基于机会损失的单向汽车共享系统性能初步分析

J. Yang, Jianmeng Liu, Y. Bai, Ye Zhu, Yinying Liu
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摘要

单向汽车共享是一种新的城市交通选择,允许成员在短期内使用车队中的汽车。在汽车共享系统中,由于动态需求导致的车站车辆分配不平衡是一个普遍存在的问题,降低了系统的效率。为了评价汽车共享系统的性能,本文重点研究了车站车辆库存的机会损失。建立服务水平KPI,分别观察站内满车状态、无车状态和无电池状态。通过对丰田汽车公司的实际案例研究,结果表明,不同时段的服务水平在车站层面和集群层面上存在差异。结果表明,无车状态是Ha:mo汽车共享系统中存在的主要机会损失。在对机会损失状态进行聚类分析的基础上,给出了在聚类层面降低潜在需求概率的不同建议。该结果也为进一步的系统规划和部署提供了良好的基础。
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Preliminary performance analysis of one-way car sharing system with a focus on opportunity loss
One-way carsharing is a new urban transport alternative allowing members to use the car from a fleet of vehicles for short periods. In carsharing system, the imbalanced vehicle distribution at stations by dynamic demands is a general problem, lowering the efficiency of the system. To evaluate the performance of carsharing system, this paper focuses on the opportunity loss of vehicle inventories at stations. A service level KPI is established to observe the full-car status, no-car status and no-battery status separately on stations. By conducting a real case study in Toyota, the result shows that the service level in different time periods at a station-level and cluster level. It shows that no-car status is the primary opportunity loss existing in Ha:mo carsharing system. Based on the clustering analysis of opportunity loss status, different suggestions are given to reduce the probability of potential demand in a cluster level. The result also provides a good basis for further system planning and deployment.
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