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Here is some discussion of the programming part of Homework #4.
First, here is some base-line discussion of Matlab and Python that you might find useful. Please read it, or at least run a quick scan through it.
Now, for this homework, you basically need to calculate some functions and plot up the results. Example 2.3 of the textbook is a pretty good "template" for this task, and so I will discuss that example here.
Here is the Matlab code for Example 2.3. This code is somewhat different from the code in the text book, but does the same thing.
Line numbers are not part of the program. Toggle them before copying this program!
%E2.3: Fermi Function Calculation, f(E-EF,T)
%Initialization
clear
close
%Constant
%25.85 meV for 300 K is an equivalent way to remember it.
k=8.617e-5;
%Google for "Matlab linspace", to find out what linspace does!
dE=linspace(-0.2,0.2);
for ii=1:4;
T=100*ii;
kT=k*T;
f(ii,:)=1./(1+exp(dE./kT));
end
%Plotting result
close
plot(dE,f); grid;
xlabel('E - E_F (eV)'); ylabel('f (E)');
text(.05,.22,'T=400K'); text(-.03,.12,'T=100K');
%Comment (some of) these out for a batch mode run
%print -djpeg E2p3.jpg
%print -depsc E2p3.eps
%print -dpng E2p3.png
%exit
The obtained images by Matlab and Octave are as follows (click to see full images).
To run the above code with Matlab in batch mode (after commenting out at least one of the print lines):
matlab -nosplash -nodesktop -minimize -r E2p3
Here, I am assuming that the file name is E2p3.m (note the absence of .m in the above command).
To run the above code with Octave in batch mode (after commenting out at least one of the print lines):
octave E2p3.m
Of course, for this command to run successfully, octave must be in the path (which is not the case by default for Windows installation! -- I had to add the Octave bin directory to path manually!).
Here is the Python code for Example 2.3.
Line numbers are not part of the program. Toggle them before copying this program!
# E2.3: Fermi Function Calculation, f(E-EF,T)
# pylab is part of matplotlib, a matlab like environment in python.
# http://matplotlib.sourceforge.net/index.html
# Lots of names are imported by this (numpy, scipy, matplotlib, I think).
from pylab import *
# 25.85 meV for 300 K is an equivalent way to remember it.
k = 8.617e-5
# linspace defaults to 50 points -- I want 100 (like in matlab).
dE = linspace (-0.2, 0.2, 100)
Ts = [100, 200, 300, 400]
for T in Ts:
plot (dE, 1./(1 + exp (dE / (k * T))))
grid ()
# matplotlib comes with its own LaTeX parser -- cool!
xlabel (r'E - E$_\mathrm{F}$ (eV)')
ylabel ('f (E)')
text (.05,.22,'T=400K')
text (-.04,.12,'T=100K')
# Sort of equivalent to "print" of matlab. "print" is a python keyword.
# Comment out one of these lines to get a print-out in batch mode.
#savefig ('E2p3.svg')
#savefig ('E2p3.eps')
#savefig ('E2p3.png')
# After showing, it is possible to save the figure (again).
# This line can be commented out if one of the above "savefig" lines is turned on.
show ()
You should get an image like this (click to see the full image), when you save the image from the interactive window that pops up on "show ()".


