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81 changes: 0 additions & 81 deletions diffusion2d.py

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79 changes: 79 additions & 0 deletions diffusion2d_packages/diffusion2d.py
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"""
Solving the two-dimensional diffusion equation

Example acquired from https://scipython.com/book/chapter-7-matplotlib/examples/the-two-dimensional-diffusion-equation/
"""

import numpy as np
import matplotlib.pyplot as plt
from output import create_plot, output_plots

def solve(dx = 0.1 ,dy = 0.1,D = 4.):
# plate size, mm
w = h = 10.
# intervals in x-, y- directions, mm

# Thermal diffusivity of steel, mm^2/s


# Initial cold temperature of square domain
T_cold = 300

# Initial hot temperature of circular disc at the center
T_hot = 700

# Number of discrete mesh points in X and Y directions
nx, ny = int(w / dx), int(h / dy)

# Computing a stable time step
dx2, dy2 = dx * dx, dy * dy
dt = dx2 * dy2 / (2 * D * (dx2 + dy2))

print("dt = {}".format(dt))

u0 = T_cold * np.ones((nx, ny))
u = u0.copy()

# Initial conditions - circle of radius r centred at (cx,cy) (mm)
r = min(h, w) / 4.0
cx = w / 2.0
cy = h / 2.0
r2 = r ** 2
for i in range(nx):
for j in range(ny):
p2 = (i * dx - cx) ** 2 + (j * dy - cy) ** 2
if p2 < r2:
u0[i, j] = T_hot


def do_timestep(u_nm1, u, D, dt, dx2, dy2):
# Propagate with forward-difference in time, central-difference in space
u[1:-1, 1:-1] = u_nm1[1:-1, 1:-1] + D * dt * (
(u_nm1[2:, 1:-1] - 2 * u_nm1[1:-1, 1:-1] + u_nm1[:-2, 1:-1]) / dx2
+ (u_nm1[1:-1, 2:] - 2 * u_nm1[1:-1, 1:-1] + u_nm1[1:-1, :-2]) / dy2)

u_nm1 = u.copy()
return u_nm1, u


# Number of timesteps
nsteps = 101
# Output 4 figures at these timesteps
n_output = [0, 10, 50, 100]
fig_counter = 0
fig = plt.figure()

# Time loop
for n in range(nsteps):
u0, u = do_timestep(u0, u, D, dt, dx2, dy2)

# Create figure
if n in n_output:
fig_counter += 1
im=create_plot(u, n * dt, T_cold, T_hot, fig_counter, fig)

# Plot output figures
output_plots(fig, im)

if __name__ == "__main__":
solve()
17 changes: 17 additions & 0 deletions diffusion2d_packages/output.py
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from matplotlib import pyplot as plt

def create_plot(u, timestep, T_cold, T_hot, fig_counter, fig):

ax = fig.add_subplot(220 + fig_counter)
im = ax.imshow(u.copy(), cmap=plt.get_cmap('hot'), vmin=T_cold, vmax=T_hot)
ax.set_axis_off()
ax.set_title(f'{timestep:.1f} ms')
return im # Returning im to be used for the colorbar

def output_plots(fig, im):

fig.subplots_adjust(right=0.85)
cbar_ax = fig.add_axes([0.9, 0.15, 0.03, 0.7])
cbar_ax.set_xlabel('$T$ / K', labelpad=20)
fig.colorbar(im, cax=cbar_ax)
plt.show()
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10 changes: 10 additions & 0 deletions nagannhh_packages.egg-info/PKG-INFO
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Metadata-Version: 2.1
Name: nagannhh_packages
Version: 0.0.1
Summary: A package to solve 2D diffusion equation test exercise
Home-page: https://github.com/harshithn31/diffusion2D
Author: nagannhh
License-File: LICENSE
Requires-Dist: numpy>=2.1.3
Requires-Dist: matplotlib>=3.9.2
Requires-Dist: setuptools>=75.5.0
13 changes: 13 additions & 0 deletions nagannhh_packages.egg-info/SOURCES.txt
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LICENSE
README.md
setup.cfg
setup.py
diffusion2d_packages/__init__.py
diffusion2d_packages/diffusion2d.py
diffusion2d_packages/output.py
nagannhh_packages.egg-info/PKG-INFO
nagannhh_packages.egg-info/SOURCES.txt
nagannhh_packages.egg-info/dependency_links.txt
nagannhh_packages.egg-info/entry_points.txt
nagannhh_packages.egg-info/requires.txt
nagannhh_packages.egg-info/top_level.txt
1 change: 1 addition & 0 deletions nagannhh_packages.egg-info/dependency_links.txt
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2 changes: 2 additions & 0 deletions nagannhh_packages.egg-info/entry_points.txt
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[console_scripts]
diffusion2d-solve = diffusion2d_packages.diffusion2d:solve
3 changes: 3 additions & 0 deletions nagannhh_packages.egg-info/requires.txt
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numpy>=2.1.3
matplotlib>=3.9.2
setuptools>=75.5.0
1 change: 1 addition & 0 deletions nagannhh_packages.egg-info/top_level.txt
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diffusion2d_packages
17 changes: 17 additions & 0 deletions setup.cfg
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[metadata]
name = nagannhh_packages
version = 0.0.1
author = nagannhh
url = https://github.com/harshithn31/diffusion2D
description = A package to solve 2D diffusion equation test exercise

[options]
packages = find:
install_requires =
numpy>=2.1.3
matplotlib>=3.9.2
setuptools>=75.5.0

[options.entry_points]
console_scripts =
diffusion2d-solve = diffusion2d_packages.diffusion2d:solve
4 changes: 4 additions & 0 deletions setup.py
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from setuptools import setup

if __name__ == "__main__":
setup()
2 changes: 2 additions & 0 deletions test.py
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import diffusion2d_packages.diffusion2d
diffusion2d_packages.diffusion2d.solve()