A Robotic Model of Reaching and Grasping Development

Piero Savastano, S. Nolfi
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引用次数: 21

Abstract

We present a neurorobotic model that develops reaching and grasping skills analogous to those displayed by infants during their early developmental stages. The learning process is realized in an incremental manner, taking into account the reflex behaviors initially possessed by infants and the neurophysiological and cognitive maturation occurring during the relevant developmental period. The behavioral skills acquired by the robots closely match those displayed by children. The comparison between incremental and nonincremental experiments demonstrates how some of the limitations characterizing the initial developmental phase channel the learning process toward better solutions.
机器人的伸手与抓握发展模型
我们提出了一个神经机器人模型,发展伸手和抓握技能类似于那些显示在他们的早期发展阶段的婴儿。学习过程是一个渐进的过程,考虑到婴儿最初拥有的反射行为和相关发育时期发生的神经生理和认知成熟。机器人获得的行为技能与儿童展示的非常接近。增量和非增量实验之间的比较表明,初始发展阶段的一些限制如何引导学习过程走向更好的解决方案。
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来源期刊
IEEE Transactions on Autonomous Mental Development
IEEE Transactions on Autonomous Mental Development COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE-ROBOTICS
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