Mean-field theory for double-well systems on degree-heterogeneous networks
| Autor: | Kundu, Prosenjit, MacLaren, Neil G., Kori, Hiroshi, Masuda, Naoki |
|---|---|
| Rok vydání: | 2022 |
| Předmět: | |
| Zdroj: | Proceedings of the Royal Society A, 478, 20220350 (2022) |
| Druh dokumentu: | Working Paper |
| DOI: | 10.1098/rspa.2022.0350 |
| Popis: | Many complex dynamical systems in the real world, including ecological, climate, financial, and power-grid systems, often show critical transitions, or tipping points, in which the system's dynamics suddenly transit into a qualitatively different state. In mathematical models, tipping points happen as a control parameter gradually changes and crosses a certain threshold. Tipping elements in such systems may interact with each other as a network, and understanding the behavior of interacting tipping elements is a challenge because of the high dimensionality originating from the network. Here we develop a degree-based mean-field theory for a prototypical double-well system coupled on a network with the aim of understanding coupled tipping dynamics with a low-dimensional description. The method approximates both the onset of the tipping point and the position of equilibria with a reasonable accuracy. Based on the developed theory and numerical simulations, we also provide evidence for multistage tipping point transitions in networks of double-well systems. Comment: 5 figures |
| Databáze: | arXiv |
| Externí odkaz: |
|