可转移和自我组织的通信模块的演变,用于解决多个Swarm机器人任务
IEEE transactions on cybernetics
|September 25, 2025
概括
这项研究为机器人群体引入了一种新的,不依赖任务的通信模块. 该系统能够在各种任务之间进行自我组织的协调,而无需重新设计系统,从而推进了分散的多机器人协调.
科学领域:
- 机器人技术 机器人技术 机器人技术
- 人工智能的人工智能
- 群集情报 群集情报 群集情报
背景情况:
- 分散的多机器人协调严重依赖于通信.
- 现有的通信框架通常是特定任务的,需要为新应用重新设计.
- 在为机器人开发复杂的沟通策略方面,已报告了有限的成功.
研究的目的:
- 为分散式多机器人系统提出一种新的,任务无关的通信模块.
- 开发一种标准化的通信框架,适用于各种机器人任务.
- 为了在机器人群中实现自我组织的协调,而无需对特定任务进行修改.
主要方法:
- 引入了一个虚拟通信空间,每个机器人都有一个坐标 (状态).
- 这个空间被划分为区域,每个区域都与特定的物理行为有关 (例如,寻找资源,充电).
- 机器人将其坐标广播给邻居,使得基于其在通信空间中的区域的自我组织行为成为可能.
主要成果:
- 同一个进化的通信模块在三个不同的群体机器人任务中表现出有效性:聚合,几何构造和食.
- 该模块在所有测试任务中提供了可扩展和强大的性能.
- 该系统通过在虚拟通信空间中的导航来促进自我组织的协调.
结论:
- 拟议的通信模块是任务不可知,减少了对新应用程序进行系统重新设计的需求.
- 这代表了对机器人群的标准化通信框架的重大进步.
- 该方法可以在分散的多机器人系统中实现有效和可扩展的自我组织协调.
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