# Deep learning-based surrogate models for parametrized PDEs: Handling geometric variability through graph neural networks

> Research article (Chaos An Interdisciplinary Journal of Nonlinear Science, 2023) · cited 26× · AI/ML

**Wikidata**: [openalex:W4389625454](https://www.wikidata.org/wiki/openalex:W4389625454)  
**Source**: https://4ort.xyz/entity/deep-learning-based-surrogate-models-for-parametrized-pdes-handling-geometric-variability-through-graph-neural-networks
