基于形式化交通规则的自动驾驶车辆变道操作安全性验证

Christian Pek, P. Zahn, M. Althoff
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引用次数: 58

摘要

验证自动驾驶汽车的安全性需要进行大量的测试。通过应用形式化的验证方法,我们可以证明车辆行为的正确性,同时减少了剩余风险和大量测试的需要。然而,目前的安全方法并没有考虑交通参与者在发生碰撞时的责任。利用形式化的交通规则来验证运动计划可以解决这个问题。我们提出了一种新的方法来验证变道机动的安全性,根据维也纳道路交通公约使用正式的交通规则。这使我们能够提供额外的保证,如果发生碰撞,自动驾驶汽车不承担责任。此外,我们考虑了其他交通参与者在变道过程中的不当行为,并提出了可行的解决方案来避免或减轻潜在的碰撞。该方法已使用NGSIM项目提供的真实交通数据以及模拟车道变化进行了评估。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Verifying the safety of lane change maneuvers of self-driving vehicles based on formalized traffic rules
Validating the safety of self-driving vehicles requires an enormous amount of testing. By applying formal verification methods, we can prove the correctness of the vehicles' behavior, which at the same time reduces remaining risks and the need for extensive testing. However, current safety approaches do not consider liabilities of traffic participants if a collision occurs. Utilizing formalized traffic rules to verify motion plans allows this problem to be solved. We present a novel approach for verifying the safety of lane change maneuvers, using formalized traffic rules according to the Vienna Convention on Road Traffic. This allows us to provide additional guarantees that if a collision occurs, the self-driving vehicle is not responsible. Furthermore, we consider misbehavior of other traffic participants during lane changes and propose feasible solutions to avoid or mitigate a potential collision. The approach has been evaluated using real traffic data provided by the NGSIM project as well as simulated lane changes.
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