# A generalised deep learning-based surrogate model for homogenisation utilising material property encoding and physics-based bounds

> Research article (Scientific Reports, 2023) · cited 14× · AI/ML

**Wikidata**: [openalex:W4379470062](https://www.wikidata.org/wiki/openalex:W4379470062)  
**Source**: https://4ort.xyz/entity/a-generalised-deep-learning-based-surrogate-model-for-homogenisation-utilising-material-property-encoding-and-physics-ba