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The Problem of Signal and Symbol Integration: A Study of Cooperative Mobile Autonomous Agent Behaviors

机译:信号和符号集成问题:合作移动自主代理行为的研究

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摘要

This paper explores and reasons about the interplay between symbolic and continuous representations. We first provide some historical perspective on signal and symbol integration as viewed by the Artificial Intelligence (AI), Robotics and Computer Vision communities. The domain of autonomous robotic agents residing in dynamically changing environments anchors well different aspects of this integration and allows us to look at the problem in its entirety. Models of reasoning, sensing and control actions of such agents determine three different dimensions for discretization of the agent-world behavioral state space. The design and modeling of robotic agents, where these three aspects have to be closely tied together, provide a good experimental platform for addressing the signal-to-symbol transformation problem. We present some experimental results from the domain of cooperating mobile agents involved in tasks of navigation and manipulation.
机译:本文探讨了符号表示和连续表示之间相互作用的原因。我们首先提供一些有关信号和符号集成的历史观点,如人工智能(AI),机器人技术和计算机视觉社区的观点。驻留在动态变化的环境中的自主机器人代理的领域可以很好地固定这种集成的各个方面,并使我们可以全面地研究问题。此类主体的推理,感知和控制动作模型确定了主体世界行为状态空间离散化的三个不同维度。这三个方面必须紧密联系在一起的机器人代理的设计和建模,为解决信号到符号转换问题提供了一个很好的实验平台。我们提出了一些参与导航和操纵任务的合作移动代理领域的实验结果。

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