Manta Ray Foraging Optimization for the Virtual Inertia Control of Islanded Microgrids Including Renewable Energy Sources

被引:12
|
作者
Saleh, Amr [1 ]
Omran, Walid A. [2 ]
Hasanien, Hany M. [1 ]
Tostado-Veliz, Marcos [3 ]
Alkuhayli, Abdulaziz [4 ]
Jurado, Francisco [3 ]
机构
[1] Ain Shams Univ, Elect Power & Machines Dept, Fac Engn, Cairo 11517, Egypt
[2] German Univ Cairo, Fac Engn & Mat Sci, Cairo 12613, Egypt
[3] Univ Jaen, Super Polytech Sch Linares, Dept Elect Engn, Linares 23700, Spain
[4] King Saud Univ, Dept Elect Engn, Coll Engn, Riyadh 11421, Saudi Arabia
关键词
manta ray foraging optimizer; virtual inertia; microgrid; renewable energy; FREQUENCY CONTROL; GENERATION; SYSTEM; GRIDS;
D O I
10.3390/su14074189
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Nowadays, the penetration level of renewable energy sources (RESs) has increased dramatically in electrical networks, especially in microgrids. Due to the replacement of conventional synchronous generators by RESs, the inertia of the microgrid is significantly reduced. This has a negative impact on the dynamics and performance of the microgrid in the face of uncertainties, resulting in a weakening of microgrid stability, especially in an islanded operation. Hence, this paper focuses on enhancing the dynamic security of an islanded microgrid using a frequency control concept based on virtual inertia control. The control in the virtual inertia control loop was based on a proportional-integral (PI) controller optimally designed by the Manta Ray Foraging Optimization (MRFO) algorithm. The performance of the MRFO-based PI controller was investigated considering various operating conditions and compared with that of other evolutionary optimization algorithm-based PI controllers. To achieve realistic simulations conditions, actual wind data and solar power data were used, and random load fluctuations were implemented. The results show that the MRFO-based PI controller has a superior performance in frequency disturbance alleviation and reference frequency tracking compared with the other considered optimization techniques.
引用
收藏
页数:19
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