Webots®中的协作多智能体映射和探索

Adele F. Scott, Changbin Yu
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引用次数: 17

摘要

本文研究了协作式多智能体系统对未知空间的映射和探索问题。将勘探问题扩展到共同覆盖面积n倍。代理是本地化的,可以与其他代理通信。提出了一种基于概率的映射算法。在此基础上,提出了一种基于势场的探测算法,该算法具有三种样品电荷分布,可用于不同的任务要求。在Webots上的仿真结果证实了这些算法的可扩展性和有效性。这项研究证明并准备在一个多机器人试验台进行全面试验。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Cooperative multi-agent mapping and exploration in Webots®
This paper addresses the problem of mapping and exploration of an unknown space by cooperative multi-agent systems. The exploration problem is extended to jointly covering an area n times. Agents are localised and can communicate with other agents. A probability based mapping algorithm is developed. Based upon this, a potential field based exploration algorithm is proposed, with three sample charge profiles that can be used for different mission requirements. Simulation results in Webots confirm the scalability and the effectiveness of these algorithms. This research justifies and prepares for a full trial in a multi-robot testbed.
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