Design and Experiment of Interval Type-2 Fuzzy Hierarchical Sliding-Mode Control for Pendubot With Uncertainties

IF 7.3 1区 工程技术 Q1 AUTOMATION & CONTROL SYSTEMS IEEE/ASME Transactions on Mechatronics Pub Date : 2024-10-09 DOI:10.1109/TMECH.2024.3457015
Van-Truong Nguyen;Hai-Binh Giap;Shun-Feng Su;Mien Van;Duc-Viet La;Thanh-Lam Bui
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Abstract

In this article, a novel interval type-2 fuzzy hierarchical sliding mode control (IT2FHSMC) is proposed for controlling a pendubot system under uncertain conditions. The proposed methodology involves the construction of a hierarchical sliding-mode controller (HSMC) to provide rapid response and finite-time convergence, resulting in an excellent performance characteristics. Interval type-2 fuzzy logic control is applied to optimize HSMC for avoiding chattering phenomena and reducing the effects of uncertainty or noises. Moreover, key parameters of HSMC are tuned by using the balancing composite motion optimization algorithm. By employing the Lyapunov synthesis technique, the system's overall stability is ensured. Computer simulations and physical experiments are carried out to prove the efficacy of the IT2FHSMC compared with HSMC and type-1 hierarchical sliding-mode control and adaptive backstepping nonsingular fast terminal sliding-mode control for robust fault tolerant control.
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具有不确定性的 Pendubot 的区间-2 型模糊分层滑动模式控制的设计与实验
针对不确定条件下的摆机器人系统,提出了一种新的区间2型模糊层次滑模控制方法。所提出的方法包括构建分层滑模控制器(HSMC),以提供快速响应和有限时间收敛,从而获得优异的性能特征。采用区间2型模糊控制对HSMC进行优化,以避免抖振现象,降低不确定性和噪声的影响。此外,采用平衡复合运动优化算法对HSMC的关键参数进行了优化。采用李雅普诺夫合成技术,保证了系统的整体稳定性。通过计算机仿真和物理实验,验证了IT2FHSMC与HSMC、1型分层滑模控制和自适应反步非奇异快端滑模控制的鲁棒容错控制效果。
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来源期刊
IEEE/ASME Transactions on Mechatronics
IEEE/ASME Transactions on Mechatronics 工程技术-工程:电子与电气
CiteScore
11.60
自引率
18.80%
发文量
527
审稿时长
7.8 months
期刊介绍: IEEE/ASME Transactions on Mechatronics publishes high quality technical papers on technological advances in mechatronics. A primary purpose of the IEEE/ASME Transactions on Mechatronics is to have an archival publication which encompasses both theory and practice. Papers published in the IEEE/ASME Transactions on Mechatronics disclose significant new knowledge needed to implement intelligent mechatronics systems, from analysis and design through simulation and hardware and software implementation. The Transactions also contains a letters section dedicated to rapid publication of short correspondence items concerning new research results.
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