# Effective Gas Level Prediction Based on Sensor Array Using Deep Learning in Mixed Gases: A Comparative Analysis of CNN-1D, LSTM, and GRU Models

> Research article (IEEE Transactions on Instrumentation and Measurement, 2025) · cited 12× · AI/ML

**Wikidata**: [openalex:W4410086860](https://www.wikidata.org/wiki/openalex:W4410086860)  
**Source**: https://4ort.xyz/entity/effective-gas-level-prediction-based-on-sensor-array-using-deep-learning-in-mixed-gases-a-comparative-analysis-of-cnn-1d