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Social ecological systems are often difficult to investigate and manage because of their inherent complexity1. Small variations in external drivers can lead to abrupt changes associated with instabilities and bifurcations in the underlying…

种群与进化 · 定量生物学 2017-02-08 Samir Suweis , Paolo D'Odorico

The use of critical slowing down as an early warning indicator for regime switching in observations from stochastic environments and noisy dynamical models has been widely studied and implemented in recent years. Some systems, however, have…

动力系统 · 数学 2019-01-25 Mathew Titus , Zach Gelbaum , James Watson

Catastrophic regime shifts in complex natural systems may be averted through advanced detection. Recent work has provided a proof-of-principle that many systems approaching a catastrophic transition may be identified through the lens of…

其他定量生物学 · 定量生物学 2012-04-30 Carl Boettiger , Alan Hastings

Many real world systems are at risk of undergoing critical transitions, leading to sudden qualitative and sometimes irreversible regime shifts. The development of early warning signals is recognized as a major challenge. Recent progress…

适应与自组织系统 · 物理学 2017-02-28 Christian Kuehn , Gerd Zschaler , Thilo Gross

There is growing interest in anticipating critical transitions in natural systems, often pursued through statistical detection of early warning signals associated with dynamical bifurcations. In stochastic dynamical systems, such signals…

In this topical review, we present a brief overview of the different methods and measures to detect the occurrence of critical transitions in complex systems. We start by introducing the mechanisms that trigger critical transitions, and how…

物理与社会 · 物理学 2023-07-05 Sandip V. George , Sneha Kachhara , G. Ambika

Successfully anticipating sudden major changes in complex systems is a practical concern. Such complex systems often form a heterogeneous network, which may show multistage transitions in which some nodes experience a regime shift earlier…

物理与社会 · 物理学 2023-06-27 Neil G. MacLaren , Prosenjit Kundu , Naoki Masuda

Among the properties that are common to complex systems, the presence of critical thresholds in the dynamics of the system is one of the most important. Recently, there has been interest in the universalities that occur in the behavior of…

The ability to reliably predict critical transitions in dynamical systems is a long-standing goal of diverse scientific communities. Previous work focused on early warning signals related to local bifurcations (critical slowing down) and…

适应与自组织系统 · 物理学 2017-11-15 Rajat Karnatak , Holger Kantz , Stephan Bialonski

The potential for complex systems to exhibit tipping points in which an equilibrium state undergoes a sudden and often irreversible shift is well established, but prediction of these events using standard forecast modeling techniques is…

Many natural systems undergo critical transitions, i.e. sudden shifts from one dynamical regime to another. In the climate system, the atmospheric boundary layer can experience sudden transitions between fully turbulent states and…

大气与海洋物理 · 物理学 2020-08-26 Amandine Kaiser , Davide Faranda , Sebastian Krumscheid , Danijel Belušić , Nikki Vercauteren

Early warning signals have been proposed to forecast the possibility of a critical transition, such as the eutrophication of a lake, the collapse of a coral reef, or the end of a glacial period. Because such transitions often unfold on…

种群与进化 · 定量生物学 2012-10-04 Carl Boettiger , Alan Hastings

Recent work has highlighted the utility of methods for early warning signal detection in dynamic systems approaching critical tipping thresholds. Often these tipping points resemble local bifurcations, whose low dimensional dynamics can…

计算物理 · 物理学 2024-08-08 Daniel Dylewsky , Madhur Anand , Chris T. Bauch

Early-warning indicators (increase of autocorrelation and variance) are commonly applied to time series data to try and detect tipping points of real-world systems. The theory behind these indicators originates from approximating the…

动力系统 · 数学 2016-09-26 Paul Ritchie , Jan Sieber

A large variety of complex systems in ecology, climate science, biomedicine and engineering have been observed to exhibit tipping points, where the internal dynamical state of the system abruptly changes. For example, such critical…

物理与社会 · 物理学 2015-03-06 Christian Kuehn , Erik A. Martens , Daniel Romero

A broad range of natural and social systems from human microbiome to financial markets can go through critical transitions, where the system suddenly collapses to another stable configuration. Critical transitions can be unexpected, with…

应用统计 · 统计学 2022-05-17 Ville Laitinen , Leo Lahti

Bifurcations can cause dynamical systems with slowly varying parameters to transition to far-away attractors. The terms ``critical transition'' or ``tipping point'' have been used to describe this situation. Critical transitions have been…

动力系统 · 数学 2015-03-17 Christian Kuehn

Catastrophic transitions, where a system shifts abruptly between alternate steady states, are a generic feature of many nonlinear systems. Recently these regime shift were suggested as the mechanism underlies many ecological catastrophes,…

种群与进化 · 定量生物学 2015-06-11 Haim Weissmann , Nadav M. Shnerb

Critical transitions, or large changes in the state of a system after a small change in the system's external conditions or parameters, commonly occur in a wide variety of disciplines, from the biological and social sciences to physics.…

统计力学 · 物理学 2021-10-26 George I. Hagstrom , Simon A. Levin

Detecting early warning indicators for abrupt dynamical transitions in complex systems or high-dimensional observation data is essential in many real-world applications, such as brain diseases, natural disasters, and engineering…

机器学习 · 统计学 2024-04-08 Lingyu Feng , Ting Gao , Wang Xiao , Jinqiao Duan
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