An IoT Architecture for Assessing Road Safety in Smart Cities

被引:10
|
作者
Taha, Abd-Elhamid M. [1 ]
机构
[1] Alfaisal Univ, Elect Engn, Riyadh, Saudi Arabia
关键词
DRIVER BEHAVIOR;
D O I
10.1155/2018/8214989
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The Safe System(SS) approach to road safety emphasizes safety-by-design through ensuring safe vehicles, road networks, and road users. With a strong motivation from the World Health Organization (WHO), this approach is increasingly adopted worldwide. Considerations in SS, however, are made for the medium-to-long term. Our interest in this work is to complement the approach with a short-to-medium term dynamic assessment of road safety. Toward this end, we introduce a novel, cost-effective Internet of Things (IoT) architecture that facilitates the realization of a robust and dynamic computational core in assessing the safety of a road network and its elements. In doing so, we introduce a new, meaningful, and scalable metric for assessing road safety. We also showcase the use of machine learning in the design of the metric computation core through a novel application of Hidden Markov Models (HMMs). Finally, the impact of the proposed architecture is demonstrated through an application to safety-based route planning.
引用
收藏
页数:11
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