Convection-diffusion Problems are crucial in Modeling phenomena where substances are transported within a medium due to processes of both diffusion and convection. These problems typically involve solving Partial Differential Equations that account for the combined effects of Particle Movement and spreading, posing significant Computational challenges, especially when the Convection term dominates.