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  • 考慮輸入飽和的機械臂靈活預設性能時延控制

    Flexible prescribed performance time-delay control for robot manipulators with input saturation

    • 摘要: 針對機械臂存在多種不確定性以及預設性能函數選擇不當影響機械臂軌跡跟蹤性能的問題,提出了一種考慮輸入飽和的機械臂靈活預設性能時延控制策略. 首先,在單調管預設性能函數的基礎上引入與輸入飽和誤差相關的非負修改信號,基于此設計靈活預設性能函數對跟蹤誤差進行約束. 當輸入飽和發生時,性能函數邊界自適應增加,而未發生輸入飽和時可以恢復到原始性能函數邊界. 其次,采用時延控制方法和自適應RBF神經網絡估計補償機械臂模型不確定性和外部擾動. 基于轉換誤差并結合動態面技術,提出考慮輸入飽和的靈活預設性能時延控制器. 基于李雅普諾夫穩定性理論,證明了機械臂輸出能夠跟蹤參考信號,并且跟蹤誤差滿足靈活預設性能函數的約束. 最后,通過仿真對比驗證了所提控制策略的有效性與優勢.

       

      Abstract: With the rapid development of industrial automation and smart manufacturing, robotic manipulators have found widespread applications across multiple industries. As production processes continue to evolve, the tasks assigned to robot manipulators are becoming increasingly complex, placing higher demands on trajectory tracking performance. A robot manipulator is a highly coupled nonlinear system. Its operation is influenced by numerous uncertain factors, such as unmodeled dynamics, measurement noise, parameter perturbations, sampling delays, external disturbances, nonlinear friction, and input saturation. As an emerging advanced control strategy, prescribed performance control offers new insights into enhancing the trajectory tracking performance of robot manipulators. Prescribed performance control defines the desired performance metrics, such as convergence time, overshoot, and tracking accuracy, through a prescribed performance function for controller design and ensures that all performance metrics meet the predefined requirements. However, in robot manipulator systems with input saturation, the improvement in system performance is limited by the nonlinear saturation of the controller. Therefore, studying effective control strategies for simultaneously handling performance constraints and input saturation is of theoretical and practical significance. Therefore, a time-delay control strategy with flexible prescribed performance is proposed for robot manipulators, considering input saturation, to address the problems of multiple uncertainties and improper selection of prescribed performance function affecting the trajectory tracking performance. First, a monotonic tube-prescribed performance function with predefined finite-time convergence was designed, and an auxiliary system was developed to generate a nonnegative modification signal related to the input saturation error. Based on this design, the flexible prescribed performance function imposes flexibility constraints on the tracking error. When the input is saturated, the auxiliary system generates a non-negative correction signal, causing the performance function boundary to adaptively increase and reduce the saturation time of the actuator. When input saturation does not occur, the correction signal generated by the auxiliary system becomes zero, allowing the flexible performance function to revert to its original boundary. This provides a more effective and flexible constraint on the tracking error. Second, a time-delay control method and an adaptive radial basis function (RBF) neural network were employed to estimate and compensate for the uncertainties in the robot manipulator model and external disturbances, thereby enhancing trajectory tracking accuracy and stability. An error transformation function converts the constrained tracking error into an equivalent unconstrained vector, called the transformed error, based on which a flexibly prescribed performance time delay controller that accounts for input saturation is proposed by incorporating dynamic surface techniques. Using the Lyapunov stability theory, we demonstrated that the robot manipulator output can track the reference signal while satisfying the constraints of the flexibly prescribed performance function. Finally, a two-degree-of-freedom robot manipulator was selected for simulation verification to validate the effectiveness and robustness of the control strategy. Initial conditions close to the constraints were chosen to verify whether the auxiliary system can generate nonnegative modification signals. A mid-simulation application of stronger impulse disturbances verified the disturbance rejection capability of the control system. Compared with the three alternative control methods, the proposed flexibly prescribed time-delay control strategy demonstrated superior trajectory tracking accuracy, faster response speed, enhanced robustness, and stronger input saturation tolerance. Torque control exhibited smoothness without chatter, showcasing the greater engineering practicality of the method and actuator friendliness.

       

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