A conceptual representation of the actions of an autonomous robot

A. Chella, M. Frixione, S. Gaglio
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引用次数: 1

Abstract

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 for the meaning of the representations used by the robot to be given from outside the system 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, we present an approach to action representation that is based on a "conceptual" level of representation, acting as an intermediate level between the symbols and data coming from the sensors. Symbolic representations are interpreted by mapping them onto 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-B12 autonomous robot.
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自主机器人动作的概念表示
参与长期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,机器人所使用的表征的意义从系统本身之外给出是不合理的。相反,内部符号的意义必须通过感知能力和机器人的整体活动牢牢地锚定在世界上。根据这些前提,我们提出了一种基于“概念”表示层次的动作表示方法,作为来自传感器的符号和数据之间的中间层次。通过基于人工神经网络的映射机制,将符号表示映射到概念层来解释符号表示。基于在RWI-B12自主机器人上进行的实验,报告了所提出框架的示例。
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