Likelihood estimation of an interpretable early-warning sign of critical transitions
Dynamical Systems
2026-07-07 v1 Probability
Abstract
A critical transition is a sudden, abrupt and potentially unforeseen change in the state of a complex system often associated with catastrophic collapses and irreversability. Here we introduce a novel, interpretable early-warning signal of bifurcation-induced critical transitions. The proposed indicator can be readily computed from timeseries observations by maximum likelihood estimation and it has the advantage of providing immediate insight on the state of the system. We showcase its applicability by assessing its performance using models of ecosystems and ocean circulation collapse.
Keywords
Cite
@article{arxiv.2607.05976,
title = {Likelihood estimation of an interpretable early-warning sign of critical transitions},
author = {Davide Papapicco and Lauren Smith and Graham Donovan},
journal= {arXiv preprint arXiv:2607.05976},
year = {2026}
}
Comments
24 pages, 12 figures