Dynamic preference-based multi-modal trip planning of public transport and shared mobility

公共交通 时间范围 多式联运 交通规划 计算机科学 运输工程 传输网络 功能(生物学) 运筹学 线路规划 流量网络 动态规划 私人交通工具 旅行时间 战略规划 交通模拟 城市规划 智能交通系统 旅游行为 钥匙(锁) 数学模型 模拟 七种管理和规划工具 交通拥挤
作者
Yimeng Zhang,Oded Cats,Shadi Sharif Azadeh
出处
期刊:Transportation Research Part E-logistics and Transportation Review [Elsevier BV]
卷期号:202: 104286-104286 被引量:6
标识
DOI:10.1016/j.tre.2025.104286
摘要

The shift from private vehicles to public and shared transport is crucial to reducing emissions and meeting climate targets. Consequently, there is an urgent need to develop a multi-modal transport trip planning approach that integrates public transport and shared mobility solutions, offering viable alternatives to private vehicle use. To this end, we propose a preference-based optimization framework for multi-modal trip planning with public transport, ride-pooling services, and shared micro-mobility fleets. We introduce a mixed-integer programming model that incorporates preferences into the objective function of the mathematical model. We present a meta-heuristic framework that incorporates a customized Adaptive Large Neighborhood Search algorithm and other tailored algorithms, to effectively manage dynamic requests through a rolling horizon approach. Numerical experiments are conducted using real transport network data in a suburban area of Rotterdam The Netherlands Model application results demonstrate that the proposed algorithm can efficiently obtain near-optimal solutions. Managerial insights are gained from comprehensive experiments that consider various passenger segments, costs of micro-mobility vehicles, and availability fluctuation of shared mobility. • Introducing a preference-based multimodal trip planning framework that seamlessly integrates Public Transport and Shared Mobility services. • Proposing a dynamic planning approach based on a rolling horizon framework to generate multimodal trip plans for dynamic passenger requests. • Providing valuable managerial insights through extensive numerical experiments on a real-world transport network with different customer segments. • Evaluating the impact of shared mobility availability and cost variations, offering comprehensive insights into multimodal transport adoption.
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