# Research on spatio-temporal network prediction model of parallel–series traffic flow based on Transformer and GCAT

> Research article (Physica A Statistical Mechanics and its Applications, 2022) · cited 10× · AI/ML

**Wikidata**: [openalex:W4313478785](https://www.wikidata.org/wiki/openalex:W4313478785)  
**Source**: https://4ort.xyz/entity/research-on-spatio-temporal-network-prediction-model-of-parallelseries-traffic-flow-based-on-transformer-and-gcat