An optimisation model to locate level crossings in railway lines at mines to minimise the total weighted-walked distance

IF 3.2 Q3 TRANSPORTATION
Alcides Santander-Mercado, René Amaya-Mier, Laura Castaño-Campo, Maria Jubiz-Diaz
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引用次数: 0

Abstract

The location of level crossings for pedestrian circulation is a safety issue due to potential human losses and material damage. This problem has become a concern in urban and industrial environments due to the characteristics of rail systems and unsafe pedestrian behaviour. Research reveals that psychological and infrastructural factors influence pedestrians' decision-making when crossing railroad lines. One of these is the convenience that leads pedestrians to cross at the nearest point. However, investigations to date only study the impact of location on the risk and severity of crashes and pedestrian rule violations. The current research is quasi-experimental, i.e., no optimisation tool has been developed to determine which crossing points pedestrians should follow. Therefore, this research develops a mathematical model for locating level crossings at railways to minimise the total weighted-walked distance. A genetic algorithm was proposed for solving the model, especially for large-size problems. The algorithm parameters were calibrated using the design of experiments and ten instances based on the characteristics of the area under study. The obtained results provide (1) the location of the level crossings and (2) the route pedestrians should follow for each origin-destination pair based on the facilities adjacent to the rail lines. A sensitivity analysis was performed using the ten instances to determine how the location of the level crossings changes with modifications in the facilities' location. Results showed that the model provides alternative solutions according to the problem's size. This study delivers a methodology for practitioners and stakeholders of transportation systems.

一个优化模型,用于确定矿区铁路线平交道口的位置,使加权步行总距离最小化
由于潜在的人员伤亡和物质损失,行人通行平交道口的选址是一个安全问题。由于铁路系统的特点和行人的不安全行为,这一问题已成为城市和工业环境中的一个令人担忧的问题。研究表明,心理和基础设施因素会影响行人在穿越铁路线时的决策。其中一个因素是便利性,它导致行人在最近的地点穿越铁路。然而,迄今为止的调查只研究了位置对撞车风险和严重程度以及行人违规行为的影响。目前的研究是准实验性的,也就是说,还没有开发出优化工具来确定行人应遵循哪个过街点。因此,本研究开发了一个数学模型,用于确定铁路平交道口的位置,以最大限度地减少总加权步行距离。研究提出了一种遗传算法来解决该模型,尤其是大型问题。根据研究区域的特点,利用实验设计和十个实例对算法参数进行了校准。得到的结果提供了:(1) 平交路口的位置;(2) 根据铁路线附近的设施,行人在每个起点和终点之间应遵循的路线。利用十个实例进行了敏感性分析,以确定平交道口的位置如何随设施位置的变化而变化。结果表明,该模型可根据问题的大小提供替代解决方案。这项研究为交通系统的从业人员和利益相关者提供了一种方法。
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来源期刊
IATSS Research
IATSS Research TRANSPORTATION-
CiteScore
6.40
自引率
6.20%
发文量
44
审稿时长
42 weeks
期刊介绍: First published in 1977 as an international journal sponsored by the International Association of Traffic and Safety Sciences, IATSS Research has contributed to the dissemination of interdisciplinary wisdom on ideal mobility, particularly in Asia. IATSS Research is an international refereed journal providing a platform for the exchange of scientific findings on transportation and safety across a wide range of academic fields, with particular emphasis on the links between scientific findings and practice in society and cultural contexts. IATSS Research welcomes submission of original research articles and reviews that satisfy the following conditions: 1.Relevant to transportation and safety, and the multiple impacts of transportation systems on security, human health, and the environment. 2.Contains important policy and practical implications based on scientific evidence in the applicable academic field. In addition to welcoming general submissions, IATSS Research occasionally plans and publishes special feature sections and special issues composed of invited articles addressing specific topics.
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