Adaptive Variable Universe Fuzzy Sliding-Mode Control for Robot Manipulators With Model Uncertainty

IF 2.3 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC IEEE journal of radio frequency identification Pub Date : 2024-01-17 DOI:10.1109/JRFID.2024.3355214
Ruhua Zhao;Junjie Yang;Xue Li;Hong Mo
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Abstract

The inaccuracy of modeling information and external disturbance bring great challenges to the control of robot manipulators. In the paper, an adaptive control strategy of robot manipulators with model uncertainty is presented by synthesizing variable universe fuzzy control (VUFC) and the sliding-mode control (SMC). The strong robustness of SMC overcomes the interference of uncertainty to the system,but brings the problem of chattering. In order to effectively alleviate chattering which is easy to occur in traditional SMC, the VUFC technology is adopted to improve the switching control and designs a dynamic variable switching control portion, which suppress the chattering significantly. Then, a suitable adaptive law is given, and the stability of the system is analyzed by utilizing Lyapunov theorem, which ensure that the system error can converge to near zero. Finally, the comparison results show that this control strategy possesses a better performance than SMC and the fuzzy SMC, which can continuously and stably achieve tracking control.
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具有模型不确定性的机器人机械手的自适应可变宇宙模糊滑模控制
建模信息的不准确性和外部干扰给机器人机械手的控制带来了巨大挑战。本文综合运用变宇宙模糊控制(VUFC)和滑模控制(SMC),提出了一种具有模型不确定性的机器人机械手自适应控制策略。SMC 的强鲁棒性克服了不确定性对系统的干扰,但也带来了颤振问题。为了有效缓解传统 SMC 容易出现的颤振,采用 VUFC 技术改进了开关控制,设计了动态可变开关控制部分,显著抑制了颤振。然后,给出了合适的自适应律,并利用李亚普诺夫定理分析了系统的稳定性,确保系统误差能收敛到近零。最后,对比结果表明,该控制策略比 SMC 和模糊 SMC 具有更好的性能,可以连续稳定地实现跟踪控制。
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