Performance of Consensus and Formation Control subject to Bernoulli, Slotted Aloha and IEEE 802.11p Simulation Models

J. Radak, Daniel Schneider, Christian Henke, Hannes Frey
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引用次数: 1

Abstract

We consider distributed control algorithms in multi-agent systems in which all the agents cooperatively work on a given task. Timely exchange of information is essential for good performance of distributed control algorithms. Wireless communication used for information exchange in such systems is lossy and the reliability of wireless communication depends on many factors. We consider systems where one communication channel is shared by all the agents. To establish reliable communication we need efficient media access schemes. In this paper we evaluate with slotted Aloha and IEEE 802.11p the influence of two different media access control algorithms on the performance of the two distributed control algorithms consensus and formation control. We compare these findings to the performance when wireless media access control is modelled using a simple Bernoulli model. We show simulation results how far consensus and formation in multi-agent systems using IEEE 802.11p media access control outperform the ones using slotted Aloha. Moreover, we present results showing that performance simulations using IEEE 802.11p networks is comparable to the results retrieved from multi-agent systems simulated with a simple Bernoulli modelled communication channel.
基于Bernoulli, Slotted Aloha和IEEE 802.11p仿真模型的共识和编队控制性能
我们考虑了多智能体系统中的分布式控制算法,在该系统中,所有智能体都协同完成给定的任务。信息的及时交换对分布式控制算法的良好性能至关重要。在这种系统中用于信息交换的无线通信是有损耗的,并且无线通信的可靠性取决于许多因素。我们考虑所有代理共享一个通信通道的系统。为了建立可靠的通信,我们需要有效的媒体接入方案。本文利用开槽Aloha和IEEE 802.11p评估了两种不同的媒体访问控制算法对一致性和编队控制这两种分布式控制算法性能的影响。我们将这些发现与使用简单伯努利模型建模无线媒体访问控制时的性能进行比较。我们展示了使用IEEE 802.11p媒体访问控制的多智能体系统的共识和形成比使用槽Aloha的多智能体系统的共识和形成的仿真结果。此外,我们提出的结果表明,使用IEEE 802.11p网络的性能模拟与使用简单伯努利建模的通信信道模拟的多智能体系统的结果相当。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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