A multi-objective optimization model for EVSE deployment at workplaces with smart charging strategies and scheduling policies

软件部署 调度(生产过程) 智能电网 电动汽车 多目标优化 灵活性(工程) 电力系统仿真 计算机科学 电池(电) 可靠性工程 汽车工程 模拟 工程类 运筹学 电力系统 功率(物理) 运营管理 电气工程 物理 机器学习 操作系统 统计 数学 量子力学
作者
Nuh Erdoğan,Sadik Kucuksari,Jerry D. Murphy
出处
期刊:Energy [Elsevier BV]
卷期号:254: 124161-124161 被引量:21
标识
DOI:10.1016/j.energy.2022.124161
摘要

This study proposes a multi-objective optimization model to determine the optimal charging infrastructure for a transition to plug-in electric vehicles (PEVs) at workplaces. The developed model considers all cost aspects of a workplace charging station, i.e., daily levelized electric vehicle supply equipment (EVSE) infrastructure cost, PEV energy and demand charges. These single-objective functions are aggregated in a multi-objective optimization framework to find the Pareto optimal solutions. Smart charging strategies with interrupted and uninterrupted power profiles are proposed to maximize the use of EVSE units. The charging behavior model is developed based on collected workplace charging data. The model is tested with various scheduling policies to investigate their impact on the behaviors of EVSE types from different perspectives. Finally, a sensitivity analysis is performed to assess the impacts of battery sizes and onboard charger ratings on cost behavior. It is shown that the proposed model can achieve up to 7.8% and 14.6% cost savings as compared to single-objective optimal models and the current charging practice, respectively. The unit cost is found to be more sensitive to scheduling policies than the charging strategies. It is also found that the flexibility ratio policy gives the best PEV scheduling with the lowest unit cost and the most efficient use of the grid assets.
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