进化的多智能体团队中的定向通信

Justin K. Pugh, Skyler Goodell, Kenneth O. Stanley
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引用次数: 7

摘要

如何最好地设计通信体系结构的问题对于不断发展的自治多智能体系统变得越来越重要。定向接收信号是大多数动物通信的一种设计特征,但只存在于一些现有的人工通信系统中。本文假设,这种定向接收有利于通信自主代理的进化,因为它简化了表达位置信息所需的语言,这对于解决许多群体协调任务至关重要。通过比较多智能体觅食域中几种替代通信架构(定向和非定向)的进化性能,该假设得到了验证,该多智能体觅食域的设计需要一个基本的“来这里”类型的信号来获得最优解决方案。结果证实,定向接收是有效通信的进化可追溯性的关键因素。此外,通过将最佳进化控制器成功地转移到真实机器人上,证明了定向接收在现实世界中的可行性。结论是,在未来为更复杂的任务设计通信架构时,定向接收是重要的考虑因素。
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Directional communication in evolved multiagent teams
The question of how to best design a communication architecture is becoming increasingly important for evolving autonomous multiagent systems. Directional reception of signals, a design feature of communication that appears in most animals, is present in only some existing artificial communication systems. This paper hypothesizes that such directional reception benefits the evolution of communicating autonomous agents because it simplifies the language required to express positional information, which is critical to solving many group coordination tasks. This hypothesis is tested by comparing the evolutionary performance of several alternative communication architectures (both directional and non-directional) in a multiagent foraging domain designed to require a basic "come here" type of signal for the optimal solution. Results confirm that directional reception is a key ingredient in the evolutionary tractability of effective communication. Furthermore, the real world viability of directional reception is demonstrated through the successful transfer of the best evolved controllers to real robots. The conclusion is that directional reception is important to consider when designing communication architectures for more complicated tasks in the future.
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