# Introducing Hybrid Modeling with Time-Series-Transformers: A Comparative Study of Series and Parallel Approach in Batch Crystallization

> Research article (Industrial & Engineering Chemistry Research, 2023) · cited 75× · AI/ML

**Wikidata**: [openalex:W4389130441](https://www.wikidata.org/wiki/openalex:W4389130441)  
**Source**: https://4ort.xyz/entity/introducing-hybrid-modeling-with-time-series-transformers-a-comparative-study-of-series-and-parallel-approach-in-batch-c
