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Real-time schedule adjustments for autonomous public transport vehicles

机译:实时调整自动驾驶公共交通工具的时间表

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New advanced technologies have made it possible to deal with real-time schedule adjustments of public transport (PT) service. Indeed, using autonomous public transport vehicles (APTVs) prudently can result in significant improvements in the reliability, efficiency, and attractiveness of PT. The lack of human drivers and the feasible control strategies of the APTVs make it possible to offer a reliable, efficient and attractive service that can handle, in real time, the fluctuations in passenger demand. This work assumes that the APTVs of a single line are controlled centrally and are responsive to real-time requests from passengers. As the result, a real-time schedule can be constructed and communicated to the passengers. However, during the actual operations, the real-time demand will be fluctuated entailing schedule adjustments. These adjustments are optimized in this work using two operational strategies for the APTVs: holding and speed changing. The solution methodology proposed is based on time-space graphical techniques using multicriteria decision analysis to minimize schedule changes as the primary objective, as well as to reduce travel time and active energy consumption. Two multi-objective models are developed for not-considered and considered vehicle capacity and then examined using a simulation framework. A case study from Auckland, New Zealand, is selected, which assumes that ordinary buses are replaced with APTVs. The results indicate that the strategy-based optimal schedule adjustments achieve a 100% elimination of schedule deviations compared with 33-minute and 13-minute deviations for the low-demand and high-demand scenarios of the ordinary PT service, respectively. The results of the simulated case study indicate that the incorporation of APTVs, along with prudent control, can result in a more attractive PT service.
机译:新的先进技术使处理公共交通(PT)服务的实时时间表调整成为可能。确实,谨慎地使用自动驾驶公共交通工具(APTV)可以显着提高PT的可靠性,效率和吸引力。 APTV缺乏人工驱动和可行的控制策略,因此可以提供可靠,高效和吸引人的服务,可以实时处理乘客需求的波动。这项工作假设单个线路的APTV受到集中控制,并且能够响应乘客的实时请求。结果,可以构建实时时间表并将其传达给乘客。但是,在实际操作中,实时需求会发生波动,需要进行时间表调整。在这项工作中,使用APTV的两种操作策略对这些调整进行了优化:保持和变速。提出的解决方案方法基于时空图形技术,使用多准则决策分析来最大程度地减少计划变更,并减少出行时间和有功能耗。针对未考虑和考虑的车辆容量开发了两个多目标模型,然后使用仿真框架进行了检验。选择了一个来自新西兰奥克兰的案例研究,该案例假定普通公交车已被APTV取代。结果表明,与普通PT服务的低需求和高需求场景分别为33分钟和13分钟的偏差相比,基于策略的最佳计划调整可实现100%的计划偏差消除。模拟案例研究的结果表明,结合APTV以及谨慎的控制,可以带来更具吸引力的PT服务。

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