Price optimization for round trip car sharing

汽车共享 计算机科学 运筹学 数学优化 运输工程 数学 工程类
作者
Christine Currie,Rym M’Hallah,Beatriz Brito Oliveira
出处
期刊:European Journal of Operational Research [Elsevier BV]
卷期号:328 (2): 511-529 被引量:1
标识
DOI:10.1016/j.ejor.2025.06.024
摘要

Car sharing, car clubs and short-term rentals could support the transition toward net zero but their success depends on them being financially sustainable for service providers and attractive to end users. Dynamic pricing could support this by incentivizing users while balancing supply and demand. We describe the usage of a round trip car sharing fleet by a continuous time Markov chain model, which reduces to a multi-server queuing model where hire duration is assumed independent of the hourly rental price. We present analytical and simulation optimization models that allow the development of dynamic pricing strategies for round trip car sharing systems; in particular identifying the optimal hourly rental price. The analytical tractability of the queuing model enables fast optimization to maximize expected hourly revenue for either a single fare system or a system where the fare depends on the number of cars on hire, while accounting for stochasticity in customer arrival times and durations of hire. Simulation optimization is used to optimize prices where the fare depends on the time of day or hire duration depends on price. We present optimal prices for a given customer population and show how the expected revenue and car availability depend on the customer arrival rate, willingness-to-pay distribution, dependence of the hire duration on price, and size of the customer population. The results provide optimal strategies for pricing of car sharing and inform strategic managerial decisions such as whether to use time- or state-dependent pricing and optimizing the fleet size. • The approach enables real-time price optimization for round-trip car sharing. • Identifies optimal prices based on fleet utilization for realistic fleet sizes. • Queueing model allows a fast evaluation of key performance indicators. • Approach supports strategic (e.g. optimizing fleet size) and operational decisions. • Results provide a better understanding of system behavior for common willingness-to-pay distributions.
最长约 10秒,即可获得该文献文件

科研通智能强力驱动
Strongly Powered by AbleSci AI
科研通是完全免费的文献互助平台,具备全网最快的应助速度,最高的求助完成率。 对每一个文献求助,科研通都将尽心尽力,给求助人一个满意的交代。
实时播报
zll完成签到 ,获得积分10
刚刚
香蕉觅云应助独特的雯采纳,获得10
1秒前
科研通AI6.2应助签到采纳,获得10
1秒前
科研通AI6.2应助生命科学采纳,获得10
1秒前
1秒前
Perlica完成签到,获得积分10
1秒前
2秒前
刻苦的寇发布了新的文献求助10
2秒前
2秒前
2秒前
Lara关注了科研通微信公众号
2秒前
没有ID完成签到,获得积分10
2秒前
4秒前
4秒前
cdywww完成签到,获得积分10
4秒前
aigj发布了新的文献求助10
4秒前
Dky发布了新的文献求助30
4秒前
5秒前
5秒前
5秒前
6秒前
英姑应助奈落采纳,获得10
6秒前
v0id应助过时的访天采纳,获得10
7秒前
Trey发布了新的文献求助10
7秒前
7秒前
icey发布了新的文献求助10
8秒前
Jw发布了新的文献求助10
8秒前
8秒前
李晓发布了新的文献求助10
8秒前
Perlica发布了新的文献求助10
8秒前
Nickname应助郭梦采纳,获得10
9秒前
9秒前
独特的雯完成签到,获得积分10
10秒前
10秒前
xxx完成签到,获得积分10
10秒前
薰衣草完成签到,获得积分10
10秒前
123发布了新的文献求助20
10秒前
小佳爱阅读完成签到 ,获得积分10
11秒前
爆米花应助yyy采纳,获得10
11秒前
乔治发布了新的文献求助10
11秒前
高分求助中
(应助此贴封号)【重要!!请各用户(尤其是新用户)详细阅读】【科研通的精品贴汇总】 10000
HYDROLYSE ACIDE DE QUELQUES DIOXASPIROCYCLANES 1314
Essentials of Carbohydrate Chemistry and Biochemistry, 4th Edition 800
Navigating Normative Orders. Interdisciplinary Perspectives 800
1 Peter and Christ's Descent to the Dead in Its Early Christian Reception 700
Organizational Behavior 510
Management and the Arts 510
热门求助领域 (近24小时)
化学 材料科学 医学 生物 纳米技术 工程类 有机化学 化学工程 生物化学 计算机科学 内科学 物理 复合材料 催化作用 细胞生物学 无机化学 光电子学 物理化学 电极 基因
热门帖子
关注 科研通微信公众号,转发送积分 7747522
求助须知:如何正确求助?哪些是违规求助? 9295812
关于积分的说明 20231752
捐赠科研通 7328449
什么是DOI,文献DOI怎么找? 3308584
关于科研通互助平台的介绍 2460336
邀请新用户注册赠送积分活动 2320489