推进技术 ›› 2001, Vol. 22 ›› Issue (1): 58-60.

• • 上一篇    下一篇

基于Adaline网的航空发动机自适应控制

丁凯锋,樊思齐   

  1. 中国飞行试验研究院!陕西西安710089;西北工业大学航空动力与热力工程系!陕西西安710072
  • 发布日期:2021-08-15

Aeroengine adaptive control based on adaline network

  1. Chinese Flight Establishment,Xi’an 710089,China;Dept.of Aeroengine Engineering,Northwestern Polytechnical Univ.,Xi’an 710072,China
  • Published:2021-08-15

摘要: 根据发动机模型非线性、关系式呈隐性和具有不确定性的工作特点 ,提出了一种基于Adaline网的发动机自适应控制方案 ,该方案中的神经网络辨识器和神经网络控制器均采用两层线性Adaline网 ,权值采用Widrow Hoffδ学习规则更新。仿真结果表明这种方法具有方案简单、稳定性好、实时性好等优点 ,可在全飞行包线内对发动机进行在线控制

关键词: 航空发动机;人工神经元网络;神经网络辨识器;神经网络控制器;自适应控制

Abstract: Associated with the characteristic of nonlinear,recessive and uncertain of model,a kind of aeroengine adaptive control scheme based on adaline network was presented.Two layered linear adaline network were used both in the neural estimator and nueral controller.The weight was updated using Widrow Hoff delta rule. Simulation results show that the scheme has the advantage of briefness,stability and better real time ability.It can be used on the on line control of aeroengine throughout the full flight envelope.

Key words: Aircraft engine;Artificial neural network;Neural estimator;Neural controller;Adaptive control