Title :
Stable adaptive control of a multivariable nonlinear process
Author :
Safa, Choueikh ; Saïd, Salim Hadj ; M´Sahli, Faouzi
Author_Institution :
Dept. of Electr. Eng., Nat. Eng. Sch. of Monastir, Monastir, Tunisia
Abstract :
In this paper, we apply an adaptive control algorithm to a nonlinear multivariable process. Such controller is based on the multiple models approach. As the design of the control law requires the knowledge of the dynamical model of the system, we deal firstly with the identification of the system parameters using the recursive least squares and the retro propagation of the gradient algorithms. Then, we focus on the application of the multiple model approach. So, we decomposed the nonlinear model of the system in sub-systems and we adopted a proper criterion of commutation between the various models. The global control consists in the interpolation between the elementary control extracted from each model. The resulting controller is applied to a multivariable process to solve a tracking problem of the water levels into a twin tank process. The control strategy ensures the stability of the closed loop system and guarantees a good behavior when tracking a reference trajectory.
Keywords :
adaptive control; closed loop systems; control system synthesis; gradient methods; least squares approximations; multivariable control systems; nonlinear control systems; recursive estimation; stability; closed loop system; commutation proper criterion; control law design; dynamical model; elementary control extraction; gradient algorithms; multiple model approach; nonlinear multivariable process; recursive least squares; reference trajectory; retro propagation; stable adaptive control; system parameters; twin tank process; Adaptation model; Adaptive control; Artificial neural networks; Equations; Mathematical model; Process control; Vectors; Adaptive control; Switching; multiple model; neural networks; twin tank process;
Conference_Titel :
Systems, Signals and Devices (SSD), 2011 8th International Multi-Conference on
Conference_Location :
Sousse
Print_ISBN :
978-1-4577-0413-0
DOI :
10.1109/SSD.2011.5767463