# Physics-constrained deep learning for high-dimensional surrogate modeling and uncertainty quantification without labeled data

> Research article (Journal of Computational Physics, 2019) · cited 1,015× · AI/ML

**Wikidata**: [openalex:W2908541468](https://www.wikidata.org/wiki/openalex:W2908541468)  
**Source**: https://4ort.xyz/entity/physics-constrained-deep-learning-for-high-dimensional-surrogate-modeling-and-uncertainty-quantification-without-labeled