Title
Two-Level Robust Optimal Control of Large-Scale Nonlinear Systems
Abstract
Finding an optimal control strategy for a nonlinear uncertain system is a challenging problem in the area of nonlinear controller design. In this paper, a two-level control algorithm is developed for robust optimal control of large-scale nonlinear systems. For this purpose, using a decomposition/coordination framework, the large-scale nonlinear system is first decomposed into several smaller subsystems, at the first level, where a closed-form solution as a feedback of states and interactions is obtained to optimize each subsystem. At the second level, a substitution-type prediction method, as a coordination strategy, is used to compensate the nonlinear terms of the system and to predict the interaction between subsystems. The coordinator mainly evaluates the next update for the coordination parameters and continues to exchange information with the first level, so that the overall optimum solution is obtained. This approach is applicable to any large-scale nonlinear uncertain system with unstructured bounded uncertainties. The effectiveness and performance of the proposed approach are investigated through simulation of a nonlinear quadruple-tank process.
Year
DOI
Venue
2015
10.1109/JSYST.2013.2287772
Systems Journal, IEEE  
Keywords
DocType
Volume
compensation,control system synthesis,feedback,large-scale systems,nonlinear control systems,optimal control,robust control,uncertain systems,closed-form solution,coordination framework,coordination parameters,coordination strategy,decomposition framework,large-scale nonlinear systems,nonlinear controller design,nonlinear quadruple-tank process,nonlinear terms compensation,nonlinear uncertain system,optimal control strategy,state feedback,substitution-type prediction method,two-level robust optimal control,Bounded data uncertainty (BDU),hierarchical structures,large-scale systems,nonlinear systems,optimization,quadruple-tank process,robust control
Journal
9
Issue
ISSN
Citations 
1
1932-8184
2
PageRank 
References 
Authors
0.45
12
3
Name
Order
Citations
PageRank
Nasser Sadati114022.16
Mehdi Rahmani220.45
Mehrdad Saif333448.75