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Active disturbance rejection control applied to automated steering for lane keeping in autonomous vehicles

机译:主动干扰抑制控制应用于自动驾驶汽车自动驾驶系统

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摘要

The automated steering for lane keeping is an important technique used in the autonomous vehicles. To achieve satisfactory lane keeping performance, the steering control scheme is required to be robust against the vehicle uncertainties and the external disturbances, and be easy to be implemented. To this end, the active disturbance rejection control (ADRC) is applied to the steering controller design in this paper. The ADRC scheme estimates the vehicle uncertainties and the external disturbances in real-time and then compensates them actively. The stability analysis based on the concept of Lyapunov exponents shows that the ADRC control system is exponentially stable around the equilibrium point. Simulations under varying vehicle parameters and disturbances show that the ADRC scheme is able to keep the vehicle within the lane with maximum lateral offset of 0.1 m. Finally, the ADRC scheme is implemented on a scale vehicle. Some necessary electronic devices are installed into the scale vehicle to realize the automated steering. The comparisons between the ADRC scheme and the PID controller show that the scale vehicle controlled by the ADRC scheme performs better with maximum 0.03 m and 0.16 m lateral offsets during the straight and curved lane keeping, respectively. It is also shown that the ADRC scheme is able to perform the lane change. Since the ADRC scheme and the software developed in this paper are independent on a specific platform, they can be implemented on a full-size vehicle.
机译:保持车道的自动转向是自动驾驶汽车中使用的一项重要技术。为了实现令人满意的车道保持性能,要求转向控制方案对车辆的不确定性和外部干扰具有鲁棒性并且易于实施。为此,本文将主动干扰抑制控制(ADRC)应用于转向控制器设计。 ADRC方案会实时估算车辆不确定性和外部干扰,然后进行主动补偿。基于李雅普诺夫指数概念的稳定性分析表明,ADRC控制系统在平衡点附近呈指数稳定。在变化的车辆参数和扰动下的仿真表明,ADRC方案能够将车辆保持在车道内,最大横向偏移为0.1 m。最后,ADRC方案是在大型汽车上实施的。某些必要的电子设备安装在秤车上以实现自动转向。 ADRC方案与PID控制器之间的比较表明,在直线车道和曲线车道保持期间,由ADRC方案控制的比例车在横向偏移最大为0.03 m和0.16 m时表现更好。还示出了ADRC方案能够执行车道改变。由于本文中开发的ADRC方案和软件独立于特定平台,因此可以在全尺寸车辆上实现。

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