2.2.3 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]
  0%|          | 0/10.0 [00:11<?, ?it/s]
  0%|          | 0.00316/10.0 [00:11<9:57:52, 3588.36s/it]
  1%|▏         | 0.14652/10.0 [00:11<12:42, 77.39s/it]
 74%|███████▍  | 7.4211/10.0 [00:11<00:03,  1.53s/it]
 74%|███████▍  | 7.4211/10.0 [00:11<00:03,  1.53s/it]
100%|██████████| 10.0/10.0 [00:11<00:00,  1.13s/it]
100%|██████████| 10.0/10.0 [00:11<00:00,  1.13s/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()