智能机器人基本技能的综合获取、执行、评估和调整

M Kaiser , A Giordana , M Nuttin
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引用次数: 14

摘要

本文提出了一种集成获取、评估、调整和执行基本技能的方法,以简化机器人的编程和使用。为了允许使用机器学习技术以及实时执行技能,开发了双重表示。识别出与技能产生和维持相关的个别学习任务,并将其与适当的学习技巧联系起来。描述了在技能获取和执行的所有阶段照顾不同需求的编程环境和低级体系结构。
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Integrated acquisition, execution, evaluation, and tuning of elementary skills for intelligent robots

This paper presents an approach to integrated acquistion, evaluation, tuning, and execution of elementary skills in order to ease programming and employment of robots. To allow the use of machine learning techniques as well as real-time execution of the skills, a twofold representation is developed. The individual learning tasks involved in the generation and maintenance of skills are identified and related to proper learning techniques. A programming environment and a low level architecture taking care of the different requirements during all phases of skill acquisition and execution are described.

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