ARIMA模型在加纳道路交通事故案例中的应用

R. Avuglah, K. A. Adu-Poku, E. Harris
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引用次数: 20

摘要

加纳的道路交通事故案件正在迅速增加,这引起了重大关切。世界卫生组织(卫生组织,2001年)的报告指出,每年约有5 000万人在道路上受伤,120万人死亡。本文应用自回归综合移动平均(ARIMA)时间序列模型研究了加纳道路交通事故的趋势和模式,并进行了五年的预测。1991年至2011年的年度事故数据来自加纳国家道路安全委员会和建筑与道路研究所。结果表明,加纳的道路交通事故案件正在增加。随后建立了事故案例模型,ARIMA(0,2,1)被确定为最佳模型。使用最佳模型进行了五年预测,结果显示加纳的道路交通事故案件将继续增加。
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Application of ARIMA Models to Road Traffic Accident Cases in Ghana
Road traffic accident cases in Ghana are increasing at a fast rate and this has raised major concerns. The World Health Organization (WHO, 2001) report indicates that about 50 million people are injured on the roads and 1.2 million people are killed each year. This paper applies the Autoregressive Integrated Moving Average (ARIMA) time series model to study the trends and patterns of road traffic accident cases in Ghana as well as makes a five- year forecast. An Annual accident data from 1991 to 2011 was obtained from the National Road Safety Commission and the Building and Road Research Institute in Ghana. The results showed that road traffic accident cases are increasing in Ghana. Models were subsequently developed for accident cases and ARIMA (0,2,1) was identified as the best model. A Five- year forecast was made using the best model and it showed that road traffic accident cases would continue to increase in Ghana.
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