Optimal multi-criteria management of energy storage systems in a micro-grid

被引:0
|
作者
Celie, Nathan [1 ]
Gaetani-Liseo, Margot [1 ]
Lahyani, Amine [2 ]
Sari, Ali [1 ]
机构
[1] Univ Claude Bernard Lyon 1, Ecole Cent Lyon, INSA Lyon, CNRS,Ampere,UMR5005, F-69100 Villeurbanne, France
[2] INSAT Tunis, Lab Syst Elect, LR11ES15, INSAT Tunis, Tunis, Tunisia
关键词
Charging Systems and Infrastructures; Microgrids; Energy management system; Vehicule-To-Grid; Battery degradation; Reinforcement learning;
D O I
10.1109/VPPC60535.2023.10403298
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
With the aim of relocating consumption and production, energy management at the scale of a micro-grid seems to be a lever to improve system efficiency, lifespan and profitability. The purpose of our work is to implement an energy management policy using reinforcement learning techniques in order to maximize the profits and considering different time-varying phenomena: variable power production from a PV system, variable power consumption from a DC load and variable energy price. This work will also take into account the battery degradation as a cost to be minimized. In the near future, this application would enable a better integration of electric vehicles in the grid.
引用
收藏
页数:6
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