Finite-time output feedback trans-media tracking control of a slender body trans-media vehicle via neural network extended state observer

IF 1.7 4区 计算机科学 Q3 AUTOMATION & CONTROL SYSTEMS Transactions of the Institute of Measurement and Control Pub Date : 2023-09-20 DOI:10.1177/01423312231188628
Shichong Wu, Lingli Xie, Jun Xian
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Abstract

The emerging trans-media vehicle is significant due to its amphibious ability. A finite-time output feedback trans-media tracking control scheme is proposed for a slender body trans-media vehicle with unknown time-varying hydrodynamics and external disturbances. First, a novel neural network extended state observer is developed to observe the vehicle’s velocities and handle the time-varying hydrodynamics and total disturbances simultaneously. Then, combined with the proposed observer, the finite-time command filtered backstepping technique is carefully constructed to yield the finite-time output feedback tracking control. The strength of the proposed approach to the existing methods is that it ensures the trans-media tracking errors converge to the small region of origin within a finite time, even in the absence of velocity measurements. The simulations are given to illustrate the superiority of the proposed scheme.
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基于神经网络扩展状态观测器的细长车身跨媒体车辆有限时间输出反馈跨媒体跟踪控制
新兴的跨媒体交通工具因其两栖能力而具有重要意义。针对具有未知时变流体力学和外界干扰的细长车身跨介质车辆,提出了一种有限时间输出反馈跨介质跟踪控制方案。首先,开发了一种新型的神经网络扩展状态观测器,用于观察车辆的速度,同时处理时变的流体力学和总扰动。然后,结合所提出的观测器,精心构造了有限时间命令滤波反演技术,以产生有限时间输出反馈跟踪控制。与现有方法相比,该方法的优点在于,即使在没有速度测量的情况下,它也能确保跨介质跟踪误差在有限时间内收敛到小的原点区域。仿真结果表明了该方案的优越性。
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来源期刊
CiteScore
4.10
自引率
16.70%
发文量
203
审稿时长
3.4 months
期刊介绍: Transactions of the Institute of Measurement and Control is a fully peer-reviewed international journal. The journal covers all areas of applications in instrumentation and control. Its scope encompasses cutting-edge research and development, education and industrial applications.
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