Risk assessment method for road traffic safety around campus based on traffic conflict classification and mutual information method
L.Y. Fang, T. Zhao, J. Fu, Y.
Shen
Pages: 31-44
Abstract:
The diverse participants and
limited spatial capacity of road traffic around the campus have made it a
high-risk area for road safety risks. Based on this, this article conducts
research on the risk assessment method of road traffic safety around the campus
using traffic conflict classification and mutual information method. Firstly,
based on the subject types, behavioral characteristics, and spatiotemporal
distribution patterns of traffic conflicts around the campus, conflict
classification is carried out, Secondly, the mutual information method is
introduced to quantify the correlation strength between various features and
conflicts, and to screen key risk factors, Finally, establish a multi factor
weighted risk assessment model to achieve risk assessment of road traffic
safety around the campus. The experimental results show that the proposed
method has a fast convergence speed of fitness values, with a risk benchmark
deviation controlled between -0.45% and 0.30%, and better evaluation accuracy
and stability.
Keywords: roads around the campus;
traffic safety; risk assessment; conflict classification; mutual information
method
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