Optimal allocation of distributed generation and capacitor banks using probabilistic generation models with correlations

被引:39
|
作者
Pereira, Luan D. L. [1 ]
Yahyaoui, Imene [2 ]
Fiorotti, Rodrigo [3 ]
de Menezes, Luiza S. [4 ]
Fardin, Jussara F. [4 ]
Rocha, Helder R. O. [4 ]
Tadeo, Fernando [5 ]
机构
[1] Fed Inst Norte Minas Gerais, Pirapora, Brazil
[2] Univ Rey Juan Carlos, Higher Sch Expt Sci & Technol, Madrid, Spain
[3] Fed Inst Espirito Santo, Vitoria, ES, Brazil
[4] Univ Fed Espirito Santo, Dept Elect Engn, Vitoria, ES, Brazil
[5] Univ Valladolid, Inst Sustainable Proc, Valladolid, Spain
关键词
Generation forecast; Stochastic correlation; Distributed generation; Capacitor banks; Genetic algorithm; POWER DISTRIBUTION NETWORKS; DISTRIBUTION-SYSTEMS; OPTIMAL PLACEMENT; OPTIMIZATION; INTEGRATION; RECONFIGURATION; REINFORCEMENT; MINIMIZATION; UNITS;
D O I
10.1016/j.apenergy.2021.118097
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 allocation of distributed generation and capacitor banks is critical for success in the planning of power grids. A methodology is developed for the optimal placement of distributed renewable generation (wind and photovoltaic powers) and capacitor banks is developed based on technical and economic parameters. In order to preserve the horoseasonal and stochastic dependence nature of the wind and solar power, the methodology uses a model that integrates the sequential Monte Carlo method and the diagonal band Copula model, integrating historical data of wind speed, solar radiation and feeder load from the region of study. An efficient algorithm based on Genetic Algorithms is proposed to implement the optimization. The algorithm validation demonstrates a reduction of up to 71.7% in annual losses of active power in the Bandeira feeder and 73.4% in the Recife feeder, with adequate voltage levels and a return on investment of 6-7 years.
引用
收藏
页数:13
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