Assessment of an Autonomous Racing Controller: A Case Study From the Indy Autonomous Challenge ’ s Simulation Race

Yangwoo Kim, Jose Cezares, L. Decker, I. Damnjanovic
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Abstract

The Indy Autonomous Challenge (IAC) was a competition among universities from around the world created to showcase fully autonomous operations under the extreme circumstances encountered in high-performance racing. The pinnacle of the virtual portion of the competition occurred on June 30,2021, during the IAC Simulation Race that consisted of a series of qualifying events followed by a head-to-head race. The objectives of this paper are to present a team’s controller and demonstrate its performance throughout the IAC until the final simulation race. The results presented in this paper were obtained by testing the team’s controller within a simulated environment. The final controller is capable of sustaining speeds of nearly 300 kph (186 mph) with an average speed of 280 kph(174 mph) and a maximum speed of 298 kph (185 mph). The final steering proportional-integral-derivative controller yielded cross-track errors no more than 4.7 meters from the desired waypoint. Analysis of the simulated vehicle’s G-G diagram reveals that the vehicle could sustain operations while experiencing over 2.5 Gs of lateral force as it navigated the turns of the track, and there is evidence to suggest that future work can be performed to tap into the full potential of the tires’ grip capabilities.The results presented in this report are indicative that the race team’s controller can perform safe high-speed operations in the presence of seven additional script-controlled opponents within a simulated environment.
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自主赛车控制器的评估:以印第自主挑战赛模拟赛为例
Indy Autonomous Challenge (IAC)是一项来自世界各地大学的竞赛,旨在展示在高性能赛车中遇到的极端情况下的完全自主操作。比赛的虚拟部分的顶峰发生在2021年6月30日,在IAC模拟比赛期间,该比赛由一系列资格赛组成,然后是一场正面比赛。本文的目的是介绍一个团队的控制器,并在整个IAC中展示其性能,直到最后的模拟比赛。本文给出的结果是通过在模拟环境中测试团队的控制器获得的。最后的控制器能够保持近300公里/小时(186英里/小时)的速度,平均速度为280公里/小时(174英里/小时),最高速度为298公里/小时(185英里/小时)。最终的转向比例-积分-导数控制器产生的交叉航迹误差与期望航路点的距离不超过4.7米。对模拟车辆G-G图的分析显示,车辆在转弯时可以承受超过2.5 g的侧向力,并且有证据表明,未来的工作可以充分挖掘轮胎抓地力的潜力。本报告中给出的结果表明,在模拟环境中,在另外七个脚本控制的对手存在的情况下,赛车队的控制器可以执行安全的高速操作。
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