# Impact of holding umbrella on uni- and bi-directional pedestrian flow: experiments and modeling

> Research article (Transportmetrica B Transport Dynamics, 2018) · cited 13× · AI/ML

**Wikidata**: [openalex:W2962692347](https://www.wikidata.org/wiki/openalex:W2962692347)  
**Source**: https://4ort.xyz/entity/impact-of-holding-umbrella-on-uni-and-bi-directional-pedestrian-flow-experiments-and-modeling