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基于神经网络逆控制的发动机直接推力控制
姚彦龙1, 孙健国2
1.南京航空航天大学能源与动力学院 江苏南京210016;2.南京航空航天大学能源与动力学院 江苏南京210017
摘要:
首次将动态神经网络逆控制用于航空发动机直接推力控制。为了有效消除由于神经网络逆模型构造误差(即神经网络逆模型不可能完全逼近航空发动机的逆模型)而产生的稳态误差和解决航空发动机推力不易测量的困难,分别设计了积分补偿器和推力估计器,从而实现航空发动机直接推力控制。飞行包线内数字仿真结果表明,此控制方案具有良好的动静态性能、精度高、跟踪快。
关键词:  航空发动机  控制  推力估计器+  补偿器  神经网络
DOI:
分类号:V233.7
基金项目:国家自然科学基金(50576033);航空科学基金(04C52019)
Aeroengine direct thrust control based on neural network inverse control
YAO Yan-long1, SUN Jian-guo2
1.Coll.of Energy and Power,Nanjing Univ.of Aeronautics and Astronantics,Nanjing 210016,China;2.Coll.of Energy and Power,Nanjing Univ.of Aeronautics and Astronantics,Nanjing 210017,China
Abstract:
Dynamic neural network inverse control is applied to aeroengine direct thrust control for the first time.For avoiding steady state error caused by construction error of neural network inverse model,which can not be exactly the same as inverse model of aeroengine,an integral compensator which parallelly connects with above neural network inverse model is designed.Dynamic neural network inverse controller is obtained.An aeroengine thrust estimator is designed with neural network for overcoming a difficult problem that aeroengine thrust can not be measured accurately by sensor.Digital simulation results show that this control scheme has good dynamic and steady state performance, high precision and fast tracking ability.
Key words:  Aircraft engine  Control  Thrust estimator  Compensator  Neural network