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Finite-Time Attitude Tracking Control for Spacecraft Using Terminal Sliding Mode and Chebyshev Neural Network

机译:使用终端滑模和Chebyshev神经网络的航天器有限时间姿态跟踪控制

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摘要

A finite-time attitude tracking control scheme is proposed for spacecraft using terminal sliding mode and Chebyshev neural network (NN) (CNN). The four-parameter representations (quaternion) are used to describe the spacecraft attitude for global representation without singularities. The attitude state (i.e., attitude and velocity) error dynamics is transformed to a double integrator dynamics with a constraint on the spacecraft attitude. With consideration of this constraint, a novel terminal sliding manifold is proposed for the spacecraft. In order to guarantee that the output of the NN used in the controller is bounded by the corresponding bound of the approximated unknown function, a switch function is applied to generate a switching between the adaptive NN control and the robust controller. Meanwhile, a CNN, whose basis functions are implemented using only desired signals, is introduced to approximate the desired nonlinear function and bounded external disturbances online, and the robust term based on the hyperbolic tangent function is applied to counteract NN approximation errors in the adaptive neural control scheme. Most importantly, the finite-time stability in both the reaching phase and the sliding phase can be guaranteed by a Lyapunov-based approach. Finally, numerical simulations on the attitude tracking control of spacecraft in the presence of an unknown mass moment of inertia matrix, bounded external disturbances, and control input constraints are presented to demonstrate the performance of the proposed controller.
机译:提出了一种使用终端滑模和切比雪夫神经网络(CNN)的航天器有限时间姿态跟踪控制方案。四参数表示法(四元数)用于描述航天器在不具有奇异性的情况下用于整体表示的姿态。姿态状态(即姿态和速度)误差动力学被转换为对航天器姿态有约束的双重积分器动力学。考虑到这一限制,提出了一种用于航天器的新型终端滑动歧管。为了确保控制器中使用的NN的输出受到近似未知函数的相应边界的限制,应用了开关函数以在自适应NN控制和鲁棒控制器之间产生切换。同时,引入了仅使用所需信号实现其基本功能的CNN,以在线逼近所需的非线性函数和有界外部干扰,并将基于双曲正切函数的鲁棒项用于抵消自适应神经网络中的NN近似误差。控制方案。最重要的是,可以通过基于Lyapunov的方法来保证到达阶段和滑动阶段的有限时间稳定性。最后,在存在未知质量惯性矩矩阵,有界外部干扰和控制输入约束的情况下,对航天器的姿态跟踪控制进行了数值模拟,以证明所提出控制器的性能。

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