Adaptive fuzzy sliding mode control of the manipulator based on an improved super-twisting algorithm

控制理论(社会学) 趋同(经济学) 模糊逻辑 弹道 计算机科学 跟踪误差 模式(计算机接口) 期限(时间) 模糊控制系统 滑模控制 基础(线性代数) 算法 控制(管理) 数学 非线性系统 人工智能 物理 几何学 量子力学 天文 经济 经济增长 操作系统
作者
Jiqing Chen,Haiyan Zhang,Qingsong Tang,Hongdu Zhang
出处
期刊:Proceedings of the Institution of Mechanical Engineers, Part C: Journal of Mechanical Engineering Science [SAGE Publishing]
卷期号:238 (10): 4294-4306 被引量:1
标识
DOI:10.1177/09544062231214835
摘要

The high-precision trajectory tracking and chatter-free performance of the manipulators are of great significance to the improvement of the automation level. Therefore, in view of the problems of chattering and tracking performance degradation of multi-joint manipulators caused by uncertain factors such as external disturbances and modeling errors, an adaptive fuzzy sliding mode control of the manipulator based on an improved super-twisting algorithm is proposed. First, fuzzy control is chosen to approximate the uncertainty of the manipulator model, which reduces the influence of unknown disturbances on the system, and then the adaptive law is utilized to automatically modify and improve the fuzzy rules to enhance the approximation capability; Second, an improved super-twisting algorithm is used on this basis to put the discontinuous term into the integral term to avoid chattering and eliminate the approximation error; Finally, a comparative simulation experiment is carried out with the 3-DOF manipulator as the research object. The experimental results show that the method in this paper improves the convergence speed by up to 69.74% and the tracking error accuracy by up to 85.11% over the fuzzy control based on adaptive reaching law with no chattering and little difference in control inputs, thus verifying the feasibility and superiority of the method.
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