首页> 外文期刊>Proceedings of the Institution of Mechanical Engineers >Quasi-continuous high-order sliding mode control-based fault-tolerant control for hypersonic flight vehicle via neural network observer
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Quasi-continuous high-order sliding mode control-based fault-tolerant control for hypersonic flight vehicle via neural network observer

机译:基于神经网络观测器的基于准连续高阶滑模控制的超音速飞行器容错控制

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摘要

In this study, a quasi-continuous high-order sliding mode control approach is presented for the longitudinal model of a generic hypersonic flight vehicle with parametric uncertainties and actuator faults. The quasi-continuous high-order sliding mode controller is designed to track the responses of the normal system to guarantee the velocity and altitude track the reference trajectories rapidly. An improved measure by increasing the relative degree of the quasi-continuous high-order sliding mode is introduced to eliminate the effects on outputs caused by chattering and parametric uncertainties. In view of actuator coupling, an equivalent canonical model is formulated through feedback linearization to accelerate the faults estimation for the actuator faults system. A neural network observer is then utilized to online estimate the unknown faults. This observer can be applied to highly nonlinear system without any prior knowledge of system dynamics as it uses a nonlinear-in-parameters neural network. Meanwhile, the stability and convergence of the faults system is proved theoretically. Simulation results are presented to testify the effectiveness and robustness of the proposed control scheme.
机译:在这项研究中,针对具有参数不确定性和执行器故障的通用高超音速飞行器的纵向模型,提出了一种准连续的高阶滑模控制方法。准连续高阶滑模控制器设计用于跟踪正常系统的响应,以确保速度和高度快速跟踪参考轨迹。通过增加准连续高阶滑模的相对程度,提出了一种改进的措施,以消除由于颤动和参数不确定性而对输出产生的影响。考虑到执行器耦合,通过反馈线性化建立了等效的典范模型,以加速执行器故障系统的故障估计。然后利用神经网络观察器在线估计未知故障。该观察器可以使用高度非线性的神经网络,因此无需任何系统动力学的先验知识即可应用于高度非线性的系统。同时,从理论上证明了故障系统的稳定性和收敛性。仿真结果表明了所提出控制方案的有效性和鲁棒性。

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