教师抽象概念在线注入实时开发机器人以自主导航为例

Shuqing Zeng, Nan Zhang, J. Weng
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引用次数: 0

摘要

一个自主发展的机器人在能够学习、掌握和使用抽象概念之前,通常需要相当多的发展经验,即使它的认知发展速度不受人类细胞生长速度的限制。一个发育中的机器人如何在早期学习抽象概念,并利用这些概念进行推理和决策?本文介绍了一个由两个宏层组成的框架。上层宏观层使人类教师能够交互式地将抽象概念(例如,位置)的表示注入到发展过程中。下层以期望的信息(如期望的航向)作为输入。以基于全局路径规划器的自主导航为例进行了实验研究
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Online Injection of Teacher's Abstract Concepts into a Real-time Developmental Robot with Autonomous Navigation as Example
An autonomous developmental robot typically requires a considerable amount of developmental experience before it is able to learn, master and use abstract concepts, even if its speed of cognitive development is not limited by the speed of cell growth in humans. How can a developmental robot learn abstract concepts early on and use these concepts to reason and make decision? This paper introduces a frame work of two macro-layers. The upper macro-layer enables human teachers to interactively inject a representation of abstract concepts (e.g., location) into the developmental process. The lower layer takes the desired information (e.g., desired heading direction) as the input. Autonomous navigation with a global path planner is experimented with as example
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