论文标题

多循环馈线网络设计的潜在需求模型

A potential demand model for a multi-circulation feeder network design

论文作者

Sani, Saeed, Ghatee, Mehdi

论文摘要

背景:公共交通网络的开发可以提高系统的效率,并提高使用系统的兴趣。馈线巴士服务填补了远离铁路系统的区域;因此,在间隙区域设计馈线网络会导致主要公交网络的扩展。目的:提出一个修改的潜在需求模型,以设计多循环馈线网络。材料和方法:在本研究中,根据与每个链接相关的每个部分的交通需求,乘客到指定链接的平均步行距离,从链接到车站的距离以及最终访问每个链接的每个主站的潜在需求。标记方法用于创建连续的圆形和分离的路线。使用建设性启发式算法生成初始溶液后,遗传算法被操作以解决该问题。在第二个算法中,每个路线都被视为基因,每个网络都被视为染色体。实际上,在此步骤中,不同解决方案的不同路线被合并为独特的馈线网络。德黑兰第10区被选为案例研究,该模型在位于中央商务区附近的该区域进行了测试。已经应用了一种机器学习方法来估计相关数据库的缺失值。结果:通过运行算法,可以在合理的旅行时间和距离为4.8、5.5、5.8和8.1公里的情况下获得四个馈线路线,并在同一火车站开始和结束。此外,最大访问距离为300m。结论:从这种方法中脱颖而出的是,修改后的馈线路线设计模型和算法的组合是可行的。

Background: The development of public transit network can enhance the efficiency of the system as well as raise interest to use the system. Feeder bus service fills the area that is far from the railway system; therefore, designing a feeder network in a gap area causes the expansion of the main transit network. Purpose: To present a modified potential demand model for designing a multi-circulation feeder network. Materials and Methods: In this study, the potential demand is defined based on the traffic demand of each section related to each link, the average walking distance of passengers to specified links, the distance from the links to stations, and finally potential demand of accessing each main station for each link. A labelling method is used to create continuous circular and separated routes. After generating an initial solution using a constructive heuristic algorithm, a genetic algorithm was operated to solve the problem. In the second algorithm, each route is considered a gene, and each network is considered a chromosome. In fact, in this step, different routes from diverse solutions are combined as a unique feeder network. Tehran District 10 was selected as the case study and the model was tested on this area which is located near the central business districts. A machine learning approach has been applied to estimate the missing values of the related database. Results: By running the algorithm, four feeder routes were obtained with reasonable travel times and distances of 4.8, 5.5, 5.8, and 8.1 km, starting and ending at the same railway station. Moreover, 98% of the area was covered by resulted feeder network with a maximum access distance of 300m. Conclusion: What stands out from this method is that the combination of the modified feeder route design model and algorithms is feasible.

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