In conclusion, the deep learning-driven image captioning system presented in this paper represents a significant advancement in the field of environmental monitoring. By combining advanced machine learning techniques with real-time monitoring capabilities, the proposed system enhances the understanding and management of pollutant gas concentrations in industrial settings. The ability to generate high-quality captions and provide accurate predictive insights positions this system as a robust tool for improving operational efficiency and promoting cleaner industrial practices.