Closed-loop system identification using subspace-based methods

被引:0
作者
Zhao, Y [1 ]
Westwick, D [1 ]
机构
[1] Univ Calgary, Dept Elect & Comp Engn, Calgary, AB, Canada
来源
CCECE 2003: CANADIAN CONFERENCE ON ELECTRICAL AND COMPUTER ENGINEERING, VOLS 1-3, PROCEEDINGS: TOWARD A CARING AND HUMANE TECHNOLOGY | 2003年
关键词
system identification; subspace; closed-loop; non-white process noise; white output noise;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
System identification using subspace-based methods has been a hot research topic in the past few years. Subspace methods fit state space models directly from the input and output signals measured from systems. In this paper we present a new way to identify a LTI system operating in a closed-loop experiment. One of the MOESP identification methods is adapted to identify the deterministic part of system operating in closed-loop experiment with non-white process noise and white output noise. A state space model will be computed to provide the relationship between the input and output of the plant. A simulation example is also provided to show how the algorithm works.
引用
收藏
页码:1727 / 1730
页数:4
相关论文
共 50 条
[31]   Subspace-based identification of stochastic systems using innovation model [J].
Ohsumi, A ;
Takashima, S ;
Kameyama, K .
(SYSID'97): SYSTEM IDENTIFICATION, VOLS 1-3, 1998, :1063-1068
[32]   Recursive Predictor-Based Subspace Identification With Application to the Real-Time Closed-Loop Tracking of Flutter [J].
Houtzager, Ivo ;
van Wingerden, Jan-Willem ;
Verhaegen, Michel .
IEEE TRANSACTIONS ON CONTROL SYSTEMS TECHNOLOGY, 2012, 20 (04) :934-949
[33]   Indirect Approach for Closed-loop System Identification with Fractional Models [J].
Yakoub, Z. ;
Chetoui, M. ;
Amairi, M. ;
Aoun, M. .
2014 INTERNATIONAL CONFERENCE ON FRACTIONAL DIFFERENTIATION AND ITS APPLICATIONS (ICFDA), 2014,
[34]   A bias correction method for fractional closed-loop system identification [J].
Yakoub, Z. ;
Chetoui, M. ;
Amairi, M. ;
Aoun, M. .
JOURNAL OF PROCESS CONTROL, 2015, 33 :25-36
[35]   Direct Closed-Loop Identification Approach to Magnetic Levitation System [J].
Sun, Lianming ;
Sano, Akira ;
Liu, Xinyu .
IFAC PAPERSONLINE, 2018, 51 (15) :610-615
[36]   Identification and control - Closed-loop issues [J].
VandenHof, PMJ ;
Schrama, RJP .
AUTOMATICA, 1995, 31 (12) :1751-1770
[37]   Comparison Study between Open-Loop and Closed-Loop Identification for Industrial Hydraulics Actuator System [J].
Ali, Nur Husnina Mohamad ;
Ghazali, Rozaimi ;
Jaafar, Hazriq Izzuan ;
Ghani, Muhammad Fadli ;
Soon, Chong Chee ;
Has, Zulfatman .
INTERNATIONAL JOURNAL OF MECHANICAL ENGINEERING AND ROBOTICS RESEARCH, 2024, 13 (05) :516-521
[38]   Closed-loop position control system using LAVIEW [J].
Aaron, KR ;
Foster, NL ;
Hazel, DP ;
Basher, AMH .
IEEE SOUTHEASTCON 2002: PROCEEDINGS, 2002, :283-286
[39]   Subspace-based damage identification of roller bearing [J].
Gautier, G. ;
Serra, R. ;
Mencik, J. -M. .
AVE2014 - 4IEME COLLOQUE ANALYSE VIBRATOIRE EXPERIMENTALE / EXPERIMENTAL VIBRATION ANALYSIS, 2015, 20
[40]   A new method for closed-loop identification based on enforced oscillations [J].
Juric, Z ;
Perunicic, B .
Proceedings of the 23rd IASTED International Conference on Modelling, Identification, and Control, 2004, :85-91