A Safety Fallback Controller for Improved Collision Avoidance

D. Genin, Elizabeth Dietrich, Yanni Kouskoulas, A. Schmidt, Marin Kobilarov, Kapil D. Katyal, S. Sefati, Subhransu Mishra, I. Papusha
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Abstract

We present an implementation of a formally verified safety fallback controller for improved collision avoidance in an autonomous vehicle research platform. Our approach uses a primary trajectory planning system that aims for collision-free navigation in the presence of pedestrians and other vehicles, and a fallback controller that guards its behavior. The safety fallback controller excludes the possibility of collisions by accounting for nondeterministic uncertainty in the dynamics of the vehicle and moving obstacles, and takes over the primary controller as necessary. We demonstrate the system in an experimental set-up that includes simulations and real-world tests with a 1/5-scale vehicle. In stressing simulation scenarios, the safety fallback controller significantly reduces the number of collisions.
一种改进避碰的安全后撤控制器
我们提出了一种正式验证的安全回退控制器的实现,用于改进自动驾驶汽车研究平台中的碰撞避免。我们的方法使用了一个主要的轨迹规划系统,目的是在行人和其他车辆存在的情况下实现无碰撞导航,以及一个保护其行为的后备控制器。安全后备控制器通过考虑车辆动力学和移动障碍物的不确定性来排除碰撞的可能性,并在必要时接管主控制器。我们在实验设置中演示了该系统,其中包括模拟和现实世界的1/5比例车辆测试。在应力模拟场景中,安全回退控制器显著减少了碰撞次数。
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