Evaluating the impact of COVID-19 on traffic congestion and safety skills using structural equation modeling (SEM) and Auto-Regressive Integrated Moving Average (ARIMA)

自回归积分移动平均 结构方程建模 毒物控制 人口 流量(计算机网络) 运输工程 交通拥挤 工程类 时间序列 计算机科学 模拟 统计 数学 环境卫生 计算机安全 医学
作者
Sharaf AlKheder,Manar Al-Mukhaizeem,Hanaa Al-Saleh,Eman Bahman,Saqer Al-Ghanim
出处
期刊:International Journal of Injury Control and Safety Promotion [Taylor & Francis]
卷期号:30 (4): 593-611 被引量:1
标识
DOI:10.1080/17457300.2023.2242331
摘要

The current work presented a comparative analysis of traffic demand and safety skills before and after control measures during the COVID-19 epidemic, acquired time-series change data curves, and constructed a prediction model after determining the trend of traffic demand over time. From a data analysis perspective, the paper draws some interesting conclusions about long span, coarse sampling studies. In terms of the study population, the paper did focus on the specificity of the global epidemic. Kuwait was selected as a case study. Traffic demand analysis was conducted using a Structural Equation Model (SEM), Auto-Regressive Integrated Moving Average (ARIMA), and safety skills questionnaire along with flow charts and demographic variables. These methods were utilized to study the impact of COVID-19 on traffic congestion and safety skills as well as to forecast the future traffic volumes. Results showed that traffic congestion had a significant reduction during COVID-19 as a result of the preventive safety measures taken to control the spread of the virus. Such reduced traffic volume was associated with a decrease in traffic violations and an increase in the safety skills and PM skills of drivers.
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