# Hierarchical traffic signal optimization using reinforcement learning and traffic prediction with long-short term memory

> Research article (Expert Systems with Applications, 2021) · cited 76× · AI/ML

**Wikidata**: [openalex:W3124050193](https://www.wikidata.org/wiki/openalex:W3124050193)  
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