Impact of uncertainties in wind and solar energy to the optimal operation of DG based on MCS

被引:3
|
作者
Mahmoud, Eman [1 ]
Alkhalaf, Salem [2 ]
Hemeida, Mahmoud [3 ]
Senjyu, Tomonobu [4 ]
Ahmed, Mahrous [5 ]
Hemeida, Ashraf M. [6 ]
Abdel-Rahim, Omar [7 ]
机构
[1] Aswan Univ, Fac Sci, Dept Math, Aswan 81528, Egypt
[2] Qassim Univ, Coll Comp, Dept Informat Technol, Buraydah, Saudi Arabia
[3] Inst Aviat Engn & Technol, Giza 12658, Egypt
[4] Univ Ryukyus, Dept Elect & Elect Engn, Okinawa 9030213, Japan
[5] Taif Univ, Coll Engn, Dept Elect Engn, Taif 21944, Saudi Arabia
[6] Aswan Univ, Fac Energy Engn, Dept Elect Engn, Aswan 81528, Egypt
[7] Aswan Univ, Fac Engn, Elect Engn Dept, Aswan 81542, Egypt
关键词
Uncertainty; Mote-Carlo Simulation; Optimal allocation; PV system; Wind Energy; POWER-SYSTEM FLEXIBILITY; DISTRIBUTION NETWORKS; OPTIMIZATION; ALLOCATION; LOAD; RESOURCES; ALGORITHM;
D O I
10.1016/j.asej.2024.102893
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Optimum operation of power system network becomes of great importance to handle the problem of power shortage. Connecting renewable energy (RE) based distributed generators (DG) into electrical networks (EN) are spreading rapidly to earn more benefits environmentally and economically. This paper aims to optimally operate DGs in order to minimize daily power loss in case of uncertainty of wind and PV system. Three different types of DGs, photovoltaic DG (PVDG), wind DG (WDG) and conventional DG (CDG) are connected to IEEE 33-bus system. Monte Carlo simulation (MCS) is used to generate probable scenarios for wind and photovoltaic power plants based on actual data for wind speed and solar radiation for one day. Fast forward scenario reduction (FFSR) is used to reduce the number of scenarios generated by MCS. Particle swarm optimization (PSO) is used to minimize daily power losses through determining the optimum operating point (operating power and power factor (PF)) for CDG to cope with PVDG and WDG uncertainties.
引用
收藏
页数:11
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