Intelligent Robust Control of MEMS Gyroscopes With Initial-Condition-Independent Prescribed Performance

IF 5.7 2区 计算机科学 Q1 ENGINEERING, AEROSPACE IEEE Transactions on Aerospace and Electronic Systems Pub Date : 2025-03-07 DOI:10.1109/TAES.2025.3549009
Rui Zhang;Pengjun Guo;Guoda Cheng;Di Wu;Bin Xu
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Abstract

In this article, the intelligent robust control with initial-condition-independent prescribed performance is addressed to control the dynamics of MEMS gyroscopes. To accurately approximate system uncertainties and disturbances resulting from the dynamic environment, the composite fuzzy learning works together with the disturbance observer. Considering the system output constraint due to the physical limits and mechanical structure, the asymmetric prescribed performance control with the time-varying initial-condition-independent barrier function is designed. To further improve the system robustness, the recursive integral terminal sliding-mode function is utilized to reduce chattering. Finally, simulations are implemented to verify that MEMS gyroscopes have the prescribed performance and higher tracking performance in the presence of uncertainties and disturbances.
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初始条件不依赖规定性能的MEMS陀螺仪的智能鲁棒控制
本文研究了具有初始条件无关规定性能的智能鲁棒控制方法对MEMS陀螺仪的动力学控制。为了准确地逼近系统的不确定性和动态环境引起的干扰,复合模糊学习与干扰观测器一起工作。考虑物理极限和机械结构对系统输出的约束,设计了具有时变初始条件无关势垒函数的非对称规定性能控制。为了进一步提高系统的鲁棒性,利用递推积分终端滑模函数来减小抖振。最后,通过仿真验证了MEMS陀螺仪在存在不确定性和干扰的情况下具有规定的性能和较高的跟踪性能。
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来源期刊
CiteScore
7.80
自引率
13.60%
发文量
433
审稿时长
8.7 months
期刊介绍: IEEE Transactions on Aerospace and Electronic Systems focuses on the organization, design, development, integration, and operation of complex systems for space, air, ocean, or ground environment. These systems include, but are not limited to, navigation, avionics, spacecraft, aerospace power, radar, sonar, telemetry, defense, transportation, automated testing, and command and control.
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