# Simultaneous tuning of multiple PID controllers for multivariable systems using deep reinforcement learning

> Research article (Digital Chemical Engineering, 2023) · cited 19× · AI/ML

**Wikidata**: [openalex:W4387816464](https://www.wikidata.org/wiki/openalex:W4387816464)  
**Source**: https://4ort.xyz/entity/simultaneous-tuning-of-multiple-pid-controllers-for-multivariable-systems-using-deep-reinforcement-learning