基于多代理的分布式控制中的共识问题与通信链路损伤

Q4 Engineering
O. S. Akinwale, D. F. Mojisola, P. A. Adediran
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引用次数: 0

摘要

在多代理系统中,在自主代理之间达成共识是一个基本问题,其应用范围非常广泛,从自主机器人技术到分布式传感器网络,不一而足。然而,在现实世界中部署此类系统时,通信链路往往容易受到损害,包括数据包丢失、延迟和网络拥塞。这些通信挑战为可靠、高效地达成共识带来了巨大障碍。本文介绍了有通信障碍和无通信障碍网络的共识协议,并对所有情况进行了收敛分析。在通信链路障碍、连通性和共识协议的影响下,建立了基于多代理的分布式控制中共识问题的复杂动态。用于模拟代理连接拓扑的非定向通信图对于解决通信代理的共识问题具有重要意义。本文还讨论了在优化性能的同时,制定可抵御通信故障的共识策略时的权衡和设计考虑因素。仿真结果表明,网络中孤立的代理只有在有参考值的情况下才能达成共识。此外,还确定了通信障碍会显著降低网络中分布式代理的性能。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Consensus issues in multi-agent-based distributed control with communication link impairments
In multi-agent systems, achieving consensus among autonomous agents is a fundamental problem with wide-ranging applications, from autonomous robotics to distributed sensor networks. However, the real-world deployment of such systems often involves communication links prone to impairments, including packet loss, delays, and network congestion. These communication challenges present formidable obstacles to achieving consensus reliably and efficiently. In this paper, consensus protocols were introduced for network with and without communication impairments and convergence analysis were provided in all the cases. The intricate dynamics of consensus issues in multi-agent-based distributed control under the influence of communication link impairments, connectivity and consensus protocol were established. Undirected communication graphs used to model the topology for agents’ connectivity is significant to addressing consensus issues of communicating agents. The paper also discusses the tradeoffs and design considerations in developing consensus strategies resilient to communication failures while optimizing performance. Simulation results show that an isolated agent in a network can achieve consensus only when there is a reference value. It was also established that communication impairments significantly degrade the performance of distributed agents in a network.
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来源期刊
Nigerian Journal of Technological Development
Nigerian Journal of Technological Development Engineering-Engineering (miscellaneous)
CiteScore
1.00
自引率
0.00%
发文量
40
审稿时长
24 weeks
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