A H-Infinity Control for Path Tracking with Fuzzy Hyperbolic Tangent Model

IF 1 Q4 AUTOMATION & CONTROL SYSTEMS
Guangsi Shi, Jue Yang, Xuan Zhao, Yanfeng Li, Ya-Li Zhao, Jian Li
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引用次数: 3

Abstract

To achieve the goal of driver-less underground mining truck, a fuzzy hyperbolic tangent model is established for path tracking on an underground articulated mining truck. Firstly, the sample data of parameters are collected by the driver controlling articulated vehicle at a speed of 3 m/s, including both the lateral position deviation and the variation of heading angle deviation. Then, according to the improved adaptive BP neural network model and deriving formula of mediation rate of error estimator by the method of Cauchy robust, the weights are identified. Finally, H-infinity control controller is designed to control steering angle. The results of hardware-in-the-loop simulation show that lateral position deviation, heading angle deviation, and steering angle of the vehicle can be controlled, respectively, at 0.024 m, 0.08 rad, and 0.21 rad. All the deviations are asymptotically stable, and error control is in less than 2%. The method is demonstrated to be effective and reliable in path tracking for the underground vehicles.
模糊双曲切线模型路径跟踪的h -∞控制
为了实现井下矿车无人驾驶的目标,建立了井下铰接式矿车路径跟踪的模糊双曲切线模型。首先,由驾驶员以3 m/s的速度控制铰接车辆采集参数样本数据,包括横向位置偏差和航向角偏差的变化。然后,根据改进的自适应BP神经网络模型,利用柯西鲁棒方法推导误差估计器的中介率公式,对权重进行辨识。最后,设计了h∞控制控制器对转向角进行控制。硬件在环仿真结果表明,车辆的横向位置偏差、航向角偏差和转向角分别可以控制在0.024 m、0.08 rad和0.21 rad。所有的偏差都是渐近稳定的,误差控制在2%以内。结果表明,该方法对地下车辆的路径跟踪是有效可靠的。
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来源期刊
Journal of Control Science and Engineering
Journal of Control Science and Engineering AUTOMATION & CONTROL SYSTEMS-
CiteScore
4.70
自引率
0.00%
发文量
54
审稿时长
19 weeks
期刊介绍: Journal of Control Science and Engineering is a peer-reviewed, open access journal that publishes original research articles as well as review articles in all areas of control science and engineering.
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