Identification of Non-linear Nonautonomous State Space Systems from Input-Output Measurements

Vincent Verdult; Michel Verhaegen; Jacquelien Scherpen

doi:10.1109/ICIT.2000.854161

Identification of Non-linear Nonautonomous State Space Systems from Input-Output Measurements

Vincent Verdult, Michel Verhaegen, Jacquelien Scherpen

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Academic › peer-review

7 Citations (Scopus)

47 Downloads (Pure)

Abstract

This paper presents a method to determine a nonlinear state-space model from a finite number of measurements of the inputs and outputs. The method is based on embedding theory for nonlinear systems, and can be viewed as an extension of the subspace identification method for linear systems. The paper describes the underlying theory and provides some guidelines for using the method in practice. To illustrate the use of the identification method, it was applied to a second-order nonlinear system.

Original language	English
Title of host publication	Proceedings of the IEEE International Conference on Industrial Technology, ICIT 2000
Subtitle of host publication	19-22 January 2000, Goa, India
Place of Publication	Piscataway, NJ
Publisher	IEEE
Pages	410-414
Number of pages	5
ISBN (Print)	0-7803-9812-0
DOIs	https://doi.org/10.1109/ICIT.2000.854161
Publication status	Published - 22 Jan 2000
Event	IEEE International Conference on Industrial Technology, ICIT 2000 - Goa, India Duration: 19 Jan 2000 → 22 Jan 2000

Conference

Conference	IEEE International Conference on Industrial Technology, ICIT 2000
Abbreviated title	ICIT
Country/Territory	India
City	Goa
Period	19/01/00 → 22/01/00

Keywords

Nonlinear systems
State-space methods
Linear systems
Control system analysis
Identification
Nonlinear control systems
Guidelines
Delay
Physics
Ear
Control systems

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10.1109/ICIT.2000.854161

Cite this

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title = "Identification of Non-linear Nonautonomous State Space Systems from Input-Output Measurements",

abstract = "This paper presents a method to determine a nonlinear state-space model from a finite number of measurements of the inputs and outputs. The method is based on embedding theory for nonlinear systems, and can be viewed as an extension of the subspace identification method for linear systems. The paper describes the underlying theory and provides some guidelines for using the method in practice. To illustrate the use of the identification method, it was applied to a second-order nonlinear system.",

keywords = "Nonlinear systems, State-space methods, Linear systems, Control system analysis, Identification, Nonlinear control systems, Guidelines, Delay, Physics, Ear, Control systems",

author = "Vincent Verdult and Michel Verhaegen and Jacquelien Scherpen",

year = "2000",

month = jan,

day = "22",

doi = "10.1109/ICIT.2000.854161",

language = "English",

isbn = "0-7803-9812-0",

pages = "410--414",

booktitle = "Proceedings of the IEEE International Conference on Industrial Technology, ICIT 2000",

publisher = "IEEE",

address = "United States",

note = "IEEE International Conference on Industrial Technology, ICIT 2000, ICIT ; Conference date: 19-01-2000 Through 22-01-2000",

}

Verdult, V, Verhaegen, M & Scherpen, J 2000, Identification of Non-linear Nonautonomous State Space Systems from Input-Output Measurements. in Proceedings of the IEEE International Conference on Industrial Technology, ICIT 2000: 19-22 January 2000, Goa, India. IEEE, Piscataway, NJ, pp. 410-414, IEEE International Conference on Industrial Technology, ICIT 2000, Goa, India, 19/01/00. https://doi.org/10.1109/ICIT.2000.854161

Identification of Non-linear Nonautonomous State Space Systems from Input-Output Measurements. / Verdult, Vincent; Verhaegen, Michel; Scherpen, Jacquelien.
Proceedings of the IEEE International Conference on Industrial Technology, ICIT 2000: 19-22 January 2000, Goa, India. Piscataway, NJ: IEEE, 2000. p. 410-414.

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Academic › peer-review

TY - GEN

T1 - Identification of Non-linear Nonautonomous State Space Systems from Input-Output Measurements

AU - Verdult, Vincent

AU - Verhaegen, Michel

AU - Scherpen, Jacquelien

PY - 2000/1/22

Y1 - 2000/1/22

N2 - This paper presents a method to determine a nonlinear state-space model from a finite number of measurements of the inputs and outputs. The method is based on embedding theory for nonlinear systems, and can be viewed as an extension of the subspace identification method for linear systems. The paper describes the underlying theory and provides some guidelines for using the method in practice. To illustrate the use of the identification method, it was applied to a second-order nonlinear system.

AB - This paper presents a method to determine a nonlinear state-space model from a finite number of measurements of the inputs and outputs. The method is based on embedding theory for nonlinear systems, and can be viewed as an extension of the subspace identification method for linear systems. The paper describes the underlying theory and provides some guidelines for using the method in practice. To illustrate the use of the identification method, it was applied to a second-order nonlinear system.

KW - Nonlinear systems

KW - State-space methods

KW - Linear systems

KW - Control system analysis

KW - Identification

KW - Nonlinear control systems

KW - Guidelines

KW - Delay

KW - Physics

KW - Ear

KW - Control systems

U2 - 10.1109/ICIT.2000.854161

DO - 10.1109/ICIT.2000.854161

M3 - Conference contribution

SN - 0-7803-9812-0

SP - 410

EP - 414

BT - Proceedings of the IEEE International Conference on Industrial Technology, ICIT 2000

PB - IEEE

CY - Piscataway, NJ

T2 - IEEE International Conference on Industrial Technology, ICIT 2000

Y2 - 19 January 2000 through 22 January 2000

ER -

Identification of Non-linear Nonautonomous State Space Systems from Input-Output Measurements

Abstract

Conference

Keywords

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