Bessel Functions
From charlesreid1
The Problem Setup
I had to deal with some Bessel Functions in dealing with an analytical solution of steady state reaction-diffusion partial differential equation. The diffusion-reaction equation is a simplified, non-dimensionalized equation for a single species and single reaction, and is given by:
with the following boundary condition on the boundary of the domain:
For an infinite cylinder (analytical solutions on cylinders typically end up using Bessel Functions), the solution can be written in terms of the non-dimensionalized radial dimension :
over the region , and the boundary conditions:
at , and also
at .
The Solution
The solution to the above equations is given on an infinite cylinder by the equation:
where and are modified Bessel functions of the first kind.
Bessel Functions with Scipy
The Scipy documentation shows you how to call the modified Bessel functions:
Implementing the solution given above in Python is dead simple:
import matplotlib.pylab as plt
from scipy.special import *
# Radial dimension
r = linspace(0,1,100)
# Thiele modulus (ratio of reaction versus diffusion driving forces)
phi = 0.1
# Sherwood number (rate of transfer of material across boundary)
v = 100.0
# Create parametric solution vector
for phi in range(10):
y = [iv(0,phi*rho) / ( iv(0,phi) + (phi/v)*iv(1,phi) ) for rho in r]
plt.plot(r,y)
plt.xlabel('r')
plt.ylabel('u')
plt.hold(True)
which results in a plot of solutions for various Thiele modulii, for a given Sherwood number, shown below:
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