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Synchronisation effects on the behavioural performance and information dynamics of a simulated minimally cognitive robotic agent

机译:同步对模拟的最低认知机器人代理的行为表现和信息动态的影响

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Oscillatory activity is ubiquitous in nervous systems, with solid evidence that synchronisation mechanisms underpin cognitive processes. Nevertheless, its informational content and relationship with behaviour are still to be fully understood. In addition, cognitive systems cannot be properly appreciated without taking into account brain–body– environment interactions. In this paper, we developed a model based on the Kuramoto Model of coupled phase oscillators to explore the role of neural synchronisation in the performance of a simulated robotic agent in two different minimally cognitive tasks. We show that there is a statistically significant difference in performance and evolvability depending on the synchronisation regime of the network. In both tasks, a combination of information flow and dynamical analyses show that networks with a definite, but not too strong, propensity for synchronisation are more able to reconfigure, to organise themselves functionally and to adapt to different behavioural conditions. The results highlight the asymmetry of information flow and its behavioural correspondence. Importantly, it also shows that neural synchronisation dynamics, when suitably flexible and reconfigurable, can generate minimally cognitive embodied behaviour.
机译:振荡活动在神经系统中无处不在,有确凿的证据表明同步机制是认知过程的基础。但是,它的信息内容和与行为的关系仍有待充分理解。此外,如果不考虑脑-身体-环境之间的相互作用,就不能正确理解认知系统。在本文中,我们基于耦合相位振荡器的Kuramoto模型开发了一个模型,以探索神经同步在两个不同的最低认知任务中模拟机器人代理性能中的作用。我们表明,根据网络的同步机制,性能和可扩展性在统计上存在显着差异。在这两项任务中,信息流和动态分析的结合表明,具有明确但不太强的同步倾向的网络更能够重新配置,组织功能并适应不同的行为条件。结果突出了信息流的不对称性及其行为对应性。重要的是,它还表明,神经同步动力学在适当地灵活和可重新配置时,可以产生最少的认知体现行为。

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