# A Study on Using Image-Based Machine Learning Methods to Develop Surrogate Models of Stamp Forming Simulations

> Research article (Journal of Manufacturing Science and Engineering, 2021) · cited 42× · AI/ML

**Wikidata**: [openalex:W3177357479](https://www.wikidata.org/wiki/openalex:W3177357479)  
**Source**: https://4ort.xyz/entity/a-study-on-using-image-based-machine-learning-methods-to-develop-surrogate-models-of-stamp-forming-simulations