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Constrained distributed optimization based on population dynamics

机译:基于种群动态的约束分布式优化

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摘要

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.
机译:本文提出了一种新的方法来解决分布式优化约束问题,该方法受种群动力学的启发,并为种群数量增加了动力学。所提出的方法将问题分为较小的问题,其可行区域随时间变化,从而达成解决全局问题的协议。当网络遭受节点增加或删除时,该方法还可以确保吸引到可行区域,并允许在决策设计中进行很少的更改。给出了仿真结果以说明几种情况。

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