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Driver-centred Autonomous Vehicle Motion Control within A Blended Corridor

机译:混合走廊内以驾驶员为中心的自主车辆运动控制

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摘要

As a potential cornerstone of the future intelligent transport system, autonomous vehicles (AVs) attract much attention of researchers across a wide range of areas from engineering to computer science. In addition, human factors issues, with respect to transfer of control and the interaction between the AVs and other road users have been studied. Current AV control algorithm development has focused on improving the safety of the vehicle, while the comfort of the drivers are normally ignored. Therefore, motion planning must not only avoid collisions between the vehicle and other road users and the road edges, but also needs to provide a sense of security and comfort for the drivers. Moreover, strict lane following can lead to overly cautious AVs relative to other road users, and thereby lead to traffic accidents. To solve these problems, we estimated the acceptable tolerance of the lateral offset based on the measured driving performance of real drivers and their reaction to a range of risk elements. Together with the vehicle dynamic constraints, the risk-based constraints are incorporated into a nonlinear Model Predictive Control (MPC) controller using a blended corridor. The result is a vehicle trajectory that produces a smooth motion within the corridor that considers the drivers’ comfort.
机译:作为未来智能交通系统的潜在基石,自动驾驶汽车(AV)吸引了从工程到计算机科学等各个领域的研究人员的极大关注。此外,还研究了人为因素问题,涉及控制权的转移以及自动驾驶汽车与其他道路使用者之间的相互作用。当前的AV控制算法开发集中在提高车辆的安全性上,而驾驶员的舒适性通常被忽略。因此,运动计划不仅必须避免车辆与其他道路使用者和道路边缘之间的碰撞,而且还需要为驾驶员提供安全感和舒适感。此外,严格的车道跟踪可能导致AV相对于其他道路使用者过于谨慎,从而导致交通事故。为了解决这些问题,我们根据实测驾驶员的驾驶表现及其对一系列危险因素的反应,估算了横向偏移的可接受公差。连同车辆动态约束一起,基于风险的约束通过混合走廊被合并到非线性模型预测控制(MPC)控制器中。结果是车辆的轨迹在走廊内产生平稳的运动,从而考虑了驾驶员的舒适度。

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