Predictive Control of PV/Battery System under Load and Environmental Uncertainty

被引:8
作者
Batiyah, Salem [1 ,2 ]
Sharma, Roshan [2 ,3 ]
Abdelwahed, Sherif [4 ]
Alhosaini, Waleed [5 ]
Aldosari, Obaid [6 ]
机构
[1] Yanbu Ind Coll, Dept Elect & Elect Engn Technol, Almadina 46452, Saudi Arabia
[2] Mississippi State Univ, Dept Elect & Comp Engn, Starkville, MS 39762 USA
[3] Commonwealth Edison Co ComEd, Smart Grid & Emerging Technol, Chicago, IL 60181 USA
[4] Virginia Commonwealth Univ, Dept Elect & Comp Engn, Richmond, VA 23284 USA
[5] Jouf Univ, Coll Engn, Dept Elect Engn, Sakaka 72388, Saudi Arabia
[6] Prince Sattam Bin Abdulaziz Univ, Dept Elect Engn, Wadi Addawaser 11991, Najd, Saudi Arabia
关键词
power management; model predictive control; dc microgrid; photovoltaic; battery energy storage; DISTRIBUTED GENERATION INVERTERS; ENERGY MANAGEMENT; MODEL; OPERATION;
D O I
10.3390/en15114100
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
The standalone microgrids with renewable energy resources (RERs) such as a photovoltaic (PV) system and fast changing loads face major challenges in terms of reliability and power management due to a lack of inherent inertial support from RERs and their intermittent nature. Thus, energy storage technologies such as battery energy storage (BES) are typically used to mitigate the power fluctuations and maintain a power balance in the system. This paper presents a model predictive control (MPC) based power management strategy (PMS) for such standalone PV/battery systems. The proposed method is equipped with an autoregressive integrated moving average (ARIMA) prediction method to forecast the load and environmental parameters. The proposed controller has the capabilities of (1) effective power management, (2) minimization of transients during disturbances, and (3) automatic switching of the operation of the PV between the maximum power point tracking (MPPT) mode and power-curtailed mode that prevents the overcharging of the battery and at the same time maximize the PV utilization. The effectiveness of the proposed method has been verified through a comprehensive simulation-based analysis.
引用
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页数:16
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