On Pseudo-perturbation-based Broadcast Control of Multi-agent Systems

被引:0
|
作者
Ito, Yuji [1 ]
Kamal, Md Abdus Samad [1 ,2 ]
Yoshimura, Takayoshi [1 ]
Azuma, Shun-ichi [3 ,4 ]
机构
[1] Toyota Cent Res & Dev Labs Inc, 41-1 Yokomichi, Nagakute, Aichi 4801192, Japan
[2] Monash Univ Malaysia, Sch Engn, Bandar Sunway 47500, Selangor Darul, Malaysia
[3] Kyoto Univ, Grad Sch Informat, Kyoto, Japan
[4] Nagoya Univ, Grad Sch Engn, Chikusa Ku, Furo Cho, Nagoya, Aichi 4648603, Japan
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中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
A novel method of coordinating multi-agent systems, termed pseudo-perturbation-based broadcast control (PBC), is proposed. Recently, broadcast control (BC) has been presented to complete global coordination tasks. BC works with a low communication volume because a supervisor sends an identical signal to all agents indiscriminatingly and there is no agent-to-agent communication. However, in realizing such a low volume of communication, BC suffers from the extra random movements of agents required for stochastic optimization. The random movements increase the control cost and reduce the speed of multi-agent coordination. To overcome these problems, PBC is derived by introducing virtual random movements instead of physical movements. This paper theoretically obtains the following results for PBC. First, the convergence of coordination is twice as quickly as that of BC. Second, the travel distances of agents are shorter than those of BC. Finally, various coordination tasks are asymptotically achieved with probability 1. The effectiveness of PBC is confirmed through a numerical simulation of an assignment task.
引用
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页码:2877 / 2882
页数:6
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