Systems simulated by a simple percolation model using python

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SUMMARY

The discussion centers on simulating physical systems using a percolation model implemented in Python. The user, a first-year physics student, is tasked with creating a 2-D model of randomly distributed disks to determine the percolation threshold. Extensions to the model include 3-D simulations and varying disk radii. The user seeks recommendations for theories, models, and literature to enhance their understanding of percolation, specifically mentioning the "Mott Phase Transition in Doped Semiconductors" as a relevant application.

PREREQUISITES
  • Understanding of percolation theory
  • Basic proficiency in Python programming
  • Familiarity with 2-D and 3-D modeling concepts
  • Knowledge of the Mott Phase Transition in Doped Semiconductors
NEXT STEPS
  • Research the Mott Phase Transition in Doped Semiconductors
  • Explore advanced percolation theory applications in various fields
  • Study the classic book on percolation: "Percolation Theory for Flow in Porous Media"
  • Learn about 3-D modeling techniques in Python
USEFUL FOR

This discussion is beneficial for physics students, researchers in material science, and anyone interested in computational modeling of physical phenomena using percolation theory.

dilloncyh
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I'm a first year physics student, and one of my assignment for my programming class is about percolation. I need to create some disks randomly distributed in an area (this is a 2-D), and then by varying the density of the disk, I need to figure out the percolation threshold such that the two sides of the square area is connected by the clusters of disks.
The worksheet also suggests some extension to the essential tasks, like making it 3-D and including disks with different radius, both of which I manage to do. But I'm wondering if there are some physical systems or phenomena that I can actually simulate using this simple model. Since I need to submit a report by the end, I expect I can use my model to simulate something to get some data (density, radius of disks, etc), then I can compare the results I get with some accepted value in literature to see how well my model does (which is similar to what I usually do for my first-year lab).
Are there any particular theories or models that I can test or simulate? Any recommended books for me to learn more about the basic of percolation?

The attached file is what I get using my program (300 disks with r=0.03 and 400 disks with r=0.02) for your reference.

thanks
 

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  • r=0.02 n=400 + r=0.03 n=300.png
    r=0.02 n=400 + r=0.03 n=300.png
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I know of some simple models describing Metal-Insulator transitions that use percolation.

I myself have, however, not found any decent references for this. The notes I have are quite useless without a reference.
If I do find something, I will link to it here.

[Edit]
Remember the model name (wasn't even in the nodes :-( )
It's about the "Mott Phase Transition in Doped Semiconductors"
Pretty simple model to justify for the specific substances its applied to.
 
Last edited:

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