尺度依赖复杂性的正式定义和必要多样性的多尺度定律
Alexander F Siegenfeld1,2, Yaneer Bar-Yam2
1Department of Physics, Massachusetts Institute of Technology, Cambridge, MA 02139, USA.
Entropy (Basel, Switzerland)
|August 28, 2025
概括
这项研究介绍了Ashby所要求的多样性定律的多层次概括,使我们能够更全面地了解不同层次的系统复杂性. 新的框架定义了复杂性概况和多尺度约束,以改善系统有效性分析.
科学领域:
- 系统理论
- 网络学
- 信息理论
背景情况:
- 阿什比的必要多样性定律是系统理论中的一个基本概念,它建立了基于系统相对于其环境的复杂性的系统有效性的必要条件.
- 原始法则没有考虑系统复杂性如何随着细节或分析规模的不同而变化.
研究的目的:
- 开发阿什比对必要多样性的定律的多层面概括.
- 引入一种形式主义来描述多层次复杂性及其约束.
- 将一般化规律扩展到各种系统结构.
主要方法:
- 定义复杂性概况,表示复杂性作为尺度的函数.
- 对系统行为的多尺度约束的正式化.
- 复杂性概况的数学分析,包括总和规则.
主要成果:
- 引入了第一个已知的复杂性配置文件,显示了所需品种的多尺度规律.
- 艾什比定律的概括,从单个约束到一个多级别的约束.
- 对复杂性配置文件的总和规则的演示,说明不同自由度之间的权衡.
结论:
- 拟议的多尺度框架为分析不同尺度的系统复杂性和有效性提供了可靠的方法.
- 一般化法则为系统结构,环境相互作用和整体系统性能之间的关系提供了更深入的见解.
- 形式主义适用于复杂的系统,包括那些具有细分组件或连续结构的系统.
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