DocumentCode
1251927
Title
An alternative solution to the model structure selection problem
Author
Mendez, E.M.A.M. ; Billings, Steve A.
Author_Institution
Departamento de Eletricidade, Fundacao de Ensino Superior de Sao Jodo Del Rei, Sao Joao Del Rei, Brazil
Volume
31
Issue
6
fYear
2001
fDate
11/1/2001 12:00:00 AM
Firstpage
597
Lastpage
608
Abstract
An alternative solution to the model structure selection problem is introduced by conducting a forward search through the many possible candidate model terms initially and then performing an exhaustive all subset model selection on the resulting model. An example is included to demonstrate that this approach leads to dynamically valid nonlinear models
Keywords
autoregressive moving average processes; identification; nonlinear systems; search problems; NARMAX model; forward search; identification; model structure selection; nonlinear models; Algorithm design and analysis; Context modeling; Control engineering; Control system synthesis; Information analysis; Mathematical model; Nonlinear control systems; Parameter estimation; Stochastic systems; Testing;
fLanguage
English
Journal_Title
Systems, Man and Cybernetics, Part A: Systems and Humans, IEEE Transactions on
Publisher
ieee
ISSN
1083-4427
Type
jour
DOI
10.1109/3468.983416
Filename
983416
Link To Document