Montgomery Jade, Kusano Kristofer D, Gabler Hampton C
a Virginia Tech , Blacksburg , Virginia.
Traffic Inj Prev. 2014;15 Suppl 1:S15-20. doi: 10.1080/15389588.2014.928703.
Forward collision warning (FCW) is an active safety system that aims to mitigate the effect of forward collisions by warning the driver of objects in front of the vehicle. Success of FCW relies on how drivers react to the alerts. Drivers who receive too many warnings that they deem as unnecessary-that is, nuisance alarms-may grow to distrust and turn the system off. To reduce the perception of nuisance alarms, FCW systems can be tailored to individual driving styles, but these driving styles must first be characterized. The objective of this study was to characterize differences in braking behavior between age and gender groups in car-following scenarios using data from the 100-Car Naturalistic Driving Study.
The data source for this study was the 100-Car Naturalistic Driving Study, which recorded the driving of 108 primary drivers for approximately a year. Braking behavior was characterized in terms of time to collision (TTC) at brake application, a common metric used in the design of warning thresholds of FCW. Because of the large volume of data analyzed, the TTC at which drivers braked during car-following situations was collected via an automated search algorithm. The minimum TTC for each vehicle speed 10 mph increment from 10 mph to 80 mph was recorded for each driver. Mixed model analysis of variance was used to examine the differences between age and gender groups.
In total, 527,861 brake applications contained in 11,503 trips were analyzed. Differences in TTC at braking were statistically significant for age and gender (P<.01 for both cases). Males age 18-20 (n=7) had the lowest average minimum TTC at braking of 2.5±0.8 s, and females age 31-50 (n=6) had the highest average minimum TTC at braking of 6.4±0.9 s. On average, women (n=32) braked at a TTC 1.3 s higher than men (n=52). Age was a statistically significant factor for TTC at braking between participants under 30 (n=42) and participants over 30 (n=42), with the latter braking 1.7 s on average before the former. No statistical significance was found between ages 18-20 (n=15) and 21-30 (n=27) or between ages 31-50 (n=23) and 50+(n=19).
There are clear statistical differences in TTC at braking for both gender and those over 30 vs. those under 30. Designers of FCW systems can use the data found in this study to tailor alert timings to the target demographic of a vehicle when designing forward collision warning systems. Appropriate alert timings for FCW systems will maximize effectiveness in collision reduction and mitigation.
前碰撞预警(FCW)是一种主动安全系统,旨在通过向车辆前方物体的驾驶员发出警告来减轻前碰撞的影响。FCW的成功取决于驾驶员对警报的反应方式。收到过多他们认为不必要的警告(即烦扰警报)的驾驶员可能会逐渐不信任并关闭该系统。为了减少对烦扰警报的感知,FCW系统可以根据个人驾驶风格进行定制,但这些驾驶风格必须首先进行特征描述。本研究的目的是使用来自100辆汽车自然驾驶研究的数据,描述跟车场景中年龄和性别组之间制动行为的差异。
本研究的数据来源是100辆汽车自然驾驶研究,该研究记录了108名主要驾驶员约一年的驾驶情况。制动行为通过制动时的碰撞时间(TTC)来表征,这是FCW警告阈值设计中常用的指标。由于分析的数据量很大,通过自动搜索算法收集了驾驶员在跟车情况下制动时的TTC。记录了每位驾驶员在从10英里/小时到80英里/小时以10英里/小时增量的每个车速下的最小TTC。使用混合模型方差分析来检验年龄和性别组之间的差异。
总共分析了11,503次行程中包含的527,861次制动应用。制动时TTC的差异在年龄和性别方面具有统计学意义(两种情况P均<.01)。18 - 20岁的男性(n = 7)制动时的平均最小TTC最低,为2.5±0.8秒,31 - 50岁的女性(n = 6)制动时的平均最小TTC最高,为6.4±0.9秒。平均而言,女性(n = 32)制动时的TTC比男性(n = 52)高1.3秒。年龄是30岁以下参与者(n = 42)和30岁以上参与者(n = 42)制动时TTC的统计学显著因素,后者平均比前者提前1.7秒制动。在18 - 20岁(n = 15)和21 - 30岁(n = 27)之间或31 - 50岁(n = 23)和50岁以上(n = 19)之间未发现统计学差异。
在制动时的TTC方面,性别以及30岁以上与30岁以下人群之间存在明显的统计学差异。FCW系统的设计者可以使用本研究中发现的数据,在设计前碰撞预警系统时根据车辆的目标人群调整警报时间。FCW系统的适当警报时间将最大限度地提高减少和减轻碰撞的有效性。