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基于NARMAX辨识航空发动机起动过程数学模型

郭政波 望佳 尹文强 姚尚宏 苏三买

航空科学技术2016,Vol.27Issue(5):22-26,5.
航空科学技术2016,Vol.27Issue(5):22-26,5.

基于NARMAX辨识航空发动机起动过程数学模型

ldentiifcation of Aero-engine Starting Process Mathematical Model Based on NARMAX

郭政波 1望佳 1尹文强 1姚尚宏 1苏三买2

作者信息

  • 1. 中国飞行试验研究院 发动机所,陕西 西安 710089
  • 2. 西北工业大学 动力与能源学院,陕西 西安 710072
  • 折叠

摘要

Abstract

Developing a mathematical model with high accuracy is of great importance to the design and development of aero-engine. The aero-engine is a complex nonlinear system. Nonlinear Auto Regressive Moving Average model with exogenous input(NARMAX)is able to model any kinds of nonlinearities. As a result,the aero-engine starting process was simulated by a NARMAX model utilizing an improved orthogonal least squares with error reduction ratio algorithm. According to the experimental results,the developed NARMAX model has a better accuracy and faster regression than the least squares method for identifying the aero-engine starting process. Therefore,the NARMAX model can meet the accuracy and real-time requirements,and thus capture the engine performance effectively in real-time.

关键词

航空发动机/辨识模型/NARMAX模型/ERR算法/起动过程

Key words

aero-engine/identify model/NARMAX model/error reduction ratio algorithm/starting process

分类

航空航天

引用本文复制引用

郭政波,望佳,尹文强,姚尚宏,苏三买..基于NARMAX辨识航空发动机起动过程数学模型[J].航空科学技术,2016,27(5):22-26,5.

航空科学技术

1007-5453

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