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Distributed optimization using population dynamics with a local replicator equation.

Authors :
Pantoja, Andres
Quijano, Nicanor
Source :
2012 IEEE 51st IEEE Conference on Decision & Control (CDC); 1/ 1/2012, p3790-3795, 6p
Publication Year :
2012

Abstract

In distributed optimization problems, each agent can get information only from a neighborhood defined by a network topology to minimize a global objective function in a networked system. To solve this problem, we present a local strategy based on population dynamics, in order to perform a dynamic resource allocation in a system described by connected graph. The local replicator equation (LRE) is applied to a lighting control system to show that the achieved equilibrium point is an optimal solution to certain distributed optimization problems. We present some simulation results with different conditions, and a stability analysis to guarantee the convergence of the proposed algorithm. [ABSTRACT FROM PUBLISHER]

Details

Language :
English
ISBNs :
9781467320658
Database :
Complementary Index
Journal :
2012 IEEE 51st IEEE Conference on Decision & Control (CDC)
Publication Type :
Conference
Accession number :
86542489
Full Text :
https://doi.org/10.1109/CDC.2012.6426277