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This lecture covers the advection-dominated Darcy's flows in porous media, focusing on the numerical methods for solving the advection-dominated problems. It discusses the use of artificial viscosity and Petrov-Galerkin techniques to improve the accuracy of the solutions. The lecture also delves into the concepts of consistency errors, stream-line diffusion, and the application of finite element methods in solving Darcy's flow equations.