionally, a design and implementation for a shunt active power filter (LCL) using genetic algorithm and GRG is provided to lower the injected total harmonic distortion (THD) and thereby enhance the PQ. To achieve the smallest size of the LCL components, the generalized reduced gradient (GRG) was the best compared to genetic algorithms GA. The results of the simulation showed that ANN performed better at tracking maximum power than CS. With the designed LCL, the THD is reduced by 99.78% compared to without a filter. To verify the simulation's findings, a practical configuration is implemented.
引用
收藏
页码:106859 / 106876
页数:18
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