The practical implications of this research are significant. By integrating image captioning with predictive control, the proposed system offers a comprehensive solution for real-time monitoring of pollutant gas concentrations. Operators in industrial settings can benefit from the enhanced situational awareness provided by the generated captions, which allow for quick assessments of the gas capture processes. The ability to visualize and understand the processes through descriptive captions not only aids in immediate decision-making but also fosters a deeper understanding of the underlying dynamics of gas capture.