对自适应动态系统的前景
Jakub Sawicki1,2, Rico Berner3, Sarah A M Loos4
1Potsdam Institute for Climate Impact Research, Telegrafenberg, 14473 Potsdam, Germany.
Chaos (Woodbury, N.Y.)
|July 24, 2023
概括
适应性是自然和技术的一个关键特征,它涉及到改变和调整的系统. 这一跨学科审查探讨了跨领域的适应性,确定了挑战和未来的研究方向.
科学领域:
- 复杂系统科学 复杂系统科学
- 跨学科研究 跨学科研究
背景情况:
- 适应性是自然,社会经济和技术系统中观察到的基本动态特征.
- 适应性合在现实世界的网络中至关重要,例如电网,社交网络和神经网络.
- 这些适应机制支持闭环控制策略和机器学习算法.
研究的目的:
- 为适应性系统提供跨学科的视角.
- 检查适应性的概念和术语在各种科学学科.
- 确定共同的挑战,并概述适应性研究的未来研究方向.
主要方法:
- 文献综述和综合各种领域的适应性概念.
- 对适应性在不同领域的作用和表现进行比较分析.
- 在适应性研究中识别跨学科的共同点和差异.
主要成果:
- 适应性在许多学科的系统稳定性,弹性和功能性中发挥着关键作用.
- 对适应性的统一理解受到学科特定的术语和重点的阻碍.
- 跨学科合作存在重大机会,以推进对适应性系统的理解.
结论:
- 了解适应性需要一个跨学科的方法,整合来自不同领域的见解.
- 解决适应性研究中的共同挑战可以促进创新和新方法.
- 未来的研究应该集中在开发统一的框架和探索适应性系统的新应用.
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