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通过运动原语对离散和节律性运动进行建模:综述

Modeling discrete and rhythmic movements through motor primitives: a review.

作者信息

Degallier Sarah, Ijspeert Auke

机构信息

Biorobotics Laboratory (BIOROB), School of Engineering, EPFL-Ecole Polytechnique Fédérale de Lausanne, 1015, Lausanne, Switzerland.

出版信息

Biol Cybern. 2010 Oct;103(4):319-38. doi: 10.1007/s00422-010-0403-9. Epub 2010 Aug 10.

Abstract

Rhythmic and discrete movements are frequently considered separately in motor control, probably because different techniques are commonly used to study and model them. Yet the increasing interest in finding a comprehensive model for movement generation requires bridging the different perspectives arising from the study of those two types of movements. In this article, we consider discrete and rhythmic movements within the framework of motor primitives, i.e., of modular generation of movements. In this way we hope to gain an insight into the functional relationships between discrete and rhythmic movements and thus into a suitable representation for both of them. Within this framework we can define four possible categories of modeling for discrete and rhythmic movements depending on the required command signals and on the spinal processes involved in the generation of the movements. These categories are first discussed in terms of biological concepts such as force fields and central pattern generators and then illustrated by several mathematical models based on dynamical system theory. A discussion on the plausibility of theses models concludes the work.

摘要

在运动控制中,有节奏的运动和离散的运动通常被分开考虑,这可能是因为研究和模拟它们常用不同的技术。然而,人们越来越希望找到一个全面的运动生成模型,这就需要弥合这两种运动研究中产生的不同观点。在本文中,我们在运动原语(即模块化运动生成)的框架内考虑离散运动和有节奏的运动。通过这种方式,我们希望深入了解离散运动和有节奏的运动之间的功能关系,从而找到适合它们两者的表示方法。在此框架内,根据所需的命令信号和运动生成中涉及的脊髓过程,我们可以为离散运动和有节奏的运动定义四种可能的建模类别。这些类别首先根据力场和中枢模式发生器等生物学概念进行讨论,然后通过基于动力系统理论的几个数学模型进行说明。对这些模型合理性的讨论结束了这项工作。

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