# Surrogate-assisted cooperative signal optimization for large-scale traffic networks

> Research article (Knowledge-Based Systems, 2021) · cited 20× · AI/ML

**Wikidata**: [openalex:W3202185240](https://www.wikidata.org/wiki/openalex:W3202185240)  
**Source**: https://4ort.xyz/entity/surrogate-assisted-cooperative-signal-optimization-for-large-scale-traffic-networks