# Using machine learning to anticipate tipping points and extrapolate to post-tipping dynamics of non-stationary dynamical systems

> Research article (Chaos An Interdisciplinary Journal of Nonlinear Science, 2023) · cited 44× · AI/ML

**Wikidata**: [openalex:W4322506144](https://www.wikidata.org/wiki/openalex:W4322506144)  
**Source**: https://4ort.xyz/entity/using-machine-learning-to-anticipate-tipping-points-and-extrapolate-to-post-tipping-dynamics-of-non-stationary-dynamical