# Machine learning driven forward prediction and inverse design for 4D printed hierarchical architecture with arbitrary shapes

> Research article (Applied Materials Today, 2024) · cited 33× · AI/ML

**Wikidata**: [openalex:W4401386116](https://www.wikidata.org/wiki/openalex:W4401386116)  
**Source**: https://4ort.xyz/entity/machine-learning-driven-forward-prediction-and-inverse-design-for-4d-printed-hierarchical-architecture-with-arbitrary-sh