Recent achievements in nonlinear dynamics, synchronization, and networks.

IF 4.6 Q2 MATERIALS SCIENCE, BIOMATERIALS ACS Applied Bio Materials Pub Date : 2024-10-01 DOI:10.1063/5.0236801
Dibakar Ghosh, Norbert Marwan, Michael Small, Changsong Zhou, Jobst Heitzig, Aneta Koseska, Peng Ji, Istvan Z Kiss
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Abstract

This Focus Issue covers recent developments in the broad areas of nonlinear dynamics, synchronization, and emergent behavior in dynamical networks. It targets current progress on issues such as time series analysis and data-driven modeling from real data such as climate, brain, and social dynamics. Predicting and detecting early warning signals of extreme climate conditions, epileptic seizures, or other catastrophic conditions are the primary tasks from real or experimental data. Exploring machine-based learning from real data for the purpose of modeling and prediction is an emerging area. Application of the evolutionary game theory in biological systems (eco-evolutionary game theory) is a developing direction for future research for the purpose of understanding the interactions between species. Recent progress of research on bifurcations, time series analysis, control, and time-delay systems is also discussed.

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非线性动力学、同步和网络方面的最新成果。
本期聚焦涵盖了非线性动力学、同步和动态网络中的突发行为等广泛领域的最新进展。它针对的是时间序列分析以及从气候、大脑和社会动态等真实数据中建立数据驱动模型等问题的最新进展。从真实或实验数据中预测和检测极端气候条件、癫痫发作或其他灾难性状况的预警信号是主要任务。从真实数据中探索基于机器学习的建模和预测方法是一个新兴领域。在生物系统中应用进化博弈论(生态进化博弈论)是未来研究的一个发展方向,目的是了解物种之间的相互作用。此外,还讨论了分岔、时间序列分析、控制和时延系统研究的最新进展。
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来源期刊
ACS Applied Bio Materials
ACS Applied Bio Materials Chemistry-Chemistry (all)
CiteScore
9.40
自引率
2.10%
发文量
464
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