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Modeling the impacts of public transport reliability and travel information on passengers' waiting-time uncertainty

机译:模拟公共交通可靠性和旅行信息对乘客等待时间不确定性的影响

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Public transport systems are subject to uncertainties related to traffic dynamic, operations, and passenger demand. Passenger waiting time is thus a random variable subject to day-to-day variations and the interaction between vehicle and passenger stochastic arrival processes. While the provision of real-time information could potentially reduce travel uncertainty, its impacts depend on the underlying service reliability, the performance of the prognosis scheme, and its perceived credibility. This paper presents a modeling framework for analyzing passengers' learning process and adaptation with respect to waiting-time uncertainty and travel information. The model consists of a within-day network loading procedure and a day-to-day learning process, which are implemented in an agent-based simulation model. Each loop of within-day dynamics assigns travelers to paths by simulating the progress of individual travelers and vehicles as well as the generation and dissemination of travel information. The day-to-day learning model updates the accumulated memory of each traveler and updates consequently the credibility attributed to each information source based on the experienced waiting time. A case study in Stockholm demonstrates model capabilities and emphasizes the importance of behavioral adaptation when evaluating alternative measures which aim to improve service reliability.
机译:公共交通系统会受到与交通动态,运营和乘客需求有关的不确定性的影响。因此,乘客的等待时间是一个随机变量,受每日变化和车辆与乘客随机到达过程之间相互作用的影响。尽管提供实时信息可以潜在地减少旅行的不确定性,但其影响取决于基础服务的可靠性,预测方案的性能及其可感知的可信度。本文提出了一个建模框架,用于分析乘客的学习过程以及针对等待时间不确定性和旅行信息的适应性。该模型由每日网络加载过程和日常学习过程组成,这些过程在基于代理的仿真模型中实现。日内动态的每个循环都通过模拟单个旅行者和车辆的进度以及旅行信息的生成和传播,将旅行者分配到各个路径。日常学习模型会更新每个旅行者的累积记忆,并根据经验的等待时间来更新归因于每个信息源的信誉。斯德哥尔摩的一个案例研究证明了模型的功能,并在评估旨在提高服务可靠性的替代措施时强调了行为适应的重要性。

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