Research on layered control of path tracking for unmanned industrial vehicles based on fully hydraulic steering leakage compensation

Guang Xia, Shibiao Wu, Xiwen Tang, Yang Zhang, Linfeng Zhao
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Abstract

Industrial vehicles work in complex terrain, the variable centre of mass position, leakage nonlinearity of full hydraulic steering and other issues lead to poor path tracking stability and accuracy. In this paper, an intelligent hierarchical controller for industrial vehicles’ path tracking is designed with full hydraulic steering leakage compensation, including an upper decision layer and a lower execution layer. The upper decision layer observes the pavement-tyre adhesion coefficients through an extended Kalman filter algorithm, and uses the real-time observations of the adhesion coefficients to establish a variable constraint control for the linear time-varying MPC, and thus performs the path tracking control. The lower actuator layer receives the upper layer’s target steering wheel angle output and performs steering operations. Based on the establishment of a mathematical model of full hydraulic steering considering the leakage characteristics, it analyses the leakage disturbance factors and constructs a fuzzy feed-forward steering leakage compensation controller to compensate for the leakage disturbances in real time for path tracking steering. Simulation and experimental results show that the lateral acceleration, sideslip angle, tyre side slip angle and tracking error of intelligent industrial vehicles under different loads and working conditions are improved by more than 32.4%, 35.8%, 40.2% and 45.8% respectively, and the designed hierarchical controller for the path tracking of intelligent industrial vehicles, which considers the compensation of all-hydraulic steering leakage, can effectively improve the path tracking stability and tracking accuracy of intelligent industrial vehicles under different loads and working conditions.
基于全液压转向泄漏补偿的无人工业车辆路径跟踪分层控制研究
工业车辆在复杂地形中工作时,由于质心位置不固定、全液压转向的泄漏非线性等问题,导致其路径跟踪的稳定性和准确性较差。本文设计了一种具有全液压转向泄漏补偿功能的工业车辆路径跟踪智能分层控制器,包括上层决策层和下层执行层。上层决策层通过扩展卡尔曼滤波算法观测路面与轮胎的附着系数,并利用对附着系数的实时观测建立线性时变 MPC 的变量约束控制,从而执行路径跟踪控制。下执行层接收上层的目标方向盘角度输出并执行转向操作。在建立考虑泄漏特性的全液压转向数学模型的基础上,分析泄漏干扰因素,构建模糊前馈转向泄漏补偿控制器,实时补偿泄漏干扰,实现路径跟踪转向。仿真和实验结果表明,智能工业车辆在不同载荷和工况下的横向加速度、侧滑角、轮胎侧滑角和跟踪误差分别提高了 32.4%、35.8%、40.2% 和 45.8%以上,设计的考虑全液压转向泄漏补偿的智能工业车辆路径跟踪分层控制器能有效提高智能工业车辆在不同载荷和工况下的路径跟踪稳定性和跟踪精度。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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