DocumentCode
115416
Title
Constrained distributed optimization based on population dynamics
Author
Barreiro-Gomez, J. ; Quijano, N. ; Ocampo-Martinez, C.
Author_Institution
Dept. de Ing. Electr. y Electron., Univ. de los Andes, Bogota, Colombia
fYear
2014
fDate
15-17 Dec. 2014
Firstpage
4260
Lastpage
4265
Abstract
This paper proposes a novel methodology for solving constrained optimization problems in a distributed way, inspired by population dynamics and adding dynamics to the population masses. The proposed methodology divides the problem into smaller 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 the network suffers the addition or removal of nodes. Simulation results are presented in order to illustrate several cases.
Keywords
optimisation; constrained distributed optimization problem; decision-making design; global problem; population dynamics; Games; Nash equilibrium; Optimization; Sociology; Statistics; Topology; Vectors;
fLanguage
English
Publisher
ieee
Conference_Titel
Decision and Control (CDC), 2014 IEEE 53rd Annual Conference on
Conference_Location
Los Angeles, CA
Print_ISBN
978-1-4799-7746-8
Type
conf
DOI
10.1109/CDC.2014.7040053
Filename
7040053
Link To Document