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Constrained distributed optimization: A population dynamics approach

Constrained distributed optimization: a population dynamics approach
Authors: Julian Barreiro-Gomez; Nicanor Quijano; Carlos Ocampo-Martinez;

Constrained distributed optimization: A population dynamics approach

Abstract

Large-scale network systems involve a large number of states, which makes the design of real-time controllers a challenging task. A distributed controller design allows to reduce computational requirements since tasks are divided into different systems, allowing real-time processing. This paper proposes a novel methodology for solving constrained optimization problems in a distributed way inspired by population dynamics. This methodology consists of an extension of a population dynamics equation and the introduction of a mass dynamics equation. The proposed methodology divides the problem into smaller sub-problems, whose feasible regions vary over time achieving an agreement to solve the global problem. The methodology also guarantees attraction to the feasible region and allows to have few changes in the decision-making design when a network suffers the addition/removal of nodes/edges. Then, distributed controllers are designed with the proposed methodology and applied to the large-scale Barcelona Drinking Water Network (BDWN). Some simulations are presented and discussed in order to illustrate the control performance.

This work has been partially supported by the projects “Drenaje urbano y cambio climático: hacia los sistemas de alcantarillado del futuro. Colciencias 548/2012”, and ECOCIS (Ref. DPI2013-48243-C2-1-R). Julian Barreiro-Gomez is supported by COLCIENCIAS-COLFUTURO and by the Agència de Gestió d’Ajust Universitaris i de Recerca AGAUR.

Peer Reviewed

Country
Spain
Keywords

large-scale systems, Evolutionary games, :Informàtica::Automàtica i control [Àrees temàtiques de la UPC], Large scale systems, Evolutionary game theory, Distributed optimization, Population dynamics (general), Design techniques (robust design, computer-aided design, etc.), Sistemes a gran escala, Large-scale systems, Application models in control theory, Àrees temàtiques de la UPC::Informàtica::Automàtica i control, evolutionary game theory, distributed optimization

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
views
OpenAIRE UsageCountsViews provided by UsageCounts
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55
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90
153
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bronze