# A comprehensive deep learning geometric shape optimization framework with field prediction surrogate and reinforcement learning

> Research article (Physics of Fluids, 2024) · cited 11× · AI/ML

**Wikidata**: [openalex:W4395451006](https://www.wikidata.org/wiki/openalex:W4395451006)  
**Source**: https://4ort.xyz/entity/a-comprehensive-deep-learning-geometric-shape-optimization-framework-with-field-prediction-surrogate-and-reinforcement-l