Optimizing Transit Network Departure Frequency considering Congestion Effects

IF 2 4区 工程技术 Q2 ENGINEERING, CIVIL Journal of Advanced Transportation Pub Date : 2024-05-28 DOI:10.1155/2024/8131887
Wei Tan, Xiaodong Peng, Jun Huang, Yuwen Wang, Jiandong Qiu, Xiaobo Liu
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Abstract

This paper introduces a bilevel programming model for optimizing transit network departure frequency. In the upper-level model, user satisfaction is reflected by considering congestion effects in the cost function. The lower-level assignment model simulates passenger travel behavior more realistically by incorporating congestion effects. This problem is solved by a heuristic gradient descent algorithm, where an approximation of the gradient is obtained at each iteration by using sensitivity analysis for transit equilibrium problems. The effectiveness of the proposed model and algorithm is demonstrated through two test examples, one of which involves a real-world scenario comprising over 130 transit lines. Numerical results conclusively indicate that the incorporation of congestion effects in the proposed model leads to improved transit system performance and enhanced user satisfaction.

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考虑拥堵影响优化公交网络发车频率
本文介绍了一种优化公交网络发车频率的双层编程模型。在上层模型中,通过在成本函数中考虑拥堵效应来反映用户满意度。下层分配模型通过考虑拥堵效应,更真实地模拟乘客的出行行为。该问题通过启发式梯度下降算法来解决,在每次迭代中,通过对公交平衡问题的敏感性分析,获得梯度的近似值。拟议模型和算法的有效性通过两个测试示例得到了证明,其中一个示例涉及现实世界中由 130 多条公交线路组成的场景。数值结果确凿表明,将拥堵效应纳入拟议模型可改善公交系统性能,提高用户满意度。
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来源期刊
Journal of Advanced Transportation
Journal of Advanced Transportation 工程技术-工程:土木
CiteScore
5.00
自引率
8.70%
发文量
466
审稿时长
7.3 months
期刊介绍: The Journal of Advanced Transportation (JAT) is a fully peer reviewed international journal in transportation research areas related to public transit, road traffic, transport networks and air transport. It publishes theoretical and innovative papers on analysis, design, operations, optimization and planning of multi-modal transport networks, transit & traffic systems, transport technology and traffic safety. Urban rail and bus systems, Pedestrian studies, traffic flow theory and control, Intelligent Transport Systems (ITS) and automated and/or connected vehicles are some topics of interest. Highway engineering, railway engineering and logistics do not fall within the aims and scope of JAT.
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