# Physics-data combined machine learning for parametric reduced-order modelling of nonlinear dynamical systems in small-data regimes

> Research article (Computer Methods in Applied Mechanics and Engineering, 2022) · cited 79× · AI/ML

**Wikidata**: [openalex:W4313293844](https://www.wikidata.org/wiki/openalex:W4313293844)  
**Source**: https://4ort.xyz/entity/physics-data-combined-machine-learning-for-parametric-reduced-order-modelling-of-nonlinear-dynamical-systems-in-small-da