# Data-driven lay-up design of a type IV hydrogen storage vessel based on physics-constrained generative adversarial networks (PCGANs)

> Research article (Journal of Energy Storage, 2024) · cited 12× · AI/ML

**Wikidata**: [openalex:W4401368233](https://www.wikidata.org/wiki/openalex:W4401368233)  
**Source**: https://4ort.xyz/entity/data-driven-lay-up-design-of-a-type-iv-hydrogen-storage-vessel-based-on-physics-constrained-generative-adversarial-netwo