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Effects of weather conditions, light conditions, and road lighting on vehicle speed

机译:天气状况,光照条件和道路照明对车速的影响

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摘要

Light conditions are known to affect the number of vehicle accidents and fatalities but the relationship between light conditions and vehicle speed is not fully understood. This study examined whether vehicle speed on roads is higher in daylight and under road lighting than in darkness, and determined the combined effects of light conditions, posted speed limit and weather conditions on driving speed. The vehicle speed of passenger cars in different light conditions (daylight, twilight, darkness, artificial light) and different weather conditions (clear weather, rain, snow) was determined using traffic and weather data collected on an hourly basis for approximately 2 years (1 September 2012-31 May 2014) at 25 locations in Sweden (17 with road lighting and eight without). In total, the data included almost 60 million vehicle passes. The data were cleaned by removing June, July, and August, which have different traffic patterns than the rest of the year. Only data from the periods 10: 00 A.M.-04: 00 P.M. and 06: 00 P.M.-10: 00 P.M. were used, to remove traffic during rush hour and at night. Multivariate adaptive regression splines was used to evaluate the overall influence of independent variables on vehicle speed and nonparametric statistical testing was applied to test for speed differences between dark-daylight, dark-twilight, and twilight-daylight, on roads with and without road lighting. The results show that vehicle speed in general depends on several independent variables. Analyses of vehicle speed and speed differences between daylight, twilight and darkness, with and without road lighting, did not reveal any differences attributable to light conditions. However, vehicle speed decreased due to rain or snow and the decrease was higher on roads without road lighting than on roads with lighting. These results suggest that the strong association between traffic accidents and darkness or low light conditions could be explained by drivers failing to adjust their speed to the reduced visibility in dark conditions.
机译:已知光照条件会影响车辆事故和死亡人数,但人们并未完全了解光照条件与车速之间的关系。这项研究检查了在白天和道路照明下,车辆在道路上的行驶速度是否比在黑暗中要高,并且确定了光照条件,张贴的限速和天气条件对行驶速度的综合影响。使用每小时约2年收集的交通和天气数据确定在不同光照条件下(白天,黄昏,黑暗,人造光)和不同天气条件(晴天,雨天,下雪)的乘用车车速(1 2012年9月至2014年5月31日)在瑞典的25个地点(17个带道路照明,八个不带照明)。总体而言,该数据包括近6000万车辆通行证。通过删除6月,7月和8月来清除数据,6月,7月和8月的流量模式与一年中的其余时间不同。仅时段0:00 AM -04:00 P.M.和6:00 P.M.-10:00 P.M.用于在高峰时段和夜间删除流量。多变量自适应回归样条曲线用于评估自变量对车速的总体影响,而非参数统计检验则用于测试在有和没有道路照明的道路上的暗日,暗暮和暮日之间的速度差异。结果表明,车速通常取决于几个独立变量。在有和没有道路照明的情况下,分析车速以及日光,暮光和黑暗之间的速度差异,都没有发现任何归因于光照条件的差异。但是,由于下雨或降雪,车速降低了,并且在没有道路照明的道路上的速度要比有照明的道路的速度要高。这些结果表明,交通事故与黑暗或弱光条件之间的强烈关联可以由驾驶员未能在黑暗条件下将其速度调整为降低能见度来解释。

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