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Neural-networks and event-based fault-tolerant control for spacecraft attitude stabilization

机译:用于航天器姿态稳定的神经网络和基于事件的容错控制

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摘要

This paper proposes a neural network and event-based fault-tolerant control scheme for spacecraft attitude stabilization in the presence of lumped disturbances, which consists of space disturbances, inertia uncertainties, and actuator faults. A neuro-adaptive estimator is employed to approximate the lumped disturbances, with the help of its powerful adaptive estimation capability of approximating any unknown smooth nonlinear function with arbitrary accuracy. The estimation is then utilized to formulate an integrated event-based dual-channel control scheme that can both guarantee the system's convergence and ensure the event triggering sequence possessing no-Zeno behavior simultaneously. The proposed control scheme provides a new and straightforward way for spacecraft attitude control to deal with lumped disturbances while requiring a low actuator updating frequency, thus saves on-board communication resources. Numerical simulations show the effectiveness of the algorithms. (C) 2021 Elsevier Masson SAS. All rights reserved.
机译:本文提出了一种神经网络和基于事件的容错控制方案,用于在集失的干扰存在下进行航天器姿态稳定,由空间扰动,惯性不确定性和执行器故障组成。采用神经自适应估计器来接近集体扰动,借助于其具有任意精度的任何未知的光滑非线性函数的强大自适应估计能力。然后利用估计来制定集成的基于事件的双通道控制方案,可以保证系统的收敛并确保同时具有无Zeno行为的事件触发序列。该拟议的控制方案为航天器姿态控制提供了一种新的和直接的方式,以处理大致抖动的频率,同时需要低执行器更新频率,从而节省了板载通信资源。数值模拟显示了算法的有效性。 (c)2021 Elsevier Masson SAS。版权所有。

著录项

  • 来源
    《Aerospace science and technology》 |2021年第7期|106746.1-106746.9|共9页
  • 作者单位

    Harbin Inst Technol Sch Elect & Informat Engn Shenzhen 518055 Peoples R China;

    Cent South Univ Sch Aeronaut & Astronaut Changsha 410083 Peoples R China;

    Hong Kong Univ Sci & Technol Dept Elect & Comp Engn Hong Kong Peoples R China;

    Northwestern Polytech Univ Coll Automat Xian Peoples R China;

    Shanghai Maritime Univ Inst Logist Sci & Engn Shanghai 201306 Peoples R China;

    Harbin Inst Technol Sch Elect & Informat Engn Shenzhen 518055 Peoples R China;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Spacecraft attitude control; Neural-networks; Event-triggered control;

    机译:航天器态度控制;神经网络;事件触发控制;

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