# From Shallow to Deep Bioprocess Hybrid Modeling: Advances and Future Perspectives

> Research article (Fermentation, 2023) · cited 30× · AI/ML

**Wikidata**: [openalex:W4387880420](https://www.wikidata.org/wiki/openalex:W4387880420)  
**Source**: https://4ort.xyz/entity/from-shallow-to-deep-bioprocess-hybrid-modeling-advances-and-future-perspectives