# Integrating graph neural networks with physics-informed loss function for mechanical response prediction of hollow concrete structures with morphed honeycomb configurations

> Research article (Materials & Design, 2025) · cited 16× · AI/ML

**Wikidata**: [openalex:W4406822210](https://www.wikidata.org/wiki/openalex:W4406822210)  
**Source**: https://4ort.xyz/entity/integrating-graph-neural-networks-with-physics-informed-loss-function-for-mechanical-response-prediction-of-hollow-concr