# Optimization and determination of the parameters for a PID based ventilation system for smoke control in tunnel fires: Comparative study between a genetic algorithm and an analytical trial-and-error method

> Research article (Tunnelling and Underground Space Technology, 2023) · cited 22× · AI/ML

**Wikidata**: [openalex:W4360987141](https://www.wikidata.org/wiki/openalex:W4360987141)  
**Source**: https://4ort.xyz/entity/optimization-and-determination-of-the-parameters-for-a-pid-based-ventilation-system-for-smoke-control-in-tunnel-fires-co