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Ehrenfest Diffusion on a 1D Lattice Model
written by Kostas Papamichalis
This simulation shows the diffusion of N particles along a 1-dimensional finite lattice, towards the state of equilibrium. The particles are distributed in a sequence of cells arranged along the lattice. In a time-interval of length Dt, each particle can perform just one jump between neighboring cells with a certain transition probability determined in the frame of the Ehrenfest model. The initial state of the system and the number of the cells along the lattice, are selected by the user. In a sequence of time-moments, the program of the simulation calculates the number of particles in every cell. The number of the particles in a cell is depicted by a certain cell-color. The intermediate states of the system between the initial state and the final state of equilibrium are depicted by a varying histogram and a sequence of changing cell-colors.

The theoretical distribution of the particles at the equilibrium state is depicted in the same system of axes. The first objective of the simulation is to compare the data obtained in real-time from the virtual environment, with the theoretical predictions of the model. Furthermore, as a second objective, the user is able to confirm the theoretical proposition that "irrespectively of the form of the initial distribution, the system converges to a certain equilibrium state which is determined by the transition probabilities". In a separate window, the graph of a Lyapunov functional H corresponding to the system, is created in real time. Each time-moment, the value of H is uniquely determined by the corresponding distribution of the particles in the cells of the lattice. In addition, by observing the graph of H over time, the user can estimate the relaxation time of the process towards the equilibrium state.
1 supplemental document is available
1 source code document is available
Subjects Levels Resource Types
Thermo & Stat Mech
- Ensembles
- Kinetic and Diffusive Processes
= Approach to Equilibrium
- Probability
= Probability Density
- Statistical Physics
- Upper Undergraduate
- Graduate/Professional
- Instructional Material
= Interactive Simulation
Intended Users Formats Ratings
- Learners
- text/html
- application/javascript
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Mirror:
https://users.sch.gr/kostaspapami…
Access Rights:
Free access
License:
This material is released under a Creative Commons Attribution-Noncommercial-Share Alike 3.0 license.
Rights Holder:
Kostas Papamichalis
Keywords:
Chapman-Kolmogorov equation, Ehrenfest model, Markov processes, Probability, Stochastic process, Stochastic variable distribution
Record Creator:
Metadata instance created December 23, 2025 by kostas papamichalis
Record Updated:
December 28, 2025 by Wolfgang Christian
Other Collections:

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AIP Format
K. Papamichalis, (2026), WWW Document, (https://www.compadre.org/Repository/document/ServeFile.cfm?ID=17213&DocID=6126).
AJP/PRST-PER
K. Papamichalis, Ehrenfest Diffusion on a 1D Lattice Model (2026), <https://www.compadre.org/Repository/document/ServeFile.cfm?ID=17213&DocID=6126>.
APA Format
Papamichalis, K. (2026). Ehrenfest Diffusion on a 1D Lattice Model. Retrieved January 16, 2026, from https://www.compadre.org/Repository/document/ServeFile.cfm?ID=17213&DocID=6126
Chicago Format
Papamichalis, Kostas. Ehrenfest Diffusion on a 1D Lattice Model. 2026. https://www.compadre.org/Repository/document/ServeFile.cfm?ID=17213&DocID=6126 (accessed 16 January 2026).
MLA Format
Papamichalis, Kostas. Ehrenfest Diffusion on a 1D Lattice Model. 2026. 16 Jan. 2026 <https://www.compadre.org/Repository/document/ServeFile.cfm?ID=17213&DocID=6126>.
BibTeX Export Format
@misc{ Author = "Kostas Papamichalis", Title = {Ehrenfest Diffusion on a 1D Lattice Model}, Volume = {2026}, Number = {16 January 2026}, Year = {2026} }
Refer Export Format

%A Kostas Papamichalis %T Ehrenfest Diffusion on a 1D Lattice Model %D 2026 %U https://www.compadre.org/Repository/document/ServeFile.cfm?ID=17213&DocID=6126 %O text/html

EndNote Export Format

%0 Electronic Source %A Papamichalis, Kostas %D 2026 %T Ehrenfest Diffusion on a 1D Lattice Model %V 2026 %N 16 January 2026 %9 text/html %U https://www.compadre.org/Repository/document/ServeFile.cfm?ID=17213&DocID=6126


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Ehrenfest Diffusion on a 1D Lattice Model:

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relation by Wolfgang Christian

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