# UAV-based DEM augmentation using ConSinGAN for efficient flood parameter prediction with machine learning and 1D hydrodynamic models

> Research article (Physics and Chemistry of the Earth Parts A/B/C, 2024) · cited 13× · AI/ML

**Wikidata**: [openalex:W4400620476](https://www.wikidata.org/wiki/openalex:W4400620476)  
**Source**: https://4ort.xyz/entity/uav-based-dem-augmentation-using-consingan-for-efficient-flood-parameter-prediction-with-machine-learning-and-1d-hydrody