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Probability of Frontal Airbag Deployment in Bumper-Bumper and Underride Collisions

机译:保险杠 - 保险杠和欠频碰撞中的前气囊部署的概率

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Airbag deployment thresholds can be a useful metric of collision severity in accident reconstruction applications. The National Automotive Sampling System (NASS) has provided a publicly-available database of real-world motor vehicle collisions, including more than 10,000 event data recorder (EDR) reports retrieved from airbag control modules. These reports typically indicate the airbag deployment status and the corresponding Delta-V of each recorded event. A prior study analyzing crash data in the NASS database demonstrated the airbag deployment threshold varies between vehicle manufacturers and over time. However, the analysis was limited to Ford and GM vehicles due to insufficient data. This paper expands on the prior study of frontal airbag deployment thresholds by analyzing newer years of NASS EDR data (4,000 additional reports). We found that the Delta-V threshold for a 50% probability of deployment event is higher for Toyota than for GM and Ford vehicles. Moreover, SUVs and pickup trucks had higher deployment thresholds than sedans. An increase in Delta-V thresholds was observed for more recent vehicle model years. A higher Delta-V is required for frontal airbag deployment in underride collisions, in which a sedan contacted a vehicle with higher ground clearance (SUV, pickup truck, or van), compared to collisions with direct bumper-bumper engagement. Based on the findings, we developed a logistic regression model that predicts the probability of frontal airbag deployment with a known change in velocity (ΔV = 0 to 45 mph), vehicle manufacturer (GM, Toyota, Ford), vehicle type (sedan, SUV, pickup truck), model year (1994-2001, 2002-2016), and impact configuration (underride, bumper-bumper) with 82% accuracy. This study provides information about airbag deployment behavior beyond what is reported in owner’s manuals and National Highway Traffic Safety Administration (NHTSA) guidelines.
机译:安全气囊部署阈值可以是事故重建应用中的碰撞严重性的有用度量。全国汽车采样系统(NASS)提供了可公开的现实世界机动车冲突数据库,包括从安全气囊控制模块检索的10,000多个事件数据记录仪(EDR)报告。这些报告通常表示安全气囊部署状态和每个记录事件的相应Delta-V。在NASS数据库中的事先研究分析崩溃数据显示,安全气囊部署阈值在车辆制造商和随着时间的推移之间变化。然而,由于数据不足,分析仅限于福特和通用汽车车辆。本文通过分析NASE EDR数据的较新年(4,000个附加报告)来扩展前面的前置安全气囊部署阈值的研究。我们发现,丰田的50%的部署事件概率的Δ-V阈​​值比GM和福特车辆更高。此外,SUV和拾取卡车的部署阈值高于轿车。对于更新的车辆模型年来观察到Δ-V阈值的增加。与具有直接保险杠 - 保险杠接合的碰撞相比,轿车碰撞中需要更高的Δ-v所需的额度碰撞中的前部气囊展开,其中轿车与具有更高的接地间隙(SUV,拾取卡车或面包车)的车辆接触。基于调查结果,我们开发了一种逻辑回归模型,该模型预测了前部气囊展开的概率,具有已知的速度变化(ΔV= 0至45英里/小时),车辆制造商(GM,Toyota,Ford),车型(轿车,SUV ,拾取卡车),模型年(1994-2001,2002-2016),以及82%精度的冲击配置(欠级,保险杠 - 保险杠)。本研究提供了关于超出用户手册和国家公路交通安全管理(NHTSA)指南中报告的安全气囊部署行为的信息。

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