Multi-objective Optimization in a “Specified Driver’s Origin and Destination” Ridesharing System

Mohammad Nasr Azadani, A. Abolhassani
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Abstract

Ridesharing is a shared vehicle service with the potential to meet the growing travel demand and shortage in transportation infrastructure capacity. Ridesharing services reduce the number of vehicles and reduce traffic congestion and emissions while providing mobility services to the same number of people with no additional transportation infrastructure investment. One of the significant challenges in implementing ridesharing services is matching drivers and riders. Conflicts between matching objectives in satisfying the interests of diverse stakeholders influence ridesharing efficiency in a transportation system. This study investigates the conflicts between two ridesharing matching objectives (i.e., minimization of system-wide trip time [TT] and minimization of system-wide vehicle miles traveled [VMT]) by applying a multi-objective optimization technique. The results indicate that an acceptable performance of a ridesharing system in terms of TT and VMT can be achieved by optimizing a ridesharing system for conflicting objectives. A trade-off analysis was performed to evaluate the compromise needed between two conflicting objectives in satisfying diverse stakeholders’ interest in a ridesharing system.
“指定始发目的地”拼车系统的多目标优化
拼车是一种共享车辆服务,有可能满足日益增长的出行需求和交通基础设施容量的短缺。拼车服务减少了车辆数量,减少了交通拥堵和排放,同时为相同数量的人提供了移动服务,而不需要额外的交通基础设施投资。实施拼车服务的一个重大挑战是匹配司机和乘客。为了满足不同利益相关者的利益,匹配目标之间的冲突会影响交通系统的共乘效率。本研究采用多目标优化技术,研究了两个拼车匹配目标(即全系统行程时间[TT]最小化和全系统车辆行驶里程[VMT]最小化)之间的冲突。结果表明,通过优化目标冲突的共乘系统,可以在TT和VMT方面获得可接受的性能。为了满足乘车共享系统中不同利益相关者的利益,我们进行了权衡分析,以评估在两个相互冲突的目标之间所需要的妥协。
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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