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
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
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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.