Cost Minimization for Charging Electric Bus Fleets

IF 2.6 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC World Electric Vehicle Journal Pub Date : 2023-12-16 DOI:10.3390/wevj14120351
Daniel Mortensen, Jacob Gunther, Greg Droge, Justin Whitaker
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Abstract

Recent attention for reduced carbon emissions has pushed transit authorities to adopt battery electric buses (BEBs). One challenge experienced by BEB users is extended charge times, which create logistical challenges and may force BEBs to charge when energy is more expensive. Furthermore, BEB charging leads to high power demands, which can significantly increase monthly power costs and may push the electrical infrastructure beyond its present capacity, requiring expensive upgrades. This work presents a novel method for minimizing the monthly cost of BEB charging while meeting bus route constraints. This method extends previous work by incorporating a more novel cost model, effects from uncontrolled loads, differences between daytime and overnight charging, and variable rate charging. A graph-based network-flow framework, represented by a mixed-integer linear program, encodes the charging action space, physical bus constraints, and battery state of the charge dynamics. The results for three scenarios are considered: uncontested charging, which uses equal numbers of buses and chargers; contested charging, which has more buses than chargers; and variable charge rates. Among other findings, we show that BEBs can be added to the fleet without raising the peak power demand for only the cost of the energy, suggesting that conversion to electrified transit is possible without upgrading power delivery infrastructure.
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电动巴士车队充电成本最小化
最近,人们对减少碳排放的关注推动了公交机构采用电池电动公交车(BEB)。BEB 用户面临的一个挑战是充电时间延长,这给物流带来了挑战,并可能迫使 BEB 在能源更昂贵时充电。此外,BEB 充电会导致高电力需求,从而大幅增加每月电力成本,并可能使电力基础设施超出其现有能力,从而需要进行昂贵的升级。这项研究提出了一种新方法,在满足公交线路限制的同时,最大限度地降低 BEB 充电的月度成本。该方法扩展了之前的工作,纳入了更新颖的成本模型、不可控负载的影响、白天和夜间充电的差异以及可变费率充电。基于图的网络流框架由混合整数线性程序表示,对充电行动空间、物理公交限制和充电动态的电池状态进行了编码。我们考虑了三种情况的结果:无争议充电,即使用相同数量的公共汽车和充电器;有争议充电,即公共汽车数量多于充电器数量;以及可变充电率。除其他发现外,我们还表明,只需支付能源成本,就能在不提高峰值电力需求的情况下将 BEBs 添加到车队中,这表明无需升级电力输送基础设施就能实现向电气化公交的转换。
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来源期刊
World Electric Vehicle Journal
World Electric Vehicle Journal Engineering-Automotive Engineering
CiteScore
4.50
自引率
8.70%
发文量
196
审稿时长
8 weeks
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