Application of Linear Regression to Parameter Estimation in Real-Time Measurement and Control System
WANG Pengyu
XIANG Shulin
ZHANG Biyan
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.
Keywords：linear regressionreal-time processingparameter predictionoverfitting
Publication Date：2019-01-01
Online Publishing Date：2025-08-15(First online date of this platform, not the publication date of the document)
Pages：5( 47-50,186 )