Motivated by earlier work and the developer of a new algorithm, the FollowerStopper, this article uses reachability analysis to verify the safety of the FollowerStopper algorithm, which is a controller designed for dampening stop- and-go traffic waves. With more than 1100 miles of driving data collected by our physical platform, we validate our analysis results by comparing it to human driving behaviors. The FollowerStopper controller has been demonstrated to dampen stop-and-go traffic waves at low speed, but previous analysis on its relative safety has been limited to upper and lower bounds of acceleration. To expand upon previous analysis, reachability analysis is used to investigate the safety at the speeds it was originally tested and also at higher speeds. Two formulations of safety analysis with different criteria are shown: distance-based and time headway-based. The FollowerStopper is considered safe with distance-based criterion. However, simulation results demonstrate that the FollowerStopper is not representative of human drivers - it follows too closely behind vehicles, specifically at a distance human would deem as unsafe. On the other hand, under the time headway-based safety analysis, the FollowerStopper is not considered safe anymore. A modified FollowerStopper is proposed to satisfy time-based safety criterion. Simulation results of the proposed FollowerStopper shows that its response represents human driver behavior better.
翻译:由先前的工作和新算法的开发者“ 跟踪站” 推动, 本条使用可到达性分析来核查“ 跟踪站” 算法的安全性, 该算法是用来抑制中途和上行交通波的控制器。 我们物理平台收集了1100多英里的驱动数据,我们通过将数据与载人驾驶行为进行比较来验证我们的分析结果。 跟踪站控制器已被证明能以低速抑制中途交通波, 但先前对其相对安全的分析已限制在加速速度的上限和下限。 为了扩大先前的分析, 利用可到达性分析来调查其最初测试的速度和更高速度的安全性。 显示两种不同标准的安全性分析的配方: 距离基点和时间进度基。 跟踪站控制器被认为安全, 与远基标准相比是安全的。 然而, 模拟结果显示“ 跟踪站” 不代表人类驾驶员, 其走得太近, 特别是远距离的人会认为不安全。 另一方面, 在基于时间安全性安全性分析的基础上, “ 跟踪站” 显示“ 更安全性 跟踪器” 显示“ 动作” 显示“ 更安全性” 的动作 。 。 “ 后程” 显示“ 后程” 显示“ 后程” 显示“ 显示“ 更安全性” 显示“ ” 后程” 。 “, 后程” 显示“ 显示“ ” 更安全性“ ” 。 “ ” 。 “ 后程” 后程” 显示“ 显示“ 。 “ 的“ ” 后程” 是” 。 “ 。 “ 。 “ 后程” 。 “ 后程” 显示“ 显示“ 显示“ ” ” 显示“ 显示“ ” ” ” ” ” ” ” ” ” ” ” ” 显示“ 显示“ ” ” 显示“ 显示“ 显示“ 显示“ 显示“ 显示“ ” ” ” 显示” 显示“ ” ” ” ” 显示” 显示“ 显示“ 显示“ 显示“ 显示“ ” ” ” ” 显示“ ” ” ” 显示“