Nanogrids: A Smart Way to Integrate Public Transportation Electric Vehicles into Smart Grids

被引:2
作者
Ferrandino, Emanuele [1 ]
Capillo, Antonino [1 ]
Mascioli, Fabio Massimo Frattale [1 ]
Rizzi, Antonello [1 ]
机构
[1] Univ Roma La Sapienza, Dept Informat Engn Elect & Telecommun, Via Eudossiana 18, I-00184 Rome, Italy
来源
PROCEEDINGS OF THE 12TH INTERNATIONAL JOINT CONFERENCE ON COMPUTATIONAL INTELLIGENCE (IJCCI) | 2020年
关键词
Smart Grid; Electric Vehicles; Bidirectional Fast Charge; Renewable Energy Source; Vehicle-to-Grid; Grid-to-Vehicle; Microgrid; Nanogrid; Energy Management System; Fuzzy Logic; Evolutionary Computing; Hierarchical Genetic Algorithm; OPTIMIZATION;
D O I
10.5220/0010110005120520
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The need for efficient integration of an Electric Vehicles (EVs) public transportation system into Smart Grids (SGs), has sparked the idea to equip them with Renewable Energy Systems (RESs), in order to reduce their impact on the SG. As a consequence, an EV can be seen as a Nanogrid (NG) whose energy flows are optimized by an Energy Management System (EMS). In this work, an EMS for an electric boat is synthesized by a Fuzzy Inference System-Hierarchical Genetic Algorithm (FIS-HGA). The electric boat follows cyclic routes day by day. Thus, single day training and test sets with a very short time step are chosen, with the aim of reducing the computational cost, without affecting accuracy. A convex optimization algorithm is applied for benchmark tests. Results show that the EMS succesfully performs the EV energy flows optimization. It is remarkable that the EMS achieves good performances when tested on different days than the one it has been trained on, further reducing the computational cost.
引用
收藏
页码:512 / 520
页数:9
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