Realization and Comparison of System Identification Based on Different Least Squares Methods
System identification, which includes parameter identification and non-parameter identification, is to estimate its mathematical model based on the input and output observation in system.This paper discusses the system identification theory and establishes a transfer function of 1/4 vehicles second-order vibration system model.Through the discrete transfer function, the systems difference equation can be obtained to identify the system in two ways, RLS (recursive least squares) and RELS (extended recursive least squares).Finally, the paper makes a comparative analysis about RLS and RELS in connection with the vehicle model.The results show that RELS method is more accurate and has stronger convergence than RLS method, which provides the basis for the researching of control systems algorithm, simulation and making control strategy.
system identification MATLAB RELS RLS parameter identification
Xudong Zhang Jifu Guan Liang Gu
Noise and Vibration Control Laboratory,School of Mechanical Engineering,Beijing Institute of Technology,Beijing,PR China
国际会议
上海
英文
2167-2170
2012-10-19(万方平台首次上网日期,不代表论文的发表时间)