Economic dispatch of energy storage systems in dc microgrids employing a semidefinite programming model

被引:90
|
作者
Gil-Gonzalez, Walter [1 ]
Danilo Montoya, Oscar [2 ]
Holguin, Erika [1 ]
Garces, Alejandro [1 ]
Fernando Grisales-Norena, Luis [3 ]
机构
[1] Univ Tecnol Pereira, AA 97, Pereira 660003, Colombia
[2] Univ Tecnol Bolivar, Programa Ingn Elect & Ingn Elect, Km 1 Via Turbaco, Cartagena, Colombia
[3] Inst Tecnol Metropolitano, Dept Mecatron & Electromecan, Medellin, Colombia
关键词
Economic dispatch; Dc microgrids; Energy storage systems; Semidefinite programming; Convex reformulation; OPTIMAL POWER-FLOW; OPERATION;
D O I
10.1016/j.est.2018.10.025
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
A mathematical optimization approach for the optimal operation focused on the economic dispatch for dc microgrid with high penetration of distributed generators and energy storage systems (ESS) via semidefinite programming (SDP) is proposed in this paper. The SDP allows transforming the nonlinear and non-convex characteristics of the economic dispatch problem into a convex approximation which is easy for implementation in specialized software, i.e., CVX. The proposed mathematical approach contemplates the efficient operation of a dc microgrid over a period of time with variable energy purchase prices, which makes it a practical methodology to apply in real-time operating conditions. A nonlinear autoregressive exogenous (NARX) model is employed for training an artificial neural network (ANN) for forecasting solar radiation and wind speed for renewable generation integration and dispatch considering periods of prediction of 0.5 h. Four scenarios are proposed to analyze the inclusion of ESS in a dc microgrid for economic dispatch studies. Additionally, the results are compared with GAMS commercial optimization package, which allows validating the accuracy and quality of the proposed optimizing methodology.
引用
收藏
页码:1 / 8
页数:8
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