Title :
An application of the proximal point algorithm to optimal control of affine switched systems
Author :
Azhmyakov, V. ; Raisch, J. ; Velázquez, R.
Author_Institution :
Dept. de Control Automatico, CINVESTAV, Mexico City, Mexico
Abstract :
This paper focuses on the proximal point regularization technique for a class of optimal control processes governed by affine switched systems. We consider some controllable dynamical systems described by nonlinear ordinary differential equations which are affine in the input. The affine structure of the control systems under consideration makes it possible to establish some continuity/approximability properties of the dynamical models and to characterize these dynamical models as convex control systems. We show that, for some classes of cost functionals, the associated optimal control problems (OCPs) correspond to the standard convex optimization problems in a suitable Hilbert space. The latter can be reliably solved using standard first-order optimization algorithms and consistent regularization schemes. In particular, we propose a conceptual numerical approach based on gradient-type methods and proximal point techniques.
Keywords :
Hilbert spaces; controllability; convex programming; differential equations; optimal control; time-varying systems; Hilbert space; affine structure; affine switched systems; conceptual numerical approach; controllable dynamical systems; cost functionals; nonlinear ordinary differential equations; optimal control problems; proximal point algorithm; proximal point regularization; standard convex optimization problems; standard first-order optimization; Control system synthesis; Control systems; Control theory; Cost function; Differential equations; Discrete event systems; Hilbert space; Nonlinear control systems; Optimal control; Switched systems;
Conference_Titel :
Industrial Technology (ICIT), 2010 IEEE International Conference on
Conference_Location :
Vi a del Mar
Print_ISBN :
978-1-4244-5695-6
Electronic_ISBN :
978-1-4244-5696-3
DOI :
10.1109/ICIT.2010.5472478