# A soft sensor for property control in multi-stage hot forming based on a level set formulation of grain size evolution and machine learning

> Research article (Advances in Industrial and Manufacturing Engineering, 2021) · cited 11× · AI/ML

**Wikidata**: [openalex:W3153453444](https://www.wikidata.org/wiki/openalex:W3153453444)  
**Source**: https://4ort.xyz/entity/a-soft-sensor-for-property-control-in-multi-stage-hot-forming-based-on-a-level-set-formulation-of-grain-size-evolution-a
