Optimal operation management of microgrids using the point estimate method and firefly algorithm while considering uncertainty

作者: Sirus MOHAMMADI , Babak MOZAFARI , Soodabeh SOLEYMANI

DOI: 10.3906/ELK-1207-131

关键词:

摘要: This paper analyzes the behavior of Hong's point estimate method to account for uncertainties in probabilistic energy management systems optimize operation a microgrid (MG). These may arise from different sources, such as market prices, load demands, and electric power generation wind farms photovoltaic systems. Point methods constitute remarkable tool handle stochastic system problems because good results can be achieved using same routines those corresponding deterministic problems, while keeping computational burden low. The problem is formulated nonlinear constraint optimization minimize total operating cost. Weibull, beta, normal distributions are used model uncertain input variables this study. Moreover, firefly algorithm applied achieve optimal operational planning with regard cost minimization. efficiency validated on typical MG. Results case study presented compared against obtained Monte Carlo simulation. Specifically, shows that use 2m + 1 scheme provides best performance when high number random variables, both continuous discrete, considered.

参考文章(36)
Leon L Freris, David G Infield, Renewable energy in power systems ,(2008)
Roy Billinton, Ronald N. Allan, Reliability Evaluation of Power Systems ,(2006)
Yeou-Koung Tung, Ben-Chie Yen, Hydrosystems Engineering Uncertainty Analysis ,(2005)
Amjad Anvari Moghaddam, Alireza Seifi, Taher Niknam, Mohammad Reza Alizadeh Pahlavani, Multi-objective operation management of a renewable MG (micro-grid) with back-up micro-turbine/fuel cell/battery hybrid power source Energy. ,vol. 36, pp. 6490- 6507 ,(2011) , 10.1016/J.ENERGY.2011.09.017
Theofanis Apostolopoulos, Aristidis Vlachos, Application of the Firefly Algorithm for Solving the Economic Emissions Load Dispatch Problem International Journal of Combinatorics. ,vol. 2011, pp. 1- 23 ,(2011) , 10.1155/2011/523806
L.A. Sanabria, T.S. Dillon, Power system reliability assessment suitable for a deregulated system via the method of cumulants International Journal of Electrical Power & Energy Systems. ,vol. 20, pp. 203- 211 ,(1998) , 10.1016/S0142-0615(97)00050-1
Hyun Seok Seo, Byung Man Kwak, Efficient statistical tolerance analysis for general distributions using three-point information International Journal of Production Research. ,vol. 40, pp. 931- 944 ,(2002) , 10.1080/00207540110095709