Real-Time Charging Scheduling and Optimization of Electric Buses in a Depot

被引:8
|
作者
Verbrugge, Boud [1 ,2 ]
Rauf, Abdul Mannan [3 ]
Rasool, Haaris [1 ,2 ]
Abdel-Monem, Mohamed [3 ]
Geury, Thomas [1 ,2 ]
El Baghdadi, Mohamed [1 ,2 ]
Hegazy, Omar [1 ,2 ]
机构
[1] Vrije Univ Brussel VUB, ETEC Dept, MOBI EPOWERS Res Grp, Pl Laan 2, B-1050 Brussels, Belgium
[2] Flanders Make, Gaston Geenslaan 8, B-3001 Heverlee, Belgium
[3] Powerdale PWD, Prod Innovat & Syst Verificat PI&SV Team, Witte Patersstr 4, B-1040 Brussels, Belgium
基金
欧盟地平线“2020”;
关键词
electric buses; depot charging; charging scheduling; real-time optimization; cost analysis; ALGORITHM; VEHICLES;
D O I
10.3390/en15145023
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
To improve the air quality in urban areas, diesel buses are getting replaced by battery electric buses (BEBs). This conversion introduces several challenges, such as the proper control of the charging process and a reduction in the operational costs, which can be addressed by introducing smart charging concepts for BEB fleets. Therefore, this paper proposes a real-time scheduling and optimization (RTSO) algorithm for the charging of multiple BEBs in a depot. The algorithm assigns a variable charging current to the different time slots the charging process of each BEB is divided to provide an optimal charging schedule that minimizes the charging cost, while satisfying the power limitations of the distribution network and maintaining the operation schedule of the BEBs. A genetic algorithm is used to solve the formulated cost function in real time. Several charging scenarios are tested in simulation, which show that a reduction in the charging cost up to 10% can be obtained under a dynamic electricity price scheme. Furthermore, the RTSO is implemented in a high-level charging management system, a new feature required to enable smart charging in practice, to test the developed algorithm with existing charging infrastructure. The experimental validation of the RTSO algorithm has proven the proper operation of the entire system.
引用
收藏
页数:18
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