Title :
Evaluation of the NEPSAC nonlinear predictive controller on a thermal process
Author :
De Keyser, Robin ; Hernandez, Andres
Author_Institution :
Dept. of Electr. Energy, Syst. & Autom., Ghent Univ., Ghent, Belgium
Abstract :
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.
Keywords :
adaptive control; linearisation techniques; nonlinear control systems; predictive control; process control; temperature control; NEPSAC nonlinear predictive controller evaluation; NMPC; high-quality product manufacturing; industrial applications; linear MPC controller; linear PI controller; linear PID controller; nonlinear dynamics; nonlinear extended prediction self-adaptive control; nonlinear model predictive control; nonlinear processes; optimal control actions; thermal process; Mathematical model; Nonlinear systems; Prediction algorithms; Predictive control; Predictive models; Water heating;
Conference_Titel :
Control Conference (ECC), 2014 European
Conference_Location :
Strasbourg
Print_ISBN :
978-3-9524269-1-3
DOI :
10.1109/ECC.2014.6862319