Cluster-Based Vehicle Routing on Road Segments in Dematerialised Traffic Infrastructures

C. Feltus
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Abstract

The structure and composition of the worldwide mobility infrastructure is growing exponentially and urgently needs to reduce the emission of carbon dioxide gas, to decrease the growing of traffic jam, to limit the over-abundancy traffic signs, and to improve the interoperability of traffic sign between different countries. First, this paper proposes a new mobility paradigm to organize in a global way the mobility based on three arising technology characteristics: high-performance computing efficiency, geo-positioning accuracy and 5G technology. Second, the paper proposes a cluster based approach for managing the mobility of (autonomous-)vehicles in the frame of that new paradigm and propose a set of usage scenarios. Finally, some basic tool are presented in order to implement machine learning based clustering step of the approach.
非物质化交通基础设施中基于集群的路段车辆路径
世界范围内交通基础设施的结构和组成呈指数级增长,迫切需要减少二氧化碳气体的排放,减少交通拥堵的增长,限制过多的交通标志,提高不同国家之间交通标志的互操作性。首先,本文提出了一种基于高性能计算效率、地理定位精度和5G技术三个新兴技术特征的全球移动组织新范式。其次,本文提出了一种基于集群的方法来管理新范式框架下的(自动)车辆的移动性,并提出了一组使用场景。最后,给出了实现该方法中基于机器学习的聚类步骤的一些基本工具。
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