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基于自适应神经模糊推理系统的导弹直/气复合控制系统设计
引用本文:邓伟伟,段朝阳,闫亮.基于自适应神经模糊推理系统的导弹直/气复合控制系统设计[J].导航定位于授时,2021,8(5):54-60.
作者姓名:邓伟伟  段朝阳  闫亮
作者单位:中国空空导弹研究院,洛阳471009
摘    要:针对导弹直/气复合控制问题,提出了一种基于自适应神经模糊推理系统的导弹直/气复合控制系统设计方法.首先,建立了直/气复合导弹数学模型.然后,针对常规模糊控制设计严重依赖经验的问题,在模糊控制的基础上引入神经网络,通过样本数据学习建立自适应神经模糊推理系统(ANFIS),并设计了脉冲调宽调频调制器.最后,通过仿真试验验证了所提的控制系统设计方法.仿真结果表明,基于ANFIS的导弹直/气复合控制系统能够快速精确地跟踪加速度指令.

关 键 词:直/气复合控制  模糊控制  神经网络  自适应神经模糊推理系统

Design of Missile Direct/Air Compound Control System Based on Adaptive Neuro-Fuzzy Inference System
DENG Wei-wei,DUAN Chao-yang,YAN Liang.Design of Missile Direct/Air Compound Control System Based on Adaptive Neuro-Fuzzy Inference System[J].Navigation Positioning & Timing,2021,8(5):54-60.
Authors:DENG Wei-wei  DUAN Chao-yang  YAN Liang
Institution:China Airborne Missile Academy, Luoyang 471009, China
Abstract:Aiming at the problem of missile direct/air compound control, a design method of missile direct/air compound control system based on adaptive neuro-fuzzy inference system is proposed. Firstly, the mathematical model of direct/air composite missile is established. Then, aiming at the problem that conventional fuzzy control design relies heavily on experience, neural network is introduced on the basis of fuzzy control, and adaptive neuro-fuzzy inference system(ANFIS) is established by learning sample data, and pulse width modulation and frequency modulation modulator is designed. Finally, the proposed control system design method is verified by simulation tests. The simulation results show that the missile direct/air compound control system based on ANFIS can quickly and accurately track the acceleration command.
Keywords:Direct/air compound control  Fuzzy control  Neural networks  Adaptive neuro-fuzzy inference system
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