在动态系统中计算弹性措施
Andreas Morr1,2, Christian Kuehn1, George Datseris3
1Department of Mathematics, School of Computation, Information and Technology, Technical University of Munich, Garching bei München, Germany.
Chaos (Woodbury, N.Y.)
|February 2, 2026
概括
这项研究引入了一个新的计算框架来评估系统弹性,提供了一个更容易访问和通用化的方法. 开发的算法增强了对不同动态系统中的弹性变化的理解.
科学领域:
- 动态系统理论 动态系统理论
- 数学方法 数学方法
- 计算科学 计算科学
背景情况:
- 系统弹性,即承受干扰的能力,在各个学科中越来越重要.
- 当前的弹性指标往往受到计算可访问性较差和有限的概括性的影响.
- 动态系统理论为理解系统行为和稳定性提供了理论基础.
研究的目的:
- 在动态系统框架内审查和重新制定现有的弹性措施.
- 引入一个计算效率高的算法,用于平行数值估计弹性.
- 开发一个可通用的框架来评估跨变化的系统参数的弹性.
主要方法:
- 文献综述侧重于通过动态系统理论的透视来研究弹性措施.
- 重构相关的弹性措施,将其转化为一般的数学形式.
- 开发一种资源效率高的算法,用于并行数值估计.
- 将弹性措施与吸引因素的全球延续联系起来,以进行依赖参数的评估.
主要成果:
- 开发了一个模块化和可扩展的框架来评估系统弹性.
- 该框架允许在系统参数变化过程中对弹性进行一致的评估.
- 对各种动态系统的演示揭示了不同的弹性变化模式.
- 该方法提供了一个比传统的本地稳定性指标更具全球性的视角.
结论:
- 开发的框架为量化系统弹性提供了一个全面和可访问的方法.
- 这项工作促进了对关键过渡和普遍缩放行为的早期预警信号的新研究.
- 开源的计算工具可以进行系统特定的调查和比较的弹性研究.
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