An efficient implementation of the PI subspace state-space system identification algorithm

被引：0

作者：

Westwick, DT ^{[1
]}

Kearney, RE ^{[1
]}

Verhaegen, M ^{[1
]}

机构：

[1] McGill Univ, Dept Biomed Engn, Quebec City, PQ, Canada

来源：

PROCEEDINGS OF THE 18TH ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY, VOL 18, PTS 1-5 | 1997年 / 18卷

关键词：

D O I：

暂无

中图分类号：

R318 [生物医学工程];

学科分类号：

0831 ;

摘要：

Subspace based methods for linear system identification are robust, require few a priori assumption's, and impose minimal restrictions on the type of input used to probe the system. However, due to their excessive computational and storage requirements, they have seen only limited application within biomedical engineering. In this paper, we develop a fast, low memory variant of an instrumental variable subspace method. Monte-Carlo simulations demonstrate the acceleration achieved by this new implementation.

引用

页码：1674 / 1675

页数：2

共 50 条

[31] Subspace state space system identification for industrial processes [J].

Favoreel, W ;

De Moor, B ;

Van Overschee, P .

JOURNAL OF PROCESS CONTROL, 2000, 10 (2-3) :149-155

[32] Subspace state space system identification for industrial processes [J].

Favoreel, W ;

De Moor, B ;

Van Overschee, P .

DYNAMICS & CONTROL OF PROCESS SYSTEMS 1998, VOLUMES 1 AND 2, 1999, :319-327

[33] State-Space Based Modeling for Imaging System Identification [J].

Kaur, Balvinder ;

Hixson, Jonathan G. .

MOBILE MULTIMEDIA/IMAGE PROCESSING, SECURITY, AND APPLICATIONS 2017, 2017, 10221

[34] State-space system identification of robot manipulator dynamics [J].

Johansson, R ;

Robertsson, A ;

Nilsson, K ;

Verhaegen, M .

MECHATRONICS, 2000, 10 (03) :403-418

[35] Variational system identification for nonlinear state-space models [J].

Courts, Jarrad ;

Wills, Adrian G. ;

Schon, Thomas B. ;

Ninness, Brett .

AUTOMATICA, 2023, 147

[36] Component system identification and state-space model synthesis [J].

Sjovall, Per ;

Abrahamsson, Thomas .

MECHANICAL SYSTEMS AND SIGNAL PROCESSING, 2007, 21 (07) :2697-2714

[37] Identification of a Dynamical Model of the Latching Mechanism of an Aircraft Hatch Door using the Numerical Algorithms for Subspace State-Space System Identification [J].

Pappalardo, Carmine Maria ;

Lettieri, Antonio ;

Guida, Domenico .

IAENG International Journal of Applied Mathematics, 2021, 51 (02)

[38] Fixed point iteration-based subspace identification of Hammerstein state-space models [J].

Hou, Jie ;

Chen, Fengwei ;

Li, Penghua ;

Zhu, Zhiqin .

IET CONTROL THEORY AND APPLICATIONS, 2019, 13 (08) :1173-1181

[39] Nuclear norm subspace identification of continuous time state-space models with missing outputs [J].

Varanasi, Santhosh Kumar ;

Jampana, Phanindra .

CONTROL ENGINEERING PRACTICE, 2020, 95

[40] Towards a state-space polytopic uncertainty description using subspace model identification techniques [J].

Van den Boom, TJJ ;

Haverkamp, BRJ .

INTERNATIONAL JOURNAL OF CONTROL, 2003, 76 (15) :1570-1583

← 1 2 3 4 5 →