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Evaluation of the NEPSAC nonlinear predictive controller on a thermal process
De Keyser, Robin; Hernandez Naranjo, Jairo Andres
2014In 2014 European Control Conference, ECC 2014
Peer reviewed
 

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Keywords :
Local linearization; Non-linear controllers; Nonlinear model predictive control; Nonlinear thermal process; Operating condition; Predictive controller; Self adaptive control; Simulation example; Control and Systems Engineering
Abstract :
[en] Nonlinear dynamics are commonly encountered in industrial applications, where manufacturing of higher quality products very often requires that the process works within a wide range of operating conditions close to the boundaries. Nonlinear Model Predictive Control (NMPC) appears as a solution due to its capability to find optimal control actions for the case of nonlinear processes with constraints. In this contribution, the control problem is solved using the Nonlinear Extended Prediction Self-Adaptive Control (NEPSAC) approach to model predictive control (MPC), which besides of being a fast algorithm also avoids explicit local linearization by directly using the nonlinear model for prediction. The effectiveness of the mentioned nonlinear controller and the procedure to express a nonlinear model suitable for prediction is illustrated on a simulation example of a highly nonlinear thermal process. Furthermore, the benefits of NEPSAC are clearly shown by comparing its performance to linear controllers such as linear MPC, PI and PID controllers.
Disciplines :
Electrical & electronics engineering
Author, co-author :
De Keyser, Robin;  Ghent University, Faculty of Engineering and Architecture, Department of Electrical Energy, Systems and Automation, Gent, Belgium
Hernandez Naranjo, Jairo Andres  ;  Université de Liège - ULiège > Département d'aérospatiale et mécanique > Systèmes énergétiques
Language :
English
Title :
Evaluation of the NEPSAC nonlinear predictive controller on a thermal process
Publication date :
22 July 2014
Event name :
2014 European Control Conference (ECC)
Event place :
Strasbourg, France
Event date :
24-06-2014 => 27-06-2014
By request :
Yes
Audience :
International
Main work title :
2014 European Control Conference, ECC 2014
Publisher :
Institute of Electrical and Electronics Engineers Inc.
ISBN/EAN :
978-3-9524269-1-3
Peer review/Selection committee :
Peer reviewed
Available on ORBi :
since 03 October 2025

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