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复杂动力系统中的模块化相互依存关系。

Modular interdependency in complex dynamical systems.

作者信息

Watson Richard A, Pollack Jordan B

机构信息

Computer Science, University of Southampton Highfield, Southampton SO17 1BJ, UK.

出版信息

Artif Life. 2005 Fall;11(4):445-57. doi: 10.1162/106454605774270589.

Abstract

Herbert A. Simon's characterization of modularity in dynamical systems describes subsystems as having dynamics that are approximately independent of those of other subsystems (in the short term). This fits with the general intuition that modules must, by definition, be approximately independent. In the evolution of complex systems, such modularity may enable subsystems to be modified and adapted independently of other subsystems, whereas in a nonmodular system, modifications to one part of the system may result in deleterious side effects elsewhere in the system. But this notion of modularity and its effect on evolvability is not well quantified and is rather simplistic. In particular, modularity need not imply that intermodule dependences are weak or unimportant. In dynamical systems this is acknowledged by Simon's suggestion that, in the long term, the dynamical behaviors of subsystems do interact with one another, albeit in an "aggregate" manner--but this kind of intermodule interaction is omitted in models of modularity for evolvability. In this brief discussion we seek to unify notions of modularity in dynamical systems with notions of how modularity affects evolvability. This leads to a quantifiable measure of modularity and a different understanding of its effect on evolvability.

摘要

赫伯特·A·西蒙对动态系统中模块性的描述将子系统的动态特性描述为(在短期内)大致独立于其他子系统的动态特性。这符合一般的直觉,即从定义上讲,模块必须大致独立。在复杂系统的演化过程中,这种模块性可能使子系统能够独立于其他子系统进行修改和适应,而在非模块化系统中,对系统某一部分的修改可能会在系统的其他地方产生有害的副作用。但是这种模块性的概念及其对可演化性的影响并没有得到很好的量化,而且相当简单。特别是,模块性并不一定意味着模块间的依赖性很弱或不重要。在动态系统中,西蒙提出从长期来看,子系统的动态行为确实会相互作用,尽管是以一种“总体”的方式——但在可演化性的模块性模型中,这种模块间的相互作用被忽略了。在这个简短的讨论中,我们试图将动态系统中模块性的概念与模块性如何影响可演化性的概念统一起来。这导致了一种可量化的模块性度量以及对其对可演化性影响的不同理解。

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