# Gas Outburst Warning Method in Driving Faces: Enhanced Methodology through Optuna Optimization, Adaptive Normalization, and Transformer Framework

> Research article (Sensors, 2024) · cited 11× · AI/ML

**Wikidata**: [openalex:W4396920427](https://www.wikidata.org/wiki/openalex:W4396920427)  
**Source**: https://4ort.xyz/entity/gas-outburst-warning-method-in-driving-faces-enhanced-methodology-through-optuna-optimization-adaptive-normalization-and