Recent Approaches of Forecasting and Optimal Economic Dispatch to Overcome Intermittency of Wind and Photovoltaic (PV) Systems: A Review

被引:37
|
作者
Ellahi, Manzoor [1 ]
Abbas, Ghulam [1 ]
Khan, Irfan [2 ]
Koola, Paul Mario [3 ]
Nasir, Mashood [4 ]
Raza, Ali [1 ]
Farooq, Umar [5 ]
机构
[1] Univ Lahore, Dept Elect Engn, Lahore 54000, Pakistan
[2] Texas A&M Univ, Marine Engn Technol Dept, Elect & Comp Engn Dept, Galveston, TX 77554 USA
[3] Texas A&M Univ, Dept Ocean Engn, Galveston, TX 77554 USA
[4] Aalborg Univ, Dept Energy Technol, DK-9220 Aalborg, Denmark
[5] Univ Punjab, Dept Elect Engn, Lahore 54590, Pakistan
关键词
renewable energy sources; forecasting; Weibull distribution; neural networks; optimal economic dispatch; particle swarm optimization; PARTICLE SWARM OPTIMIZATION; ENERGY-STORAGE SYSTEM; ELECTRIC-POWER SYSTEMS; SOLAR-RADIATION; DETAILED SURVEY; WEIBULL; PREDICTION; NETWORK; GENERATION; RAYLEIGH;
D O I
10.3390/en12224392
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
Renewable energy sources (RESs) are the replacement of fast depleting, environment polluting, costly, and unsustainable fossil fuels. RESs themselves have various issues such as variable supply towards the load during different periods, and mostly they are available at distant locations from load centers. This paper inspects forecasting techniques, employed to predict the RESs availability during different periods and considers the dispatch mechanisms for the supply, extracted from these resources. Firstly, we analyze the application of stochastic distributions especially the Weibull distribution (WD), for forecasting both wind and PV power potential, with and without incorporating neural networks (NN). Secondly, a review of the optimal economic dispatch (OED) of RES using particle swarm optimization (PSO) is presented. The reviewed techniques will be of great significance for system operators that require to gauge and pre-plan flexibility competence for their power systems to ensure practical and economical operation under high penetration of RESs.
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页数:30
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