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Towards an Imitation System for Learning Robots

机译:迈向学习机器人的模仿系统

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摘要

This paper proposes an imitation system for learning robots that attempts to model the functional role of pre-motor brain areas and in particular mirror neurons, i.e. neurons that are believed to form the fundamental basis for imitation in primates. Mirror neurons were found in the macaque monkey brain and are active during both observation and manual execution of an interaction. The mirror system (previous work) is concerned with the activation of structures in response to both the observation and the execution of interactions. Previous experiments show that observed interactions are represented, learnt, and in turn reproduced. These interactions however remain limited due to a rather crude modelling of neighbouring brain areas outwith the mirror system. The imitation system (current work) is an extension to the mirror system that brings neighbouring areas into play to exploit the learning capacity and diversity of the premotor cortex.
机译:本文提出了一种用于学习机器人的模仿系统,该系统试图对运动前大脑区域,尤其是镜像神经元(即被认为构成灵长类动物模仿的基本基础)的神经元进行建模。在猕猴的大脑中发现了镜像神经元,在观察和手动执行交互过程中它们都活跃。镜像系统(先前的工作)涉及响应于观察和交互执行的结构激活。先前的实验表明,观察到的相互作用可以表示,学习和再现。但是,由于对镜像系统以外的相邻大脑区域进行了粗略的建模,因此这些交互作用仍然受到限制。模仿系统(当前的工作)是对镜子系统的扩展,该镜子系统使邻近区域发挥作用,以利用运动前皮层的学习能力和多样性。

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