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Distributed optimization using population dynamics with a local replicator equation

Pantoja, Andrés D. Y Quijano, Nicanor (2012) Distributed optimization using population dynamics with a local replicator equation. 2012 IEEE 51st IEEE Conference on Decision and Control (CDC). 3790 -3795. ISSN 0191-2216

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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.

Tipo de Elemento: Artículo
Asunto: T Tecnología > TK Electrical engineering. Electronics Nuclear engineering
Division: Facultad de Ingeniería > Programa de Ingeniería Electrónica > Productividad
Depósito de Usuario: Andres Pantoja
Fecha Deposito: 28 Jun 2018 04:58
Ultima Modificación: 28 Jun 2018 04:58

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