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Adaptive attitude controller for a satellite based on neural network in the presence of unknown external disturbances and actuator faults

机译:存在未知外部干扰和执行器故障时,基于神经网络的卫星自适应姿态控制器

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摘要

In this paper, an adaptive attitude control algorithm is developed based on neural network for a satellite. The proposed attitude control is based on nonlinear modified Rodrigues parameters feedback control in the presence of unknown terms like external disturbances and actuator faults. In order to eliminate the effect of the uncertainties, a multilayer neural network with a new learning rule will be designed appropriately. In this method, asymptotic stability of the proposed algorithm has been proven in the presence of unknown terms based on Lyapunov stability theorem. Finally, the performance of the designed attitude controller is investigated by simulations.
机译:本文提出了一种基于神经网络的卫星自适应姿态控制算法。所提出的姿态控制基于非线性修改的Rodrigues参数反馈控制,其中存在外部干扰和执行器故障等未知术语。为了消除不确定性的影响,将适当设计具有新学习规则的多层神经网络。在该方法中,基于Lyapunov稳定性定理,在未知项存在的情况下,证明了所提算法的渐近稳定性。最后,通过仿真研究了所设计姿态控制器的性能。

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