Optimized interval type-2 fuzzy global sliding mode control for quadrotor robot

IF 2.1 3区 工程技术 Q3 MECHANICS Meccanica Pub Date : 2025-02-14 DOI:10.1007/s11012-024-01922-y
Wei Chen, Zekai Wang, Zebin Zhou
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Abstract

This study addresses the challenge of controlling a quadrotor in the presence of external disturbances by introducing a novel optimal interval type-2 fuzzy global sliding mode controller. The proposed controller is a hybrid approach that combines the benefits of Interval Type-2 Fuzzy Logic Control (IT2FLC) and Global Sliding-Mode Control (GSMC). Initially, GSMC is utilized to guarantee that the quadrotor system's initial states begin on the sliding mode surface, thereby enhancing overall robustness. To address the chattering phenomenon commonly observed in conventional SMC approaches, the integration of IT2FLC into the control system is employed to minimize high-frequency switching components. The proposed controller utilizes the Bat Optimization Algorithm (BOA) to achieve optimum performance by simultaneously optimizing the parameters of the controller and the input Membership Functions (MFs) through BOA. The simulation results clearly demonstrate that the proposed controller surpasses a traditional PID controller in terms of tracking performance, especially when facing disturbances.

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四旋翼机器人优化区间2型模糊全局滑模控制
本文通过引入一种新的最优区间2型模糊全局滑模控制器,解决了在存在外部干扰的情况下控制四旋翼飞行器的挑战。所提出的控制器是一种混合方法,结合了区间2型模糊逻辑控制(IT2FLC)和全局滑模控制(GSMC)的优点。首先,利用GSMC保证四旋翼系统的初始状态从滑模表面开始,从而增强整体鲁棒性。为了解决传统SMC方法中常见的抖振现象,将IT2FLC集成到控制系统中以最小化高频开关元件。该控制器利用蝙蝠优化算法(BOA),通过BOA同时优化控制器参数和输入隶属函数(MFs),从而达到最优性能。仿真结果清楚地表明,所提出的控制器在跟踪性能方面优于传统的PID控制器,特别是在面对干扰时。
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来源期刊
Meccanica
Meccanica 物理-力学
CiteScore
4.70
自引率
3.70%
发文量
151
审稿时长
7 months
期刊介绍: Meccanica focuses on the methodological framework shared by mechanical scientists when addressing theoretical or applied problems. Original papers address various aspects of mechanical and mathematical modeling, of solution, as well as of analysis of system behavior. The journal explores fundamental and applications issues in established areas of mechanics research as well as in emerging fields; contemporary research on general mechanics, solid and structural mechanics, fluid mechanics, and mechanics of machines; interdisciplinary fields between mechanics and other mathematical and engineering sciences; interaction of mechanics with dynamical systems, advanced materials, control and computation; electromechanics; biomechanics. Articles include full length papers; topical overviews; brief notes; discussions and comments on published papers; book reviews; and an international calendar of conferences. Meccanica, the official journal of the Italian Association of Theoretical and Applied Mechanics, was established in 1966.
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