Neural Network Adaptive Inverse Model Control Method for Quadrotor UAV

被引:0
|
作者
Wang Ya [1 ]
Zhang Hongbin [1 ]
Han Dongfei [1 ]
机构
[1] Univ Elect Sci & Technol China, Chengdu 611731, Peoples R China
基金
中国博士后科学基金; 中国国家自然科学基金;
关键词
Quadrotor UAV; adaptive inverse model control method; BP neural network;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
For the highly nonlinear, strong coupling and underactuated, an effective controller for quadrotor unmanned aerial vehicle (UAV) is not easy to obtain, especially in conditions of the parameters variations and external disturbance. In this paper, an adaptive inverse model control method (AIMCM) is proposed for this plant. Two BP networks are used in control system to achieve the model identification and control. Both offline trained and online learned are used to ensure the fast learning and the robustness. The convergence of the learning algorithm is proved based on Lyapunov function. At last, a quadrotor UAV control simulation based on the full model shows the superiority and robustness of the control system.
引用
收藏
页码:3653 / 3658
页数:6
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