Frontiers in gas sensing with semiconducting metal oxide array electronic noses

, focusing on innovative material strategies such as micro-nano engineering, noble metal modification, rare-earth doping, μLED photoactivation, and rGO composites. Advanced machine learning, particularly deep learning, significantly enhances selectivity and prediction accuracy. Future efforts will focus on miniaturization, energy efficiency, and intelligent system development.