基于Sigmoid函数的机器人鲁棒滑模跟踪控制系统设计
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西安明德理工学院

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1.本文为2020年陕西省教育厅科研项目,高级模糊Petri网理论及其在离散事件动态系统中的应用,20JK0953 2.西安明德理工学院校级项目. 泊松噪声激励下粒子的非均匀扩散和非遍历性研究.2021XY06L14


Design of Robust Sliding Mode Tracking Control System for Robot Based on Sigmoid Function
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    摘要:

    为了保证机器人能够在保持稳定的情况下,按照规划轨迹执行工作任务,从硬件和软件两个方面,设计了基于Sigmoid函数的机器人鲁棒滑模跟踪控制系统。装设机器人传感器与状态观测器,改装机器人鲁棒滑模跟踪控制器,完成系统硬件设计。综合机器人结构、运动机理和动力机制三个方面,构建机器人数学模型。根据状态数据采集结果与规划轨迹之间的偏差,计算机器人跟踪控制量。依据滑模运动与切换方程,利用Sigmoid函数生成机器人鲁棒滑模控制律,将生成控制指令作用在机器人执行元件上,实现系统的鲁棒滑模跟踪控制功能。实验结果表明,所设计控制系统的机器人移动轨迹与设定轨迹目标基本重合,其机器人姿态角跟踪控制误差较小,具有较好的鲁棒滑模跟踪控制效果,能够有效提高机器人鲁棒滑模跟踪控制精度。

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    In order to ensure that the robot can perform tasks according to the planned trajectory while maintaining stability, a robust sliding mode tracking control system based on Sigmoid function is designed from both hardware and software aspects. The robot sensors and state observers are installed, the robot robust sliding mode tracking controller is modified, and the system hardware design is completed. The mathematical model of the robot is constructed by integrating three aspects of robot structure, motion mechanism and dynamic mechanism. According to the deviation between the state data acquisition result and the planned trajectory, the robot tracking control quantity is calculated. According to the sliding mode motion and switching equations, the robust sliding mode control law of the robot is generated by using the Sigmoid function, and the generated control instructions are applied to the robot's executive components to achieve the robust sliding mode tracking control function of the system. The experimental results show that the robot motion trajectory of the designed control system basically coincides with the set trajectory target, the robot attitude angle tracking control error is small, and the robot has a good robust sliding mode tracking control effect, which can effectively improve the robot robust sliding mode tracking control accuracy.

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李妮.基于Sigmoid函数的机器人鲁棒滑模跟踪控制系统设计计算机测量与控制[J].,2023,31(4):136-142.

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  • 收稿日期:2022-12-01
  • 最后修改日期:2023-01-18
  • 录用日期:2023-01-28
  • 在线发布日期: 2023-04-24
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