Title :
Efficient approximate robust MPC based on quad-tree partitioning
Author :
Cychowski, Marcin T. ; O´Mahony, Thomas
Author_Institution :
Cork Inst. of Technol.
Abstract :
Recently, the approximate solutions to the infinite horizon min-max model predictive control with a time-varying terminal cost and constraint have been explicitly characterized in the form of a piecewise affine (PWA) state feedback law defined on an orthogonal partition of the state-space [M.T. Cychowski, T. O\´Mahony, 2005]. The advantage of this formulation is the reduction in online computational complexity which amounts to the evaluation of a PWA function in the control unit. This paper extends the authors work in "efficient off-line solutions to robust model predictive control using orthogonal partitioning". In order to accommodate a wider class of systems, a nominal performance cost is chosen to substitute the "worst-case" one in the existing MPC technique. Robust exponential stability of the controller is established by means of satisfaction of certain linear matrix inequalities (LMIs). The proposed approach is applied to control a current loop of a permanent-magnet synchronous motor (PMSM) and an uncertain double integrator
Keywords :
asymptotic stability; computational complexity; linear matrix inequalities; machine control; minimax techniques; permanent magnet motors; predictive control; quadtrees; robust control; state-space methods; PWA function; approximate robust MPC; computational complexity; infinite horizon min-max model predictive control; linear matrix inequalities; orthogonal partition; permanent-magnet synchronous motor; piecewise affine state feedback law; quad-tree partitioning; robust exponential stability; robust model predictive control; time-varying terminal constraint; time-varying terminal cost; Computational complexity; Costs; Infinite horizon; Linear matrix inequalities; Predictive control; Predictive models; Robust control; Robust stability; Robustness; State feedback;
Conference_Titel :
Control Applications, 2005. CCA 2005. Proceedings of 2005 IEEE Conference on
Conference_Location :
Toronto, Ont.
Print_ISBN :
0-7803-9354-6
DOI :
10.1109/CCA.2005.1507131