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Adaptive control of robot manipulators using fuzzy logic systems under actuator constraints

机译:在执行器约束下使用模糊逻辑系统对机器人机械手进行自适应控制

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In this paper, a stable fuzzy adaptive controller for trajectory tracking is developed for robot manipulators without velocity measurements, taking into account the actuator constraints. The controller is based on structural knowledge of the dynamics of the robot and measurements of link positions only. The gravity torque including system uncertainty like payload variation, etc., is estimated by a fuzzy logic system (FLS). The adaptive controller represents an amalgamation of a filtering technique to eliminate velocity measurements and the theory of function approximation using FLS to estimate the gravity torque. The proposed controller ensures the local asymptotic stability and the convergence of the position error to zero. The proposed controller is robust not only to structured uncertainty such as payload parameter variation, but also to unstructured one such as disturbances. The validity of the control scheme is shown by simulations on a two-link robot manipulator.
机译:在本文中,考虑到执行器的约束,针对没有速度测量的机器人操纵器,开发了一种稳定的模糊自适应轨迹跟踪控制器。该控制器仅基于机器人动力学的结构知识和链接位置的测量。重力转矩包括系统不确定性(例如有效载荷变化等),由模糊逻辑系统(FLS)估算。自适应控制器表示消除速度测量的滤波技术和使用FLS估计重力转矩的函数逼近理论。所提出的控制器确保了局部渐近稳定性和位置误差收敛到零。所提出的控制器不仅对结构化的不确定性(例如有效载荷参数变化)具有鲁棒性,而且还对非结构化的不确定性(例如干扰)具有鲁棒性。该控制方案的有效性通过两连杆机器人操纵器上的仿真显示。

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