自由浮动的汽车共享系统中完整行程信息的好处

IF 2.1 Q2 OPERATIONS RESEARCH & MANAGEMENT SCIENCE
Claudia Archetti , Maurizio Bruglieri , Gianfranco Guastaroba , M. Grazia Speranza
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引用次数: 0

摘要

自由浮动和即时访问拼车系统是最灵活的拼车系统的两个特点。在前者中,用户可以在服务运营商定义的边界内的任何合法停车位自由停车。在后者中,用户在取车前不需要提前预订。本文旨在评估自由浮动即时访问汽车共享系统中完整行程信息的重要性。为此,我们考虑了一个系统,称为前瞻性系统,用户可以提前预订汽车,也可以在没有任何预订的情况下直接取车。在这两种情况下,用户都被要求指定完整的行程细节,包括估计的使用时间和归还汽车的位置。利用对行程细节的全面了解,服务运营商可以将预订请求分配给预订时正在使用的汽车,前提是该汽车将在用户需要的时间和地点可用。从本质上讲,我们认为的操作设置是动态的,因为在用户请求汽车时行程信息被透露给服务运营商。我们还研究了向预订的用户建议不同于所需地点的取车地点的可能性,前提是该地点与所需地点不太远。我们将前瞻性系统的性能与没有预期信息的情况进行了比较,这类似于目前活跃在米兰(意大利)的主要拼车运营商提供的服务。此外,我们使用静态情况作为基准,其中关于用户请求的所有信息(取货和退货地点以及交付时间)在计划期开始之前都是已知的。我们考虑的是一个没有汽车重新定位的系统,由专门的运营商执行。这使我们能够衡量预期信息的纯粹好处,即只有提前知道车辆将在何时何地归还,并从与搬迁操作相关的潜在车辆可用性中清除,才能获得好处。对于前瞻系统,用户请求和汽车之间的匹配是通过二进制线性规划(BLP)的解决方案以固定的时间间隔迭代获得的,对于基准情况,通过单个BLP的解决方案获得的。对于没有预期信息的情况,不需要优化模型。一项基于米兰市真实世界数据的模拟研究表明,前瞻性系统可以满足许多比没有预期信息的情况下更大的请求,并且接近基准情况。此外,我们对不同的参数进行了敏感性分析,包括用户可步行的最大距离和用户对预订请求的最小预期量,显示了它们对系统性能的影响。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
The benefit of complete trip information in free-floating carsharing systems

Free-floating and instant-access carsharing systems are two features of the most flexible carsharing systems. In the former, users are allowed to freely park the car in any legal parking spot within the boundaries defined by the service operator. In the latter, users are not requested to make any reservation in advance before picking up the car. This paper aims at evaluating the importance of complete trip information in free-floating instant-access carsharing systems. To this aim, we consider a system, referred to as the look-ahead system, where users can reserve a car in advance and are also allowed to directly pick up a car without any reservation. In both cases, the user is requested to specify complete trip details, including the estimated usage duration and the location where the car will be returned. Taking advantage of a complete knowledge of the trip details, the service operator can assign a reservation request to a car that is in use at the time of reservation, provided it will become available at the time and location the user will need it. In its nature, the operational setting we consider is dynamic, as trip information is revealed to the service operator at the time the user requests a car. We also investigate the possibility of suggesting to the user that makes a reservation a pickup location different from the desired one, provided it is not too distant from the latter. We compare the performance of the look-ahead system with the case no information is anticipated, which resembles the service provided by the main carsharing operators currently active in Milan (Italy). Additionally, we use, as a benchmark, the static case where all the information about the users requests (pickup and return locations, as well as delivery time) is known before the start of the planning horizon. We consider a system with no car relocations performed by ad-hoc operators. This enables us to measure the pure benefit of anticipated information, i.e., the benefit coming only from knowing in advance where and when the vehicles will be returned, purged from potential vehicles availability related to relocation operations. The matching between user requests and cars is obtained, for the look-ahead system, iteratively at fixed time intervals through the solution of a Binary Linear Program (BLP) and, for the benchmark case, through the solution of a single BLP. No optimization model is needed for the case where no information is anticipated. A simulation study, based on real-world data from the city of Milan, shows that the look-ahead system can satisfy a number of requests much greater than the case without anticipated information and close to the benchmark case. Moreover, we perform a sensitivity analysis on different parameters, including the maximum distance a user is available to walk and the minimum amount of anticipation requested to users for booking requests, showing their impact on the performance of the systems.

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来源期刊
CiteScore
4.60
自引率
0.00%
发文量
24
审稿时长
129 days
期刊介绍: The EURO Journal on Transportation and Logistics promotes the use of mathematics in general, and operations research in particular, in the context of transportation and logistics. It is a forum for the presentation of original mathematical models, methodologies and computational results, focussing on advanced applications in transportation and logistics. The journal publishes two types of document: (i) research articles and (ii) tutorials. A research article presents original methodological contributions to the field (e.g. new mathematical models, new algorithms, new simulation techniques). A tutorial provides an introduction to an advanced topic, designed to ease the use of the relevant methodology by researchers and practitioners.
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