Optimization Over the Efficient Set of Multi-objective Convex Optimal Control Problems

We consider multi-objective convex optimal control problems. First we state a relationship between the (weakly or properly) efficient set of the multi-objective problem and the solution of the problem scalarized via a convex combination of objectives through a vector of parameters (or weights). Then...

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Main Authors: Bonnel, Henri, Kaya, C.
Format: Journal Article
Published: Springer New York LLC 2010
Online Access:http://hdl.handle.net/20.500.11937/23261
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author Bonnel, Henri
Kaya, C.
author_facet Bonnel, Henri
Kaya, C.
author_sort Bonnel, Henri
building Curtin Institutional Repository
collection Online Access
description We consider multi-objective convex optimal control problems. First we state a relationship between the (weakly or properly) efficient set of the multi-objective problem and the solution of the problem scalarized via a convex combination of objectives through a vector of parameters (or weights). Then we establish that (i) the solution of the scalarized (parametric) problem for any given parameter vector is unique and (weakly or properly) efficient and (ii) for each solution in the (weakly or properly) efficient set, there exists at least one corresponding parameter vector for the scalarized problem yielding the same solution. Therefore the set of all parametric solutions (obtained by solving the scalarized problem) is equal to the efficient set. Next we consider an additional objective over the efficient set. Based on the main result, the new objective can instead be considered over the (parametric) solution set of the scalarized problem. For the purpose of constructing numerical methods, we point to existing solution differentiability results for parametric optimal control problems. We propose numerical methods and give an example application to illustrate our approach. © 2010 Springer Science+Business Media, LLC.
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spelling curtin-20.500.11937-232612018-03-29T09:06:48Z Optimization Over the Efficient Set of Multi-objective Convex Optimal Control Problems Bonnel, Henri Kaya, C. We consider multi-objective convex optimal control problems. First we state a relationship between the (weakly or properly) efficient set of the multi-objective problem and the solution of the problem scalarized via a convex combination of objectives through a vector of parameters (or weights). Then we establish that (i) the solution of the scalarized (parametric) problem for any given parameter vector is unique and (weakly or properly) efficient and (ii) for each solution in the (weakly or properly) efficient set, there exists at least one corresponding parameter vector for the scalarized problem yielding the same solution. Therefore the set of all parametric solutions (obtained by solving the scalarized problem) is equal to the efficient set. Next we consider an additional objective over the efficient set. Based on the main result, the new objective can instead be considered over the (parametric) solution set of the scalarized problem. For the purpose of constructing numerical methods, we point to existing solution differentiability results for parametric optimal control problems. We propose numerical methods and give an example application to illustrate our approach. © 2010 Springer Science+Business Media, LLC. 2010 Journal Article http://hdl.handle.net/20.500.11937/23261 10.1007/s10957-010-9709-y Springer New York LLC restricted
spellingShingle Bonnel, Henri
Kaya, C.
Optimization Over the Efficient Set of Multi-objective Convex Optimal Control Problems
title Optimization Over the Efficient Set of Multi-objective Convex Optimal Control Problems
title_full Optimization Over the Efficient Set of Multi-objective Convex Optimal Control Problems
title_fullStr Optimization Over the Efficient Set of Multi-objective Convex Optimal Control Problems
title_full_unstemmed Optimization Over the Efficient Set of Multi-objective Convex Optimal Control Problems
title_short Optimization Over the Efficient Set of Multi-objective Convex Optimal Control Problems
title_sort optimization over the efficient set of multi-objective convex optimal control problems
url http://hdl.handle.net/20.500.11937/23261