Dynamics of Tipping Cascades on Complex Networks
arXiv:1905.05476 · doi:10.1103/PhysRevE.101.042311
Abstract
Tipping points occur in diverse systems in various disciplines such as ecology, climate science, economy or engineering. Tipping points are critical thresholds in system parameters or state variables at which a tiny perturbation can lead to a qualitative change of the system. Many systems with tipping points can be modeled as networks of coupled multistable subsystems, e.g. coupled patches of vegetation, connected lakes, interacting climate tipping elements or multiscale infrastructure systems. In such networks, tipping events in one subsystem are able to induce tipping cascades via domino effects. Here, we investigate the effects of network topology on the occurrence of such cascades. Numerical cascade simulations with a conceptual dynamical model for tipping points are conducted on Erdős-Rényi, Watts-Strogatz and Barabási-Albert networks. Additionally, we generate more realistic networks using data from moisture-recycling simulations of the Amazon rainforest and compare the results to those obtained for the model networks. We furthermore use a directed configuration model and a stochastic block model which preserve certain topological properties of the Amazon network to understand which of these properties are responsible for its increased vulnerability. We find that clustering and spatial organization increase the vulnerability of networks and can lead to tipping of the whole network. These results could be useful to evaluate which systems are vulnerable or robust due to their network topology and might help to design or manage systems accordingly.
arXiv comment22 pages, 12 figures
References in corpus (9)
- Emergence of scaling in random networks
- Community structure in social and biological networks
- Random graphs with arbitrary degree distributions and their applications
- Clustering in Complex Directed Networks
- Small vulnerable sets determine large network cascades in power grids
- Dynamically induced cascading failures in power grids
- Coupled catastrophes: sudden shifts cascade and hop among interdependent systems
- Spatial network surrogates for disentangling complex system structure from spatial embedding of nodes
- Resilience of networks to environmental stress: From regular to random networks
Cited by in corpus (14)
- Network resilience
- Emergence of cascading dynamics in interacting tipping elements of ecology and climate
- How motifs condition critical thresholds for tipping cascades in complex networks: Linking Micro- to Macro-scales
- Accuracy of a one-dimensional reduction of dynamical systems on networks
- Modelling nonlinear dynamics of interacting tipping elements on complex networks: the PyCascades package
- Dimension reduction of dynamical systems on networks with leading and non-leading eigenvectors of adjacency matrices
- Stochastic Resonance in Climate Reddening Increases the Risk of Cyclic Ecosystem Extinction via Phase-tipping
- Anticipation-induced social tipping -- Can the environment be stabilised by social dynamics?
- Mean-field theory for double-well systems on degree-heterogeneous networks
- Observing network dynamics through sentinel nodes
- Random walk based snapshot clustering for detecting community dynamics in temporal networks
- Quasipotentials for coupled escape problems and the gate-height bifurcation
- Complex networks of interacting stochastic tipping elements: cooperativity of phase separation in the large-system limit
- Diffusive coupling facilitates and impedes noise-induced escape in interacting bistable elements