Title :
Optimized Dynamic Policy for Receding Horizon Control of Linear Time-Varying Systems With Bounded Disturbances
Author :
Gautam, Ajay ; Chu, Yun-Chung ; Soh, Yeng Chai
Author_Institution :
Sch. of Electr. & Electron. Eng., Nanyang Technol. Univ., Singapore, Singapore
fDate :
4/1/2012 12:00:00 AM
Abstract :
This paper deals with the problem of reducing the online computational complexity of receding horizon control (RHC) algorithms for a class of linear systems with a polytopic system description and with bounded additive disturbances. We explore a class of admissible polytopic controller dynamics involving a disturbance feedforward term for a dynamic policy which ensures reduced conservativeness and also offers a way to significantly simplify the online computations by allowing the controller dynamics to be optimized offline. Moreover, for a deterministically time-varying system with additive disturbances, we explore the use of the proposed dynamic policy as the terminal control policy appended to a standard finite-horizon disturbance-based RHC policy. We also present results on the stability of the system under the RHC schemes based on the proposed policy, in the context of both the nominal and the (H∞-based) minmax cost minimizations. Results of simulation studies that illustrate the effective performance and the computational efficiency of the proposed control schemes are included.
Keywords :
linear systems; minimax techniques; predictive control; stability; time-varying systems; RHC; admissible polytopic controller dynamics; bounded additive disturbance; dynamic policy optimization; finite horizon disturbance; linear system; minmax cost minimization; receding horizon control; stability; time-varying system; Additives; Control systems; Linear matrix inequalities; Optimization; Robustness; Time varying systems; Uncertainty; Bounded disturbances; model predictive control (MPC); polytopic uncertainty; receding horizon control (RHC); robust MPC; uncertain linear systems;
Journal_Title :
Automatic Control, IEEE Transactions on
DOI :
10.1109/TAC.2011.2170109