Publication
Constrained distributed optimization based on population dynamics
Conference Article
Conference
IEEE Conference on Decision and Control (CDC)
Edition
53rd
Pages
4260-4265
Doc link
http://dx.doi.org/10.1109/CDC.2014.7040053
File
Authors
-
Barreiro-Gomez, Julian
-
Quijano Silva, Nicanor
-
Ocampo Martínez, Carlos A.
Projects associated
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.
Categories
optimisation.
Author keywords
distributed optimization, population dynamics.
Scientific reference
J. Barreiro-Gomez, N. Quijano and C. Ocampo-Martínez. Constrained distributed optimization based on population dynamics, 53rd IEEE Conference on Decision and Control, 2014, Los Angeles, pp. 4260-4265.
Follow us!