Accuracy-complexity trade-off of some nonlinear identification methods: benchmark case studies

Anne Van Mulders; Laurent Vanbeylen; Anna Marconato

Samenvatting

This poster shows a comparison of the results of several nonlinear system identification techniques on a number of benchmark examples.
An effective graphical representation is used to evaluate the trade-off between model quality and number of parameters. An interpretation of the results allows one to group the families of the considered nonlinear models: block-oriented, nonlinear state-space, neural networks models, ...
Some theoretical open issues need still to be addressed and will be raised during the discussion.

Originele taal-2	English
Titel	European Research Network on System Identification workshop (ERNSI 2012), Maastricht (The Netherlands), 23-26 September 2012,
Status	Published - 23 sep. 2012
Evenement	ERNSI'2012, European Research Network on System Identification - Maastricht, Netherlands Duur: 23 sep. 2012 → 26 sep. 2012

Conference

Conference	ERNSI'2012, European Research Network on System Identification
Land/Regio	Netherlands
Stad	Maastricht
Periode	23/09/12 → 26/09/12

Citeer dit

@inbook{c1f1ba99b39b4f90828a2154d95faa62,

title = "Accuracy-complexity trade-off of some nonlinear identification methods: benchmark case studies",

abstract = "This poster shows a comparison of the results of several nonlinear system identification techniques on a number of benchmark examples. An effective graphical representation is used to evaluate the trade-off between model quality and number of parameters. An interpretation of the results allows one to group the families of the considered nonlinear models: block-oriented, nonlinear state-space, neural networks models, ... Some theoretical open issues need still to be addressed and will be raised during the discussion.",

keywords = "nonlinear system identification, accuracy-complexity tradeoff",

author = "{Van Mulders}, Anne and Laurent Vanbeylen and Anna Marconato",

year = "2012",

month = sep,

day = "23",

language = "English",

booktitle = "European Research Network on System Identification workshop (ERNSI 2012), Maastricht (The Netherlands), 23-26 September 2012,",

note = "ERNSI'2012, European Research Network on System Identification ; Conference date: 23-09-2012 Through 26-09-2012",

}

Van Mulders, A, Vanbeylen, L & Marconato, A 2012, Accuracy-complexity trade-off of some nonlinear identification methods: benchmark case studies. in European Research Network on System Identification workshop (ERNSI 2012), Maastricht (The Netherlands), 23-26 September 2012,. ERNSI'2012, European Research Network on System Identification, Maastricht, Netherlands, 23/09/12.

TY - CHAP

T1 - Accuracy-complexity trade-off of some nonlinear identification methods: benchmark case studies

AU - Van Mulders, Anne

AU - Vanbeylen, Laurent

AU - Marconato, Anna

PY - 2012/9/23

Y1 - 2012/9/23

N2 - This poster shows a comparison of the results of several nonlinear system identification techniques on a number of benchmark examples. An effective graphical representation is used to evaluate the trade-off between model quality and number of parameters. An interpretation of the results allows one to group the families of the considered nonlinear models: block-oriented, nonlinear state-space, neural networks models, ... Some theoretical open issues need still to be addressed and will be raised during the discussion.

AB - This poster shows a comparison of the results of several nonlinear system identification techniques on a number of benchmark examples. An effective graphical representation is used to evaluate the trade-off between model quality and number of parameters. An interpretation of the results allows one to group the families of the considered nonlinear models: block-oriented, nonlinear state-space, neural networks models, ... Some theoretical open issues need still to be addressed and will be raised during the discussion.

KW - nonlinear system identification

KW - accuracy-complexity tradeoff

M3 - Meeting abstract (Book)

BT - European Research Network on System Identification workshop (ERNSI 2012), Maastricht (The Netherlands), 23-26 September 2012,

T2 - ERNSI'2012, European Research Network on System Identification

Y2 - 23 September 2012 through 26 September 2012

ER -

Accuracy-complexity trade-off of some nonlinear identification methods: benchmark case studies

Samenvatting

Conference

Vingerafdruk

Citeer dit