2.5. Simple diffusion equation

This example solves a simple diffusion equation in two dimensions.

  0%|          | 0/10.0 [00:00<?, ?it/s]
Initializing:   0%|          | 0/10.0 [00:00<?, ?it/s]
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  0%|          | 0.004/10.0 [00:10<7:14:25, 2607.63s/it]
  0%|          | 0.018/10.0 [00:10<1:36:24, 579.51s/it]
  6%|▋         | 0.644/10.0 [00:10<02:31, 16.22s/it]
 64%|██████▎   | 6.357/10.0 [00:10<00:06,  1.66s/it]
 64%|██████▎   | 6.357/10.0 [00:10<00:06,  1.67s/it]
100%|██████████| 10.0/10.0 [00:10<00:00,  1.06s/it]
100%|██████████| 10.0/10.0 [00:10<00:00,  1.06s/it]

from pde import DiffusionPDE, ScalarField, UnitGrid

grid = UnitGrid([64, 64])  # generate grid
state = ScalarField.random_uniform(grid, 0.2, 0.3)  # generate initial condition

eq = DiffusionPDE(diffusivity=0.1)  # define the pde
result = eq.solve(state, t_range=10)
result.plot()