# Physics-informed neural networks for hybrid modeling of lab-scale batch fermentation for β-carotene production using Saccharomyces cerevisiae

> Research article (Process Safety and Environmental Protection, 2022) · cited 104× · AI/ML

**Wikidata**: [openalex:W4210568167](https://www.wikidata.org/wiki/openalex:W4210568167)  
**Source**: https://4ort.xyz/entity/physics-informed-neural-networks-for-hybrid-modeling-of-lab-scale-batch-fermentation-for-carotene-production-using-sacch