西安邮电大学学报2024,Vol.29Issue(4) :100-110.DOI:10.13682/j.issn.2095-6533.2024.04.012

未建模多机械臂的模糊自适应控制方法

Fuzzy adaptive control method for unmodeled multiple manipulators

范永青 杨林
西安邮电大学学报2024,Vol.29Issue(4) :100-110.DOI:10.13682/j.issn.2095-6533.2024.04.012

未建模多机械臂的模糊自适应控制方法

Fuzzy adaptive control method for unmodeled multiple manipulators

范永青 1杨林2
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作者信息

  • 1. 西安邮电大学自动化学院,陕西西安 710121;智能故障诊断与系统控制实验室,陕西西安 710121
  • 2. 西安邮电大学自动化学院,陕西西安 710121
  • 折叠

摘要

为了提高未建模多机械臂抓取同一物体的轨迹跟踪精度,提出一种未建模多机械臂的模糊自适应控制方法.该方法通过齐次函数计算出T-S(Takagi-Sugeno)型模糊逻辑系统(Fuzzy Logic System,FLS)的后件系数,以T-S-FLS为主体,在传统FLS的设计上加入一个可自动更新逼近精度的非零参数.利用万能逼近定理,完成对不确定项的逼近任务,添加滑模面系统保证所提方法可以摆脱有限逼近域的限制条件,并通过李雅普诺夫函数理论对其稳定性进行分析.仿真结果表明,该方法可以保证系统的跟踪性能,且在闭环系统中所有信号均一致最终有界(Uniformly Ul-timately Bounded,UUB),能够提高未建模多机械臂抓取同一物体的轨迹跟踪精度.

Abstract

In order to improve the trajectory tracking accuracy of unmodeled multiple manipulators grasping the same object,a fuzzy adaptive control method of unmodeled multiple manipulators is proposed.This method calculates the coefficient of the latter part of T-S(Takagi-Sugeno)fuzzy log-ic system(FLS)by homogeneous function.Taking T-S FLS as the main body,a non-zero parameter which can automatically update the approximation precision is added to the traditional FLS design.By using the universal approximation theory,the task of approximating the uncertain term is com-pleted,and the sliding mode surface system is added to ensure that the proposed method can get rid of the constraints of the finite approximation domain.The Lyapunov function theory is adopted to analyze its stability.Simulation results show that this method can guarantee the tracking perform-ance of the system,and all signals in the closed-loop system are uniformly ultimately bounded(UUB),which can improve the tracking accuracy of the same object captured by unmodeled multiple manipulators.

关键词

多机械臂/齐次函数/T-S型模糊逻辑系统/李雅普诺夫函数/自适应控制/万能逼近理论

Key words

multiple manipulators/homogeneous function/T-S type fuzzy logic system/Lyapunov function theory/adaptive control/universal approximation theory

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基金项目

国家自然科学基金项目(62003262)

国家自然科学基金项目(61903298)

陕西省自然科学基金项目(2022JM-389)

陕西省自然科学基金项目(2019JQ-341)

陕西省留学人员科研活动择优项目(35)

出版年

2024
西安邮电大学学报
西安邮电学院

西安邮电大学学报

CSTPCD
影响因子:0.795
ISSN:1007-3264
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