Evaluating system responses to electric vehicle charging infrastructure expansion through data-driven simulation

IF 7 2区 工程技术 Q1 ENERGY & FUELS
Meiyu (Melrose) Pan , Wan Li , Chieh (Ross) Wang , Shian Wang , Fengqi (Frank) Li , Jin Dong , Joshua New
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引用次数: 0

Abstract

Understanding the system responses to electric vehicle (EV) charging infrastructure expansion, including vehicle charging needs, station utilization, and energy consumption, is critical for effective planning to meet growing charging demand without unnecessary resource investment. This study evaluates the system responses to EV charging infrastructure expansion, focusing on charging needs, station utilization, and energy consumption. Using trip data from the National Household Travel Survey and origin–destination patterns, we simulated trip chains in downtown Atlanta with 10 % EV penetration. We assessed 32 scenarios involving different charging port power levels and siting strategies. We found that higher-power ports were more sensitive to placement, with concentrated expansion boosting station utilization more than uniform expansion. Adding high-power ports did not always increase peak energy consumption; in some cases, a few 400 kW ports reduced overall consumption compared to 150 kW ports by enabling faster charging and higher vehicle turnover.
通过数据驱动仿真评估系统对电动汽车充电基础设施扩展的响应
了解系统对电动汽车(EV)充电基础设施扩展的响应,包括车辆充电需求、充电站利用率和能源消耗,对于有效规划以满足不断增长的充电需求而不进行不必要的资源投资至关重要。本研究评估了系统对电动汽车充电基础设施扩建的响应,重点关注充电需求、充电站利用率和能源消耗。利用来自全国家庭旅行调查的旅行数据和出发地模式,我们模拟了电动汽车普及率为10%的亚特兰大市中心的旅行链。我们评估了涉及不同充电端口功率水平和选址策略的32种场景。我们发现,高功率端口对布局更敏感,集中扩展比均匀扩展更能提高站点利用率。增加大功率端口并不总是会增加峰值能耗;在某些情况下,与150千瓦端口相比,一些400千瓦端口通过实现更快的充电和更高的车辆周转率,降低了总体能耗。
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来源期刊
Sustainable Energy Technologies and Assessments
Sustainable Energy Technologies and Assessments Energy-Renewable Energy, Sustainability and the Environment
CiteScore
12.70
自引率
12.50%
发文量
1091
期刊介绍: Encouraging a transition to a sustainable energy future is imperative for our world. Technologies that enable this shift in various sectors like transportation, heating, and power systems are of utmost importance. Sustainable Energy Technologies and Assessments welcomes papers focusing on a range of aspects and levels of technological advancements in energy generation and utilization. The aim is to reduce the negative environmental impact associated with energy production and consumption, spanning from laboratory experiments to real-world applications in the commercial sector.
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