考虑时变非对称输出约束的机械臂固定时间自适应优化控制
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TP273

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河北省自然科学基金项目(F2024203038);秦皇岛市科学技术研究与发展计划项目(202302B048);省级重点实验室绩效补助经费项目(22567619H).


Fixed-time adaptive optimal control of robotic arm considering time-varying asymmetric output constraints
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    摘要:

    针对一类存在建模误差、外部扰动和时变非对称输出约束的机械臂系统位置跟踪控制问题, 提出一种固定时间反步自适应优化控制方法. 首先, 通过设计固定时间干扰观测器来快速准确地估计机械臂系统的建模误差和外部扰动. 然后, 将反步法与新型障碍Lyapunov函数相结合, 并基于一种滚动自适应律完成考虑机械臂输出约束的固定时间控制器设计, 同时采用指令滤波器和切换函数解决控制器推导过程中存在的“微分爆炸”和“虚拟控制量奇异”问题. 接着, 利用改进的北方苍鹰(improved northern goshawk, ING)算法对机械臂系统的控制参数进行优化整定, 进一步提高系统的收敛速度和稳态精度. 理论分析表明, 系统跟踪误差能够在固定时间内收敛至接近0的小邻域内, 且始终满足输出约束的要求. 最后, 通过PUMA560型机械臂的仿真对比研究验证了所提出方法的有效性.

    Abstract:

    To solve the position tracking control problem for a class of manipulator systems with modeling errors, external disturbances, and time-varying asymmetric output constraints, a fixed-time backstepping adaptive optimal control method is proposed. Firstly, a fixed-time disturbance observer is designed to quickly and accurately estimate the modeling errors and external disturbances of the robotic arm system. Secondly, the fixed-time controller design considering the output constraints is accomplished by combining the backstepping method, a new obstacle Lyapunov function, and a rolling adaptive law, while the command filter and the switching function are used to solve the “differential explosion” and “the singularity of the virtual control quantity” in the controller derivation process. Then, the improved northern goshawk (ING) algorithm is used to optimally tune the control parameters of the robotic arm system to further improve the convergence speed and steady-state accuracy of the system. The theoretical analysis shows that the tracking error of the system can converge to a small neighborhood close to zero in a fixed time, and always satisfy the output constraints. Finally, the effectiveness of the proposed method is verified by a comparative simulation study of the PUMA 560 robotic arm.

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刘乐,孟德宇,常刘杰,等.考虑时变非对称输出约束的机械臂固定时间自适应优化控制[J].控制与决策,2025,40(3):833-842

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  • 收稿日期:2024-04-16
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  • 在线发布日期: 2025-02-11
  • 出版日期: 2025-03-20
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