# Deep Learning Framework With Essential Pre-Processing Techniques for Improving Mixed-Gas Concentration Prediction

> Research article (IEEE Access, 2023) · cited 25× · AI/ML

**Wikidata**: [openalex:W4323644162](https://www.wikidata.org/wiki/openalex:W4323644162)  
**Source**: https://4ort.xyz/entity/deep-learning-framework-with-essential-pre-processing-techniques-for-improving-mixed-gas-concentration-prediction