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Conceptual representations of actions for autonomous robots

机译:自主机器人动作的概念表示

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An autonomous robot involved in long and complex missions should be able to generate, update and process its own plans of action. In this perspective, it is not plausible that the meaning of the representations used by the robot is given from outside the m itself. Rather, the meaning of internal symbols must be firmly anchored to the world through the perceptual abilities and the overall activities of the robot. According to these premises, in this paper we present an approach to action representation that is based on a "conceptual" level of representation, acting as an intermediate level between symbols and data coming from sensors. Symbolic representations are interpreted by mapping them on the conceptual level through a mapping mechanism based on artificial neural networks. Examples of the proposed framework are reported, based on experiments performed on a RWI-Bl2 autonomous robot.
机译:参与长期和复杂任务的自主机器人应该能够生成,更新和处理自己的行动计划。从这个角度来看,机器人使用的表示的含义是从m本身之外给出的,这是不合理的。相反,内部符号的含义必须通过机器人的感知能力和整体活动牢固地锚定在世界上。根据这些前提,在本文中,我们提出了一种基于“概念”表示级别的动作表示方法,该方法充当符号和来自传感器的数据之间的中间级别。符号表示通过基于人工神经网络的映射机制在概念级别上对其进行映射来进行解释。基于在RWI-Bl2自主机器人上进行的实验,报告了所建议框架的示例。

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