操作任务中面向对象模型抽象的小脑输入配置。

IEEE transactions on neural networks Pub Date : 2011-08-01 Epub Date: 2011-06-23 DOI:10.1109/TNN.2011.2156809
Niceto R Luque, Jesus A Garrido, Richard R Carrillo, Olivier J-M D Coenen, Eduardo Ros
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引用次数: 38

摘要

人们普遍认为,小脑是主要的神经中枢之一,参与纠正和完善计划运动,并对运动中发生的干扰进行解释,例如,由于物体的操纵而影响机器人手臂工厂模型的运动学和动力学。在本文中,我们评估了一种小脑样结构可以在颗粒层和分子层中存储模型的方法。此外,我们研究了它的微观结构和输入表征(上下文标签和感觉运动信号)如何有效地支持模型抽象,以提供准确的纠正扭矩值,从而提高不同对象操作期间的精度。我们还描述了显式(与对象相关的输入标签)和隐式状态输入表示(感觉运动信号)如何相互补充,以更好地处理不同的模型,并允许在两个已经存储的模型之间进行插值。这有助于在利用已经存储的模型操作新对象期间进行准确的修正。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Cerebellar input configuration toward object model abstraction in manipulation tasks.

It is widely assumed that the cerebellum is one of the main nervous centers involved in correcting and refining planned movement and accounting for disturbances occurring during movement, for instance, due to the manipulation of objects which affect the kinematics and dynamics of the robot-arm plant model. In this brief, we evaluate a way in which a cerebellar-like structure can store a model in the granular and molecular layers. Furthermore, we study how its microstructure and input representations (context labels and sensorimotor signals) can efficiently support model abstraction toward delivering accurate corrective torque values for increasing precision during different-object manipulation. We also describe how the explicit (object-related input labels) and implicit state input representations (sensorimotor signals) complement each other to better handle different models and allow interpolation between two already stored models. This facilitates accurate corrections during manipulations of new objects taking advantage of already stored models.

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来源期刊
IEEE transactions on neural networks
IEEE transactions on neural networks 工程技术-工程:电子与电气
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审稿时长
8.7 months
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