Sensitivity of Electric Vehicle Charging Facility Occupancy to Users’ Impatience

Cesar Santoyo, Gustav Nilsson, S. Coogan
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引用次数: 1

Abstract

In this paper, we consider an electric vehicle charging facility that offers various levels of service, i.e., charging rates, for varying prices such that rational users choose a level of service based on their value of time, also called impatience. In particular, we characterize the sensitivity of the expected number of users, i.e., occupancy, at the facility to the probability distribution of users’ impatience. We first provide an upper bound for the difference between the expected occupancy under any two different distributions on users’ impatience. Next, we consider the case when the users’ impatience are discrete random variables, and we study the sensitivity of the expected occupancy to the probability masses and attained values of the random variables. We show that the expected occupancy varies linearly with respect to the probability masses and is piecewise constant with respect to the attained values. These results suggest how the facility operator might design prices such that the expected occupancy does not vary much under small changes in the distribution of users’ impatience, which is generally difficult to characterize accurately from data. We demonstrate this idea via examples.
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电动汽车充电设施占用对用户不耐烦的敏感性
在本文中,我们考虑一个电动汽车充电设施,它提供不同水平的服务,即充电率,以不同的价格,使理性用户根据他们的时间价值选择服务水平,也称为不耐烦。特别是,我们描述了期望用户数量(即设施占用率)对用户不耐烦的概率分布的敏感性。我们首先给出了在任意两种不同用户不耐烦分布下期望占用率之差的上界。其次,考虑用户不耐烦是离散随机变量的情况,研究了期望占用率对随机变量的概率质量和达到值的敏感性。我们表明,期望占用率相对于概率质量线性变化,并且相对于获得的值是分段常数。这些结果表明,设施运营商如何设计价格,使预期入住率在用户不耐烦分布的微小变化下变化不大,这通常很难从数据中准确地描述。我们通过例子来证明这个想法。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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