DocumentCode
3220236
Title
An analysis of Variance Approach to tuning of Generalized Predictive Controllers for Second Order plus Dead Time models
Author
Neshasteriz, A.R. ; Khaki-Sedigh, A. ; Sadjadian, H.
Author_Institution
Dept. of Control Eng., K.N. Toosi Univ. of Technol., Tehran, Iran
fYear
2010
fDate
9-11 June 2010
Firstpage
1059
Lastpage
1064
Abstract
This paper presents a new tuning strategy for Generalized Predictive Controllers (GPC) based on Analysis of Variance (ANOVA). This strategy is derived for Second Order plus Dead Time (SOPDT) models of an industrial plant. Moreover, SOPDT modeling allows oscillating modes to be included in the model dynamics. The tuning strategy employs a simple expression for the tuning parameter as a function of plant parameters which is absent in earlier tuning attempts. This novel expression is extracted using ANOVA method combined with nonlinear regression. Also, a better performance index value and more convenient implementation are obtained in comparison with the conventional GPC tuning methods. Therefore, the tuning strategy for SOPDT models is both more comprehensive and more effective than traditional First Order plus Dead Time (FOPDT) model tunings. The proposed strategy is verified by two comparative simulation studies.
Keywords
control system synthesis; industrial control; industrial plants; nonlinear systems; performance index; predictive control; statistical analysis; ANOVA; Analysis of Variance; GPC tuning method; generalized predictive controller; industrial plant parameter; nonlinear regression; performance index value; second order plus dead time model; tuning parameter; tuning strategy; Analysis of variance; Automatic control; Computer errors; Control engineering; Error correction; Industrial control; Industrial plants; Predictive control; Predictive models; Tuning;
fLanguage
English
Publisher
ieee
Conference_Titel
Control and Automation (ICCA), 2010 8th IEEE International Conference on
Conference_Location
Xiamen
ISSN
1948-3449
Print_ISBN
978-1-4244-5195-1
Electronic_ISBN
1948-3449
Type
conf
DOI
10.1109/ICCA.2010.5524349
Filename
5524349
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