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Implicit Sensorimotor Mapping of the Peripersonal Space by Gazing and Reaching

机译:通过注视和到达对人际空间的隐式感觉运动映射

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摘要

Primates often perform coordinated eye and arm movements, contextually fixating and reaching towards nearby objects. This combination of looking and reaching to the same target is used by infants to establish an implicit visuomotor representation of the peripersonal space, useful for both oculomotor and arm motor control. In this work, taking inspiration from such behavior and from primate visuomotor mechanisms, a shared sensorimotor map of the environment, built on a radial basis function framework, is configured and trained by the coordinated control of eye and arm movements. Computational results confirm that the approach seems especially suitable for the problem at hand, and for its implementation on a real humanoid robot. By exploratory gazing and reaching actions, either free or goal-based, the artificial agent learns to perform direct and inverse transformations between stereo vision, oculomotor, and joint-space representations. The integrated sensorimotor map that allows to contextually represent the peripersonal space through different vision and motor parameters is never made explicit, but rather emerges thanks to the interaction of the agent with the environment.
机译:灵长类动物经常执行协调的眼球和手臂运动,根据上下文固定并到达附近的物体。婴儿使用观察和达到相同目标的这种组合来建立人际空间的隐式视觉运动表示,这对动眼运动和手臂运动控制均有用。在这项工作中,从这种行为和灵长类动物的视觉运动机制中获得灵感,通过协调眼球和手臂运动的控制来配置和训练基于径向基础功能框架的共享环境感知运动图。计算结果证实,该方法似乎特别适合当前的问题,并适合在实际的人形机器人上实施。通过探索性凝视和达到自由或基于目标的动作,人工代理学会了在立体视觉,动眼运动和关节空间表示之间进行直接和反向转换。允许通过不同的视觉和运动参数在上下文上表示人际空间的集成感觉运动图从未明确显示,而是由于代理与环境的相互作用而出现。

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