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线性回归方法在实时测控系统参数估计中的应用

王鹏宇 项树林 张必彦

舰船电子工程2019,Vol.39Issue(11):47-50,186,5.
舰船电子工程2019,Vol.39Issue(11):47-50,186,5.DOI:10.3969/j.issn.1672-9730.2019.11.012

线性回归方法在实时测控系统参数估计中的应用

Application of Linear Regression to Parameter Estimation in Real-Time Measurement and Control System

王鹏宇 1项树林 1张必彦1

作者信息

  • 1. 91550部队 大连 116023
  • 折叠

摘要

Abstract

According to the parameter estimation of the requirements in real-time measurement and control system ,this paper has presented a method of parameter prediction based on linear regression model and designed the structure of the system. The linear regression model is established and model resolution is introduced based on the requirement. The characteristics of traditional linear regression ,Ridge and Lasso model are analysed and verified by simulation. At last,a scheme of model selection is presented for different applications. These research results has been applied and obtain good effects.

关键词

线性回归/实时处理/参数估计/过拟合

Key words

linear regression/real-time processing/parameter prediction/overfitting

分类

航空航天

引用本文复制引用

王鹏宇,项树林,张必彦..线性回归方法在实时测控系统参数估计中的应用[J].舰船电子工程,2019,39(11):47-50,186,5.

舰船电子工程

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1672-9730

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