While the results of this study are promising, there are several avenues for future research and development that could further enhance the capabilities of the proposed system. One area of focus could be the refinement of the deep learning models used for image captioning and predictive control. Techniques such as transfer learning, where pre-trained models are finetuned on specific datasets, could be explored to improve performance, especially in scenarios with limited training data. This approach could enhance the system's adaptability to different industrial contexts and gas capture processes.