DocumentCode
189148
Title
Expanding the exploration of the criterion space for multi-objective optimal control problems
Author
Vallerio, Mattia ; Vercammen, Dominique ; Van Impe, Jan ; Logist, Filip
Author_Institution
Dept. of Chem. Eng., KU Leuven, Leuven-Heverlee, Belgium
fYear
2014
fDate
24-27 June 2014
Firstpage
1236
Lastpage
1241
Abstract
A wide range of optimal control problems present multiple and conflicting objectives that need to be optimized at the same time. However, this multi-objective nature is most often neglected and typically it is tackled by constructing a global objective function consisting of a Weighted Sum (WS) of the single objectives. Unfortunately, this approach fails to present practitioners with a complete representation of the underlined trade-offs between the considered objectives. Multi-objective optimization proved to be a powerful tool to correctly describe these trade-offs in a set of optimal solutions known as the Pareto set. In this paper a new method to solve multi-objective optimal control problems based on geometric considerations is introduced. The method returns a wider Pareto set when compared to the methods available, hence improving the quality of the achieved solution. The proposed method is applied to the optimal control and design of a tubular reactor.
Keywords
Pareto optimisation; optimal control; Pareto set; criterion space exploration; global objective function; multiobjective optimal control problems; multiobjective optimization; tubular reactor design; Equations; Inductors; Linear programming; Mathematical model; Optimal control; Optimization; Vectors;
fLanguage
English
Publisher
ieee
Conference_Titel
Control Conference (ECC), 2014 European
Conference_Location
Strasbourg
Print_ISBN
978-3-9524269-1-3
Type
conf
DOI
10.1109/ECC.2014.6862375
Filename
6862375
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