Research on Risk Assessment and Intervention Methods of Freight Vehicle Traffic Safety via Data Analysis

Bowen Wang, Jingsheng Wang, Tianyu Xia, Dandan Ding

2021

Abstract

In order to deeply explore the traffic safety risks of freight vehicles, the data of freight vehicles in Ningxia Autonomous Region is taken as an example. Through the analysis of the driver’s traffic behavior and the condition of the freight vehicle, the XGBOOST model is established to help the relevant departments reasonably understand the driver’s traffic safety risks. The analysis results show that the classification accuracy of the XGBOOST model is 86%, and the fitting effect is good. In an analysis of driver traffic behavior, drivers were more likely to cause more serious fatal accidents when they misused their turn signals and lights. Using the wrong turn signal is 1% more likely to result in a fatal accident than using the right turn signal. In the analysis of vehicle conditions, the legal and safety conditions of trucks in Ningxia Autonomous Region are not good, and the vehicles have potential safety hazards. Relevant departments should strengthen safety issues such as scrapped vehicles, irregular inspections, poor lighting, poor braking, and faulty signaling devices.

Paper Citation

in EndNote Style

TY - CONF

JO - Proceedings of the 1st International Conference on Public Management and Big Data Analysis - Volume 1: PMBDA,
TI - Research on Risk Assessment and Intervention Methods of Freight Vehicle Traffic Safety via Data Analysis
SN - 978-989-758-589-0
AU - Wang B.
AU - Wang J.
AU - Xia T.
AU - Ding D.
PY - 2021
SP - 373
EP - 378
DO - 10.5220/0011345700003437

in Harvard Style

Wang B., Wang J., Xia T. and Ding D. (2021). Research on Risk Assessment and Intervention Methods of Freight Vehicle Traffic Safety via Data Analysis. In Proceedings of the 1st International Conference on Public Management and Big Data Analysis - Volume 1: PMBDA, ISBN 978-989-758-589-0, pages 373-378. DOI: 10.5220/0011345700003437

in Bibtex Style

@conference{pmbda21,
author={Bowen Wang and Jingsheng Wang and Tianyu Xia and Dandan Ding},
title={Research on Risk Assessment and Intervention Methods of Freight Vehicle Traffic Safety via Data Analysis},
booktitle={Proceedings of the 1st International Conference on Public Management and Big Data Analysis - Volume 1: PMBDA,},
year={2021},
pages={373-378},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0011345700003437},
isbn={978-989-758-589-0},
}