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SVR在航空发动机基线挖掘中的应用研究

曹惠玲 张卓 曲春刚

机械科学与技术2017,Vol.36Issue(1):152-160,9.
机械科学与技术2017,Vol.36Issue(1):152-160,9.DOI:10.13433/j.cnki.1003-8728.2017.0122

SVR在航空发动机基线挖掘中的应用研究

The Application Research of Support Vector Regression in Aero-engine's Baseline Mining

曹惠玲 1张卓 1曲春刚1

作者信息

  • 1. 中国民航大学航空工程学院,天津300300
  • 折叠

摘要

Abstract

As the aero-engine's baseline is difficult to get,Support Vector Regression (SVR) is used with data from monitoring systems of manufacturers and Quick Access Recorder (QAR) to do baseline mining analysis,providing a variety of ways to get baseline and the results turned out to have a good reliability.SVR is fast and precise in dealing with nonlinear regression analysis.Single parameter regression and multi-parameter regression can be processed by using SVR.The conclusion can be drawn from analysis of calculation results that multi-parameter regression of SVR has a lot of advantages such as small deviation and high accuracy compared with linear regression and single parameter regression of SVR.As a result,the accuracy of the aero-engine's monitoring can be improved effectively.

关键词

航空发动机基线/支持向量回归机/厂家监控系统/快速存储记录器/多参数基线回归

Key words

aero-engine's baseline/SVR/monitoring system of manufacturers/QAR/multi-parameter regression of SVR

分类

航空航天

引用本文复制引用

曹惠玲,张卓,曲春刚..SVR在航空发动机基线挖掘中的应用研究[J].机械科学与技术,2017,36(1):152-160,9.

基金项目

中央高校基本科研业务费专项资金项目(ZXH2012P007)资助 (ZXH2012P007)

机械科学与技术

OA北大核心CSCDCSTPCD

1003-8728

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