Modelling road fatalities from tricycle crashes in Ashanti Region, Ghana: An application of regression with ARIMA errors

Prince Owusu-Ansah , A.R. Abdul-Aziz , Abena Agyeiwaa Obiri-Yeboah , Adwoa Sarpong Amoah , Saviour Kwame Woangbah , Ebenezer Adusei
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Abstract

Tricycles contribute to road crashes globally, especially in Asia where it is a popular means of transport. Safety assessment of tricycles has discovered that associated fatality rate and severity of injuries from tricycle crashes, which has risen steadily, are due to their flawed designs especially the absence of seatbelts and paddings of hard surfaces. Tricycle related crashes were sourced weekly from the regional office of the National Road Safety Authority from January 2012 to June 2022 and modelled with Autoregressive Integrated Moving Average Model. The results showed ARIMA (1,0,3) errors were retained as the best model for estimating road fatalities caused by tricycle crashes. The exogenous factors: tricycle crashes, time of day, season of the year, and road design were tested and found to be statistically significant relative to its contribution to the fatalities. The time series components were deemed to be relevant contributing factors to fatalities for the study period. Further, crash data forecasted to October 2022 largely exhibited a sinusoidal behaviour with spikes at various weeks. It was recommended that tricycle drivers undergo mandatory refresher courses on safe driving techniques and general road safety regulations as a policy intervention. In addition, the licensing regime for tricycles should be strengthened, and government should create separate lanes along some major routes within the metropolitan, municipal, and district assemblies to eliminate or reduce the negative incidents.

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加纳阿散蒂地区三轮车碰撞造成的道路死亡事故建模:带有 ARIMA 误差的回归应用
在全球范围内,三轮车是造成道路交通事故的原因之一,特别是在亚洲,三轮车是一种流行的交通工具。对三轮车的安全评估发现,三轮车碰撞事故的相关死亡率和受伤严重程度持续上升,其原因在于三轮车的设计存在缺陷,尤其是没有安全带和硬质路面的衬垫。从 2012 年 1 月到 2022 年 6 月,国家道路安全局地区办公室每周都会收集与三轮车相关的碰撞事故,并利用自回归综合移动平均模型进行建模。结果表明,ARIMA(1,0,3)误差被认为是估算三轮车碰撞造成的道路死亡事故的最佳模型。外生因素:三轮车碰撞、一天中的时间、一年中的季节和道路设计经过测试,发现其对死亡人数的影响在统计学上是显著的。时间序列成分被认为是研究期间造成死亡事故的相关因素。此外,预测至 2022 年 10 月的车祸数据在很大程度上呈现出正弦波状,在不同的星期会出现峰值。作为一项政策干预措施,建议三轮车驾驶员参加有关安全驾驶技术和一般道路安全法规的强制性进修课程。此外,应加强三轮车的许可制度,政府应在大都市、市和区议会内的一些主要路线上开辟单独的车道,以消除或减少负面事故。
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来源期刊
Transportation Research Interdisciplinary Perspectives
Transportation Research Interdisciplinary Perspectives Engineering-Automotive Engineering
CiteScore
12.90
自引率
0.00%
发文量
185
审稿时长
22 weeks
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