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This project is a simple finite element derivation (available in the Python Jupyter notebook) to solve purely 1-D diffusion equation on two-dimensional grid.
The solution comparison in the middle of the domain is here:
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Finite Element Method for 1D-2D advection diffusion equation (ADE)