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商用 SAE 级别 2 自动驾驶车辆中的多预判机制的实验研究及其相关的安全影响。

Experimental investigation of the multianticipation mechanism in commercial SAE level 2 automated driving vehicles and associated safety impact.

机构信息

European Commission Joint Research Centre (JRC), 21047 Ispra, VA, Italy.

European Commission Joint Research Centre (JRC), 21047 Ispra, VA, Italy.

出版信息

Accid Anal Prev. 2024 Dec;208:107784. doi: 10.1016/j.aap.2024.107784. Epub 2024 Sep 16.

DOI:10.1016/j.aap.2024.107784
PMID:39288453
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC11573684/
Abstract

Extensive experimental analyses concerned with Adaptive Cruise Control (ACC) have clearly shown that such systems have failed to deliver the promise of safe and traffic-flow effective car-following. On the contrary, large reaction times and poor string stability performances characterize commercial ACCs. While a huge research line is investigating the introduction of communication among vehicles to overcome the mentioned limitation, market adoption of connectivity-enhanced vehicles is struggling. In this context, an alternative approach based on multiple vehicle anticipation using RADAR only has emerged. Multianticipation is definitely not a new concept within the transportation community. However, until now, it was mainly associated with human driving. In the present manuscript, we demonstrate instead how, at least, one vehicle manufacturer has implemented multianticipation on a commercial vehicle. Following an in-house carried out testing campaign, we give an experimental characterization of the functioning of such a system including the potential impact on the flow and safety using a state-of-the-art fuzzy-logic safety performance model. The first results demonstrate that the vehicle under test reacted to one additional vehicle in front of the leader vehicle. Moreover, the actual realization appears to mainly target safety applications whereas there is only a marginal benefit on the string stability characteristics of the system. While we recorded a marginal string stability improvement (about 10 %), the minimum TTC was twice as large when multianticipation occurred with respect to the cases when that was not activated. Relevant Fuzzy Surrogate Safety Metrics further supported the safety argument.

摘要

大量关于自适应巡航控制 (ACC) 的实验分析清楚地表明,这些系统未能实现安全且有效的车流跟随的承诺。相反,商业 ACC 具有较大的反应时间和较差的串列稳定性性能。虽然有大量研究致力于引入车辆间的通信以克服所述限制,但增强连接性的车辆的市场采用率却面临困难。在这种情况下,一种基于仅使用雷达进行多辆车预测的替代方法已经出现。多预测在交通领域肯定不是一个新概念。然而,到目前为止,它主要与人类驾驶有关。在本手稿中,我们展示了至少有一家汽车制造商已经在商用车辆上实现了多预测。在进行了内部测试活动之后,我们使用最先进的模糊逻辑安全性能模型对该系统的功能进行了实验描述,包括对流量和安全的潜在影响。初步结果表明,被测车辆对领航车前方的另一辆车做出了反应。此外,实际实现似乎主要针对安全应用,而对系统的串列稳定性特性只有微不足道的好处。虽然我们记录到串列稳定性略有改善(约 10%),但当多预测激活时,最小 TTC 是未激活时的两倍。相关的模糊替代安全指标进一步支持了安全论点。

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