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使用遗传算法自动向现有群组添加代理。

Autonomous Addition of Agents to an Existing Group Using Genetic Algorithm.

机构信息

School of Aerospace, Transport and Manufacturing (SATM), Cranfield University, Cranfield MK430AL, UK.

出版信息

Sensors (Basel). 2020 Dec 5;20(23):6953. doi: 10.3390/s20236953.

Abstract

This paper presents an idea of how new agents can be added autonomously to a group of existing agents without changing the existing communication topology among them. Autonomous agent addition to existing Multi-Agent Systems (MASs) can give a strategic advantage during the execution of a critical beyond visual line-of-sight (BVLOS) mission. The addition of the agent essentially means that new connections with existing agents are established. It is obvious that the consensus control energy increases as the number of agent increases considering a specific consensus protocol. The objective of this work is to establish the new connections in a way such that the consensus energy increase due to the new agents is minimal. The updated topology, including new connections, must contain a spanning tree to maintain the stability of the MASs network. The updated optimal topology is obtained by solving minimum additional consensus control energy using the Two-Dimensional Genetic Algorithm. The results obtained are convincing.

摘要

本文提出了一种在不改变现有代理之间通信拓扑结构的情况下,自主向现有代理组添加新代理的方法。在执行关键的超视距(BVLOS)任务期间,将代理自主添加到现有的多代理系统(MAS)中可以提供战略优势。添加代理本质上意味着与现有代理建立新的连接。显然,考虑到特定的共识协议,随着代理数量的增加,共识控制能量会增加。这项工作的目的是建立新的连接,以使由于新代理而导致的共识能量增加最小化。更新的拓扑结构包括新的连接,必须包含一个生成树,以保持 MASs 网络的稳定性。使用二维遗传算法求解最小附加共识控制能量来获得更新的最优拓扑结构。得到的结果令人信服。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1903/7730348/1aee23667de1/sensors-20-06953-g001.jpg

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