An Improved C-DEEPSO Algorithm for Optimal Active-Reactive Power Dispatch in Microgrids With Electric Vehicles

被引:7
|
作者
Gil Marcelino, Carolina [1 ,2 ]
Cardoso Leite, Gabriel Matos [1 ,3 ]
Jimenez-Fernandez, Silvia [1 ]
Salcedo-Sanz, Sancho [1 ]
机构
[1] Univ Alcala UAH, Dept Signal Proc & Commun, Alcala De Henares 28801, Spain
[2] Fed Univ Rio de Janeiro UFRJ, Inst Comp, BR-21941901 Rio De Janeiro, Brazil
[3] Fed Univ Rio de Janeiro UFRJ, Dept Syst & Comp, BR-21941901 Rio De Janeiro, Brazil
来源
IEEE ACCESS | 2022年 / 10卷
关键词
Generators; Renewable energy sources; Costs; Electric vehicles; Uncertainty; Microgrids; Particle swarm optimization; Energy efficiency; optimal power flow; microgrids; swarm intelligence; C-DEEPSO; DIFFERENTIAL EVOLUTION ALGORITHM; FLOW LITERATURE; OPTIMIZATION;
D O I
10.1109/ACCESS.2022.3203728
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In the last years, our society's high energy demand has led to the proposal of novel ways of consuming and producing electricity. In this sense, many countries have encouraged micro generation, including the use of renewable sources such as solar irradiation and wind generation, or considering the insertion of electric vehicles as dispatchable units on the grid. This work addresses the Optimal active-reactive power dispatch (OARPD) problem (a type of optimal power flow (OPF) task) in microgrids considering electric vehicles. We used the modified IEEE 57 and IEEE 118 bus-systems test scenarios, in which thermoelectric generators were replaced by renewable generators. In particular, under the IEEE 118 bus system, electric vehicles were integrated into the grid. To solve the OARDP problem, we proposed the use and improvement of the Canonical Differential Evolutionary Particle Swarm Optimization (C-DEEPSO) algorithm. For further refinement in the search space, C-DEEPSO relies on local search operators. The results indicated that the proposed improved C-DEEPSO was able to show generation savings (in terms of millions of dollars) acting as a dispatch controller against two algorithms based on swarm intelligence.
引用
收藏
页码:94298 / 94311
页数:14
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