用于 3DOF 机器人机械手轨迹跟踪的最佳模糊-FOPID、模糊-PID 控制方案

Q3 Environmental Science
Worod Adris Shatnan, M. Almawlawe, Mustafa Abd AL-Aress Jabur
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引用次数: 0

摘要

本研究通过实施基于 PID 控制器的最佳模糊分数阶控制策略,探讨了如何引导机械臂沿预定路径运行。这种方法是解决机械手非线性和不可预测性的一种手段,取决于模糊逻辑控制器的规格和克隆选择算法的使用。首先考虑机械手的动态方程,然后为此设计模糊控制器。为了验证这种方法的有效性,将其与其他技术进行了比较,如模糊、模糊-PID 和模糊-FOPID 控制器,并使用克隆选择算法对 PID 和 FOPID 控制器参数进行了优化。使用 SIMULINK/MATLAB 2014a 进行的仿真结果表明,在不同的负载条件和模型不确定性下,模糊-FOPID 变体的性能优于其他方法。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Optimal Fuzzy-FOPID, Fuzzy-PID Control Schemes for Trajectory Tracking of 3DOF Robot Manipulator
The present study explores the guidance of a robotic arm along a predefined path by implementing an optimal fuzzy fractional order PID controller-based control strategy. This method serves as a means to address the nonlinearity and unpredictability of the robotic manipulator, contingent upon the fuzzy logic controller's specifications and the employment of a clonal selection algorithm. The dynamic equation of the manipulator was considered as an initial point, followed by designing a fuzzy controller for this purpose. To validate the effectiveness of this approach, it was compared to other techniques, such as Fuzzy, Fuzzy-PID, and fuzzy-FOPID controllers, with PID and FOPID controller parameters optimized using clonal selection algorithms. Simulation results reveal that the fuzzy-FOPID variant outperformed other methods under varying load conditions and model uncertainties, using SIMULINK/MATLAB 2014a.
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来源期刊
CiteScore
1.50
自引率
0.00%
发文量
56
审稿时长
8 weeks
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