DocumentCode :
2829391
Title :
MPDopt: A versatile toolbox for adjoint-based model predictive control of smooth and switched nonlinear dynamic systems
Author :
Summers, Sean ; Bewley, Thomas R.
Author_Institution :
California Univ., San Diego
fYear :
2007
fDate :
12-14 Dec. 2007
Firstpage :
4785
Lastpage :
4790
Abstract :
Over the years, adjoint-based model predictive control (MPC) has proven to be a viable and effective tool for both offline and online optimization of control sequences for dynamic systems governed by differentiable nonlinear equations. This paper extends this versatile method to a class of nonsmooth systems in which the dynamical equation governing the physical system experiences sudden "switches" when the system changes operational modes. This extension involves only minimal alteration of the basic adjoint-based MPC algorithm. We then further improve this algorithm by introducing control trajectory smoothing via state augmentation. Finally, we present a new Matlab toolbox we have developed, MPDopt, that incorporates all of these developments while being user friendly, easily extensible, and capable of offline trajectory planning for wide range of smooth and switched systems of the present class.
Keywords :
control engineering computing; nonlinear differential equations; nonlinear dynamical systems; optimisation; predictive control; time-varying systems; MPDopt toolbox; Matlab toolbox; adjoint-based model predictive control; control sequence optimization; control trajectory smoothing; differentiable nonlinear equations; smooth nonlinear dynamic systems; state augmentation; switched nonlinear dynamic systems; trajectory planning; Mathematical model; Nonlinear control systems; Nonlinear dynamical systems; Nonlinear equations; Predictive control; Predictive models; Smoothing methods; Switched systems; Switches; Trajectory;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Decision and Control, 2007 46th IEEE Conference on
Conference_Location :
New Orleans, LA
ISSN :
0191-2216
Print_ISBN :
978-1-4244-1497-0
Electronic_ISBN :
0191-2216
Type :
conf
DOI :
10.1109/CDC.2007.4434870
Filename :
4434870
Link To Document :
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