Global Least Squares for Time-Domain System Identification of State-Space Models

被引:0
|
作者
Harker, Matthew [1 ]
Rath, Gerhard [1 ]
机构
[1] Univ Leoben, Inst Automat, Leoben, Austria
关键词
-system identification; output error; global leastsquares; variable projection method;
D O I
暂无
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
This This paper describes a new method for identifying the system parameters of a dynamic system in state-space form by minimizing the least-squares error of the measured system output. The variable projection method is used to eliminate the necessity of estimating the system states, and reduce the system identification cost function to a function of only the system parameters. The method is verified using real data of the angle of a pendulum mounted on a trolley with position control.
引用
收藏
页码:590 / 595
页数:6
相关论文
共 50 条
  • [1] State-space representation of radiation forces in time-domain vessel models
    Kristiansen, E
    Hjulstad, Å
    Egeland, O
    [J]. OCEAN ENGINEERING, 2005, 32 (17-18) : 2195 - 2216
  • [2] Parametric identification of state-space dynamic systems: A time-domain perspective
    Nazarenko, Oleksandr M.
    Filchenko, Dmytro V.
    [J]. INTERNATIONAL JOURNAL OF INNOVATIVE COMPUTING INFORMATION AND CONTROL, 2008, 4 (07): : 1553 - 1565
  • [3] State-space system representation of time-domain responses from electromagnetic simulations
    Naishadham, K
    Piou, JE
    [J]. 2005 IEEE MTT-S International Microwave Symposium, Vols 1-4, 2005, : 187 - 190
  • [4] Least-squares parameter estimation for state-space models with state equality constraints
    Ricco, Rodrigo A.
    Teixeira, Bruno O. S.
    [J]. INTERNATIONAL JOURNAL OF SYSTEMS SCIENCE, 2022, 53 (01) : 1 - 13
  • [5] Time-Domain Hydroelastic Analysis of a Flexible Marine Structure Using State-Space Models
    Taghipour, Reza
    Perez, Tristan
    Moan, Torgeir
    [J]. JOURNAL OF OFFSHORE MECHANICS AND ARCTIC ENGINEERING-TRANSACTIONS OF THE ASME, 2009, 131 (01): : 1 - 9
  • [6] Time-Domain Absorbing Boundary Terminations for Waveguide Ports Based on State-Space Models
    Flisgen, Thomas
    Heller, Johann
    van Rienen, Ursula
    [J]. IEEE TRANSACTIONS ON MAGNETICS, 2014, 50 (02) : 145 - 148
  • [7] System identification of nonlinear state-space models
    Schon, Thomas B.
    Wills, Adrian
    Ninness, Brett
    [J]. AUTOMATICA, 2011, 47 (01) : 39 - 49
  • [8] State-space recursive least squares: Part II
    Malik, MB
    [J]. SIGNAL PROCESSING, 2004, 84 (09) : 1719 - 1728
  • [9] A bias-free least-squares parameter estimator for continuous-time state-space models
    Garnier, H
    Sibille, P
    Bastogne, T
    [J]. PROCEEDINGS OF THE 36TH IEEE CONFERENCE ON DECISION AND CONTROL, VOLS 1-5, 1997, : 1860 - 1865
  • [10] Variational system identification for nonlinear state-space models
    Courts, Jarrad
    Wills, Adrian G.
    Schon, Thomas B.
    Ninness, Brett
    [J]. AUTOMATICA, 2023, 147