In the world of machine learning (ML) and artificial intelligence (AI), new models and architectures are constantly being developed to tackle complex, real-world problems. One such advancement is U-FNO (Enhanced Fourier Neural Operator), a powerful tool used to solve dynamic multiphase flow problems, particularly in the domain of carbon capture and storage (CCS). This model