Self-Organizing Railway Traffic Management

IF 9.1 1区 工程技术 Q1 ENGINEERING, CIVIL
Federico Naldini;Fabio Oddi;Leo D’Amato;Grégory Marlière;Vito Trianni;Paola Pellegrini
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引用次数: 0

Abstract

Improving traffic management in case of perturbation is one of the main challenges in today’s railway research. The great majority of the existing literature proposes approaches to make centralized decisions to minimize delay propagation. In this paper, we propose a new paradigm to the same aim: we design and implement a modular process to allow trains to self-organize. This process consists in having trains identifying their neighbors, formulating traffic management hypotheses, checking their compatibility and selecting the best ones through a consensus mechanism. Finally, these hypotheses are merged into a directly applicable traffic plan. In a thorough experimental analysis on a portion of the Italian network, we compare the results of self-organization with those of a state-of-the-art centralized approach. In particular, we make this comparison mimicking a realistic deployment thanks to a closed-loop framework including a microscopic railway simulator. The results indicate that self-organization achieves better results than the centralized algorithm, specifically thanks to the definition and exploitation of the instance decomposition allowed by the proposed approach.
自组织铁路交通管理
改善扰动条件下的交通管理是当今铁路研究的主要挑战之一。现有的绝大多数文献都提出了集中决策以最小化延迟传播的方法。在本文中,我们提出了一个新的范例,以达到同样的目的:我们设计和实现一个模块化的过程,以允许列车自组织。这个过程包括让列车识别它们的邻居,制定交通管理假设,检查它们的兼容性,并通过共识机制选择最佳的。最后,将这些假设合并为直接适用的交通计划。在对意大利网络的一部分进行彻底的实验分析中,我们将自组织的结果与最先进的集中方法的结果进行了比较。特别是,我们通过包括微观铁路模拟器在内的闭环框架来模拟现实部署进行比较。结果表明,自组织算法比集中式算法取得了更好的结果,这主要得益于该方法所允许的实例分解的定义和利用。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
IEEE Transactions on Intelligent Transportation Systems
IEEE Transactions on Intelligent Transportation Systems 工程技术-工程:电子与电气
CiteScore
14.80
自引率
12.90%
发文量
1872
审稿时长
7.5 months
期刊介绍: The theoretical, experimental and operational aspects of electrical and electronics engineering and information technologies as applied to Intelligent Transportation Systems (ITS). Intelligent Transportation Systems are defined as those systems utilizing synergistic technologies and systems engineering concepts to develop and improve transportation systems of all kinds. The scope of this interdisciplinary activity includes the promotion, consolidation and coordination of ITS technical activities among IEEE entities, and providing a focus for cooperative activities, both internally and externally.
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