Allocate electric vehicles' public charging stations with charging demand uncertainty

被引:3
|
作者
Wu, Ting [1 ]
Fainman, Emily [2 ]
Maizi, Yasmina [3 ]
Shu, Jia [4 ]
Li, Yongzhen [5 ]
机构
[1] Nanjing Univ, Dept Math, 22 Hankou Rd, Nanjing 210093, Jiangsu, Peoples R China
[2] Texas State Univ, McCoy Coll Business, 601 Univ Dr, San Marcos, TX 78666 USA
[3] Univ Quebec Montreal, Ecole Sci Gest, 315 St Catherine St E, Montreal, PQ H2X 3X2, Canada
[4] Univ Elect Sci & Technol China, Sch Management & Econ, 2006 Xiyuan Ave, Chengdu 611731, Sichuan, Peoples R China
[5] Southeast Univ, Sch Econ & Management, Dept Management Sci & Engn, 2 Sipai Rd, Nanjing 210096, Jiangsu, Peoples R China
基金
中国国家自然科学基金;
关键词
Robust optimization; Allocation problem; Electric vehicle charging infrastructure; Discrete-event simulation; DIFFUSION-APPROXIMATION; LOCATION PROBLEM; MODEL; INFRASTRUCTURE; SIMULATION; DEPLOYMENT; TRANSPORT; SELECTION; NETWORKS; DELAY;
D O I
10.1016/j.trd.2024.104178
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Nowadays, electric vehicles (EVs) have developed rapidly due to their great advantages in fuel savings, reduced greenhouse gas emissions, and low air pollution. However, charging imbalances and shortages have limited the prevalence of EVs. We optimize the siting and sizing of public charging stations under uncertain urban en -route recharging demand. Considering charging congestion, we introduce the Erlang's loss formula to represent the service level requirement of each charging station. First, we determine the optimal locations and sizes of those stations by a robust optimization model, where we figure out its deterministic dual following linear approximation of the loss rate in queueing models. We further use a discrete -event simulation to relax the assumption of time -independent charging demand in the optimization approach and model real-time traffic based on real -world traffic and power grid information in Nanjing, China. Thus, we verify the robust optimum outperforming deterministic and stochastic optimums.
引用
收藏
页数:18
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