# Deep reinforcement learning for PID parameter tuning in greenhouse HVAC system energy Optimization: A TRNSYS-Python cosimulation approach

> Research article (Expert Systems with Applications, 2024) · cited 55× · AI/ML

**Wikidata**: [openalex:W4395956864](https://www.wikidata.org/wiki/openalex:W4395956864)  
**Source**: https://4ort.xyz/entity/deep-reinforcement-learning-for-pid-parameter-tuning-in-greenhouse-hvac-system-energy-optimization-a-trnsys-python-cosim