Development and experiment of an intelligent connected cooperative vehicle infrastructure system based on multiple V2I modes and BWM-IGR method

被引:1
|
作者
Li, Chunjie [1 ]
Xu, Chengcheng [1 ]
Chen, Yusen [2 ]
Li, Zhibin [1 ]
机构
[1] Southeast Univ, Sch Transportat, Nanjing, Peoples R China
[2] Delft Univ Technol, Delft, Netherlands
关键词
Intelligent connected cooperative vehicle; infrastructure system; Abnormal data recognition; Effectiveness testing; Comprehensive evaluation;
D O I
10.1016/j.physa.2024.129498
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
To increase the efficiency and safety of expressway, this paper constructed a new intelligent connected cooperative vehicle infrastructure system and its effectiveness was verifid from both data and practical applications. Firstly, considering the convenience of using intelligent networking systems for public transportation, a new intelligent connected cooperative vehicle infrastructure system architecture was proposed by incorporating mobile communication methods. Then, the new system was illustrated from road side unit (RSU), on board unit (OBU) and data interaction. Additionally, to verify the effectiveness of the system, this paper proposes a two-stage model named Transformer Embedded Clustering- Hierarchical Density-Based Spatial Clustering of Applications with Noise (TEC-HDBSCAN) model to identify outliers in the trajectory data of vehicles collected by the system and obtain the speed sequence of the vehicle. Finally, data from actual testing scenarios was collected and a Best Worst Method-Improved Gray Relational (BWM-IGR) model was built to verify the effectiveness of the system. The results show that the established intelligent networked transportation system can effectively guide vehicles and collect data with high accuracy.
引用
收藏
页数:12
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