论文标题

具有社会胜任的机器人:适应提高了活鱼群体的领导能力

Socially competent robots: adaptation improves leadership performance in groups of live fish

论文作者

Landgraf, Tim, Moenck, Hauke J., Gebhardt, Gregor H. W., Weimar, Nils, Hocke, Mathis, Maxeiner, Moritz, Musiolek, Lea, Krause, Jens, Bierbach, David

论文摘要

集体运动通常以代理之间的简单交互规则进行建模。然而,在本质上,许多可观察到的人在个人之间和个人之间有所不同,并且在很大程度上仍然未知动物如何应对这种可变性,以及它可能是社会反应的结果。在这里,我们假设孔雀厂(\ textit {poecilia eticulata})对浅滩伴侣的回避行为做出了反应,并且“具有社会胜任的”反应使他们成为更有效的领导者。我们在实验环境中检验了这一假设,在该实验环境中,机器人孔雀厂(称为Robofish)被编程为适应其实时相互作用伴侣的回避反应。我们比较了具有社会胜任的机器人与两种非竞争控制行为之间的领导绩效,发现1)行为可变性本身似乎很有吸引力,并且具有社会胜任的机器人是更好的领导者,即2)需要更少的方法尝试3)比非竞争力代理人更长的平均行为。这项工作提供了证据表明,对回避反应的社会反应能力在孔雀厂的社会动态中起作用。我们展示了如何使用自适应,互动机器人直接将社会反应能力直接嵌入活跃的动物模型中。

Collective motion is commonly modeled with simple interaction rules between agents. Yet in nature, numerous observables vary within and between individuals and it remains largely unknown how animals respond to this variability, and how much of it may be the result of social responses. Here, we hypothesize that Guppies (\textit{Poecilia reticulata}) respond to avoidance behaviors of their shoal mates and that "socially competent" responses allow them to be more effective leaders. We test this hypothesis in an experimental setting in which a robotic Guppy, called RoboFish, is programmed to adapt to avoidance reactions of its live interaction partner. We compare the leadership performance between socially competent robots and two non-competent control behaviors and find that 1) behavioral variability itself appears attractive and that socially competent robots are better leaders that 2) require fewer approach attempts to 3) elicit longer average following behavior than non-competent agents. This work provides evidence that social responsiveness to avoidance reactions plays a role in the social dynamics of guppies. We showcase how social responsiveness can be modeled and tested directly embedded in a living animal model using adaptive, interactive robots.

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