基于规则的共享单车价格控制

Claudio Ruch, J. Warrington, M. Morari
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引用次数: 24

摘要

最近共享出行系统越来越受欢迎,用户从地理位置分散的公共池中骑自行车或汽车来完成旅程的一部分,部分原因是跟踪和计费客户旅程的技术得到了改进。在许多方案中,客户可以在不同的停靠站开始和结束旅程,并根据设定的收费结构收费。然而,由于整个系统和全天对这种“单向”服务的需求不对称,一个给定的系统通常会变得不平衡,因此雇用工作人员重新分配系统车辆的成本很高。本文描述了动态客户价格如何作为系统当前和预期未来状态的函数在地理上的变化,可以用作提高服务率的控制信号。这些信号可以利用现有的信通技术基础设施传送给客户。我们使用一个基于代理的模型,将伦敦巴克莱自行车租赁计划的历史数据参数化,结果表明,简单的比例价格控制规则可以提高服务率,而无需求助于传统的自行车再分配人员。此外,对所获得的性能进行了分析,并对系统设计问题进行了讨论。
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Rule-based price control for bike sharing systems
The recent increase in popularity of shared mobility systems, in which users take a bicycle or car from a geographically-dispersed public pool in order to complete part of a journey, is due in part to improved technologies for tracking and billing customer journeys. In many schemes, a customer can start and end a journey at different docking stations and is billed according to a set fee structure. However, a given system generally becomes imbalanced due to asymmetry of demand for such “one-way” services across the system and throughout the day, and the resulting cost of employing staff to redistribute the system's vehicles is significant. This paper describes how dynamic customer prices, varying geographically as a function of the current and expected future state of the system, could be used as control signals to improve service rates. Such signals could be communicated to customers using existing ICT infrastructure. We show, using an agent-based model parameterized with historical data from London's Barclays Cycle Hire scheme, that simple proportional price control rules can improve service rates without the need to resort to conventional bike redistribution staff. In addition we analyze the performance obtained and discuss system design issues.
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