Verification of Collision Avoidance for CommonRoad Traffic Scenarios

ARCH@ADHS Pub Date : 1900-01-01 DOI:10.29007/1973
Niklas Kochdumper, Philipp Gassert, M. Althoff
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引用次数: 8

Abstract

We propose a benchmark for the verification of autonomous vehicles. By considering different traffic scenarios from the CommonRoad database, we obtain several thousands of different verification tasks, where the verification problem is to prove that the con- sidered tracking controller safely follows a given reference trajectory despite disturbances and measurement errors. The dynamic of the car is described by a nonlinear kinematic single-track model. Since the feedback matrix for the tracking controller is time-varying, the dynamic of the controlled system changes constantly. Because of this, the proposed benchmark is well-suited to evaluate how robustly reachability tools can handle changing system dynamics.
普通道路交通场景的避碰验证
我们提出了一个自动驾驶汽车验证的基准。通过考虑来自CommonRoad数据库的不同交通场景,我们获得了数千种不同的验证任务,其中验证问题是证明所考虑的跟踪控制器在不受干扰和测量误差的情况下安全地遵循给定的参考轨迹。小车的动力学用非线性单轨运动模型来描述。由于跟踪控制器的反馈矩阵是时变的,被控系统的动态是不断变化的。因此,建议的基准非常适合于评估可达性工具如何健壮地处理不断变化的系统动态。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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