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Time-Varying Scheme for Noncentralized Model Predictive Control of Large-Scale Systems.

Authors :
Núñez, Alfredo
Ocampo-Martinez, Carlos
Maestre, José María
De Schutter, Bart
Source :
Mathematical Problems in Engineering. 10/8/2015, Vol. 2015, p1-17. 17p.
Publication Year :
2015

Abstract

The noncentralized model predictive control (NC-MPC) framework in this paper refers to any distributed, hierarchical, or decentralized model predictive controller (or a combination of them) the structure of which can change over time and the control actions of which are not obtained based on a centralized computation. Within this framework, we propose suitable online methods to decide which information is shared and how this information is used between the different local predictive controllers operating in a decentralized, distributed, and/or hierarchical way. Evaluating all the possible structures of the NC-MPC controller leads to a combinatorial optimization problem. Therefore, we also propose heuristic reduction methods, to keep the number of NC-MPC problems tractable to be solved. To show the benefits of the proposed framework, a case study of a set of coupled water tanks is presented. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
1024123X
Volume :
2015
Database :
Academic Search Index
Journal :
Mathematical Problems in Engineering
Publication Type :
Academic Journal
Accession number :
110447568
Full Text :
https://doi.org/10.1155/2015/560702