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光滑动力系统中的层次组织。

Hierarchical organization in smooth dynamical systems.

作者信息

Jacobi Martin N

机构信息

Chalmers University of Technology, 412 96 Göteborg, Sweden.

出版信息

Artif Life. 2005 Fall;11(4):493-512. doi: 10.1162/106454605774270598.

Abstract

This article is concerned with defining and characterizing hierarchical structures in smooth dynamical systems. We define transitions between levels in a dynamical hierarchy by smooth projective maps from a phase space on a lower level, with high dimensionality, to a phase space on a higher level, with lower dimensionality. It is required that each level describe a self-contained deterministic dynamical system. We show that a necessary and sufficient condition for a projective map to be a transition between levels in the hierarchy is that the kernel of the differential of the map is tangent to an invariant manifold with respect to the flow. The implications of this condition are discussed in detail. We demonstrate two different causal dependences between degrees of freedom, and how these relations are revealed when the dynamical system is transformed into global Jordan form. Finally these results are used to define functional components on different levels, interaction networks, and dynamical hierarchies.

摘要

本文关注于定义和刻画光滑动力系统中的层次结构。我们通过从低维高维相空间到高维低维相空间的光滑射影映射来定义动力层次结构中各层次之间的转变。要求每个层次描述一个自包含的确定性动力系统。我们表明,射影映射成为层次结构中各层次之间转变的充要条件是该映射微分的核相对于流与一个不变流形相切。详细讨论了该条件的含义。我们展示了自由度之间两种不同的因果依赖关系,以及当动力系统转化为全局约当形式时这些关系是如何揭示的。最后,这些结果被用于定义不同层次上的功能组件、相互作用网络和动力层次结构。

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