同步转向高地隙喷雾机模糊自适应轨迹跟踪预测控制
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国家自然科学基金项目(51975260)、江苏省重点研发计划项目(BE2018372)、江苏省自然科学基金项目(BK20181443)、江苏高校青蓝工程项目和镇江市重点研发计划项目(NY2018001)


Trajectory Tracking and Fuzzy Adaptive Model Predictive Control of High Clearance Synchronous-steering Sprayer
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    摘要:

    为提高同步转向高地隙喷雾机轨迹跟踪的稳定性与鲁棒性,提出一种基于模型预测控制理论的模糊自适应轨迹跟踪方法。首先,基于刚体运动学以及几何约束推导出喷雾机的非线性运动学模型,并对该运动学模型进行简化;然后,基于简化的运动学模型建立喷雾机的状态预测模型;最后,结合实际工况设计了模糊自适应预测控制器。仿真试验表明:与传统的预测控制器相比,模糊自适应预测控制器的跟踪速度更快、稳定性更好。场地试验表明:在进行初始误差2.5、5m的直线轨迹跟踪以及无初始误差的圆形轨迹跟踪时,其平均误差分别为0.0442、0.0602、0.0901m。本文建立的喷雾机运动学模型可以很好地体现同步转向高地隙喷雾机的运动特点,设计的模糊自适应预测控制器可以保证喷雾机路径跟踪的准确性和鲁棒性。

    Abstract:

    To improve the stability and robustness of path tracking based on the high clearance synchronous-steering sprayer, a fuzzy adaptive trajectory tracking control method was designed based on model predictive control theory. Firstly, the nonlinear kinematic model and the simplified kinematic model of the sprayer were derived based on rigid body kinematics and geometric constraints. Then, based on the simplified kinematics model,the state prediction model of the sprayer was established.Finally, the fuzzy adaptive predictive controller was designed according to the actual conditions.Simulation result showed that the fuzzy adaptive predictive controller can improve the stability and rapidity compared with the traditional predictive controller. The experiment results showed that the average error of the method was 0.0442m, 0.0602m and 0.0901m when the linear trajectories, with initial errors are 2.5m and 5m, and circular trajectories were tracke. The established kinematic model can well reflect the movement characteristics of the high clearance synchronous-steering sprayer, and the design of the fuzzy adaptive model predictive controller can guarantee the veracity and robustness of the sprayer path tracking.

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刘国海,李持衡,沈跃,刘慧.同步转向高地隙喷雾机模糊自适应轨迹跟踪预测控制[J].农业机械学报,2021,52(9):389-399. LIU Guohai, LI Chiheng, SHEN Yue, LIU Hui. Trajectory Tracking and Fuzzy Adaptive Model Predictive Control of High Clearance Synchronous-steering Sprayer[J]. Transactions of the Chinese Society for Agricultural Machinery,2021,52(9):389-399.

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  • 收稿日期:2020-10-02
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  • 在线发布日期: 2021-09-10
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