# From Automated to Manual - Modeling Control Transitions with SUMO

> Research article (EPiC series in computing, 2019) · cited 14× · AI/ML

**Wikidata**: [openalex:W2967711230](https://www.wikidata.org/wiki/openalex:W2967711230)  
**Source**: https://4ort.xyz/entity/from-automated-to-manual-modeling-control-transitions-with-sumo