output
20112025
most citedComplex network approaches to nonlinear time series analysis

648 citations

Showing physics.soc-phShow all

17 papers · 1 filter

physics.soc-ph2021★ 1 cited

Detecting contagious spreading of urban innovations on the global city network

Niklas H. Kitzmann, Pawel Romanczuk, Jonathan F. Donges

Only a fast and global transformation towards decarbonization and sustainability can keep the Earth in a civilization-friendly state. As hotspots for (green) innovation and experim…

physics.soc-ph2021★ 2 cited

Resilience basins of complex systems: an application to prosumer impacts on power grids

Samuel Bien, Paul Schultz, Jobst Heitzig +1

Comparable to the traditional notion of stability in system dynamics, resilience is typically measured in a way that assesses the quality of a system's response, for example the sp…

physics.soc-ph2021★ 1 cited

Complex networks of interacting stochastic tipping elements: cooperativity of phase separation in the large-system limit

Jan Kohler, Nico Wunderling, Jonathan F. Donges +1

Tipping elements in the Earth System receive increased scientific attention over the recent years due to their nonlinear behavior and the risks of abrupt state changes. While being…

physics.soc-ph2021★ 7 cited

A dynamic network model of societal complexity and resilience inspired by Tainter's theory of collapse

Florian Schunck, Marc Wiedermann, Jobst Heitzig +1

In recent years, several global events have severely disrupted economies and social structures, undermining confidence in the resilience of modern societies. While empirical eviden…

physics.soc-ph2020★ 32 cited

Modelling nonlinear dynamics of interacting tipping elements on complex networks: the PyCascades package

Nico Wunderling, Jonathan Krönke, Valentin Wohlfarth +6

Tipping elements occur in various systems such as in socio-economics, ecology and the climate system. In many cases, the individual tipping elements are not independent from each o…

physics.soc-ph2020★ 15 cited

Dynamics of collective action to conserve a large common-pool resource

David Andersson, Sigrid Bratsberg, Andrew K. Ringsmuth +1

A pressing challenge for coming decades is sustainable and just management of large-scale common-pool resources including the atmosphere, biodiversity and public services. This pos…

physics.soc-ph2020★ 214 cited

Social tipping processes for sustainability: An analytical framework

Ricarda Winkelmann, Jonathan F. Donges, E. Keith Smith +7

Societal transformations are necessary to address critical global challenges, such as mitigation of anthropogenic climate change and reaching UN sustainable development goals. Rece…

physics.soc-ph2019★ 55 cited

A network-based microfoundation of Granovetter's threshold model for social tipping

Marc Wiedermann, E. Keith Smith, Jobst Heitzig +1

Social tipping, where minorities trigger larger populations to engage in collective action, has been suggested as one key aspect in addressing contemporary global challenges. Here,…

physics.soc-ph2019★ 56 cited

Earth system modeling with endogenous and dynamic human societies: the copan:CORE open World-Earth modeling framework

Jonathan F. Donges, Jobst Heitzig, Wolfram Barfuss +9

Analysis of Earth system dynamics in the Anthropocene requires to explicitly take into account the increasing magnitude of processes operating in human societies, their cultures, e…

physics.soc-ph2019★ 26 cited

Deep reinforcement learning in World-Earth system models to discover sustainable management strategies

Felix M. Strnad, Wolfram Barfuss, Jonathan F. Donges +1

Increasingly complex, non-linear World-Earth system models are used for describing the dynamics of the biophysical Earth system and the socio-economic and socio-cultural World of h…

physics.soc-ph2019★ 21 cited

The physics of governance networks: critical transitions in contagion dynamics on multilayer adaptive networks with application to the sustainable use of renewable resources

Fabian Geier, Wolfram Barfuss, Marc Wiedermann +2

Adaptive networks are a versatile approach to model phenomena such as contagion and spreading dynamics, critical transitions and structure formation that emerge from the dynamic co…

physics.soc-ph2017★ 74 cited

The technosphere in Earth system analysis: a coevolutionary perspective

Jonathan F. Donges, Wolfgang Lucht, Finn Müller-Hansen +1

Earth system analysis is the study of the joint dynamics of biogeophysical, social and technological processes on our planet. To advance our understanding of possible future develo…

physics.soc-ph2016★ 42 cited

Zealotry Effects on Opinion Dynamics in the Adaptive Voter Model

Pascal P. Klamser, Marc Wiedermann, Jonathan F. Donges +1

The adaptive voter model has been widely studied as a conceptual model for opinion formation processes on time-evolving social networks. Past studies on the effect of zealots, i.e.…

physics.soc-ph2015★ 42 cited

Spatial network surrogates for disentangling complex system structure from spatial embedding of nodes

Marc Wiedermann, Jonathan F. Donges, Jürgen Kurths +1

Networks with nodes embedded in a metric space have gained increasing interest in recent years. The effects of spatial embedding on the networks' structural characteristics, howeve…

physics.soc-ph2015★ 194 cited

Event coincidence analysis for quantifying statistical interrelationships between event time series: on the role of flood events as possible triggers of epidemic outbreaks

Jonathan F. Donges, Carl-Friedrich Schleussner, Jonatan F. Siegmund +1

Studying event time series is a powerful approach for analyzing the dynamics of complex dynamical systems in many fields of science. In this paper, we describe the method of event…

physics.soc-ph2015★ 56 cited

Macroscopic description of complex adaptive networks co-evolving with dynamic node states

Marc Wiedermann, Jonathan F. Donges, Jobst Heitzig +2

In many real-world complex systems, the time-evolution of the network's structure and the dynamic state of its nodes are closely entangled. Here, we study opinion formation and imi…

physics.soc-ph2013★ 46 cited

Node-weighted interacting network measures improve the representation of real-world complex systems

Marc Wiedermann, Jonathan F. Donges, Jobst Heitzig +1

Network theory provides a rich toolbox consisting of methods, measures, and models for studying the structure and dynamics of complex systems found in nature, society, or technolog…