Advection schemes are numerical methods used to solve equations describing the transport of substances in a fluid, aiming to predict the future distribution of properties such as heat or pollutant concentration. They ensure the stability and accuracy of simulations in computational fluid dynamics by addressing aspects like numerical diffusion and oscillations.