Title :
A Hybrid ACO and Nelder-Mead constrained algorithm for controller and anti-windup tuning
Author :
Blondin, Maude-Josee ; Sicard, Pierre
Author_Institution :
Groupe de Rech. en Electron. Ind., Univ. du Quebec a Trois-Rivieres, Trois-Rivières, QC, Canada
Abstract :
Nonlinear controller tuning with anti-windup is not trivial since the parameters within the structure are interdependent. A global optimization-based tuning approach can handle this interdependence. A hybrid Ant Colony Optimization (ACO) and Nelder-Mead (NM) algorithm for controller and anti-windup tuning efficiently solves this problem. This paper proposes a new way to constrain ACO-NM algorithm to ensure positivity of key parameters in order to avoid searches in instability or low robustness regions and to improve computation time to reach an optimal solution.
Keywords :
ant colony optimisation; industrial control; nonlinear control systems; three-term control; tuning; ACO-NM algorithm; Nelder-Mead constrained algorithm; ant colony optimization; antiwindup tuning; global optimization-based tuning approach; nonlinear controller tuning; Algorithm design and analysis; Ant colony optimization; Couplings; Genetic algorithms; Linear programming; Optimization; Tuning; Active damping; Autotuning; DC machine; Motion control; Non-linear control; Optimal control;
Conference_Titel :
Power Electronics and Applications (EPE'14-ECCE Europe), 2014 16th European Conference on
Conference_Location :
Lappeenranta
DOI :
10.1109/EPE.2014.6910980