{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "###### Content under Creative Commons Attribution license CC-BY 4.0, code under MIT license (c)2014 L.A. Barba, C.D. Cooper, G.F. Forsyth." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Reaction-diffusion model" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This Jupyter Notebook presents the context and set-up for the coding assignment of Module 4: _Spreading out: Diffusion problems_, of the course [**\"Practical Numerical Methods with Python\"**](https://github.com/numerical-mooc/numerical-mooc) (a.k.a., numericalmooc).\n", "\n", "So far in this module, we've studied diffusion in 1D and 2D. Now it's time to add in some more interesting physics. You'll study a model represented by *reaction-diffusion* equations. What are they? The name says it all—it's a system that has the physics of diffusion but also has some kind of reaction that adds different behaviors to the solution.\n", "\n", "We're going to look at the _Gray-Scott model_, which simulates the interaction of two generic chemical species reacting and ... you guessed it ... diffusing! Some amazing patterns can emerge with simple reaction models, eerily reminiscent of patterns formed in nature. It's fascinating! Check out this simulation by Karl Sims posted on You Tube ... it looks like a growing coral reef, doesn't it?" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "data": { "image/jpeg": "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\n", "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from IPython.display import YouTubeVideo\n", "YouTubeVideo('8dTmUr5qKvI')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Gray-Scott model" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The Gray-Scott model represents the reaction and diffusion of two generic chemical species, $U$ and $V$, whose concentration at a point in space is represented by variables $u$ and $v$. The model follows some simple rules. \n", "\n", "* Each chemical _diffuses_ through space at its own rate.\n", "* Species $U$ is added at a constant feed rate into the system.\n", "* Two units of species V can 'turn' a unit of species U into V: $\\; 2V+U\\rightarrow 3V$\n", "* There's a constant kill rate removing species $V$.\n", "\n", "This model results in the following system of partial differential equations for the concentrations $u(x,y,t)$ and $v(x,y,t)$ of both chemical species:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "$$\n", "\\begin{align}\n", "\\frac{\\partial u}{\\partial t} &= D_u \\nabla ^2 u - uv^2 + F(1-u)\\\\\n", "\\frac{\\partial v}{\\partial t} &= D_v \\nabla ^2 v + uv^2 - (F + k)v\n", "\\end{align}\n", "$$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You should see some familiar terms, and some unfamiliar ones. On the left-hand side of each equation, we have the time rate of change of the concentrations. The first term on the right of each equation correspond to the spatial diffusion of each concentration, with $D_u$ and $D_v$ the respective rates of diffusion.\n", "\n", "In case you forgot, the operator $\\nabla ^2$ is the Laplacian:\n", "\n", "$$\n", "\\nabla ^2 u = \\frac{\\partial ^2 u}{\\partial x^2} + \\frac{\\partial ^2 u}{\\partial y^2}\n", "$$\n", "\n", "The second term on the right-hand side of each equation corresponds to the reaction. You see that this term decreases $u$ while it increases $v$ in the same amount: $uv^2$. The reaction requires one unit of $U$ and two units of $V$, resulting in a reaction rate proportional to the concentration $u$ and to the square of the concentration $v$. This result derives from the _law of mass action_, which we can explain in terms of probability: the odds of finding one molecule of species $U$ at a point in space is proportional to the concentration $u$, while the odds of finding two molecules of $V$ is proportional to the concentration squared, $v^2$. We assume here a reaction rate constant equal to $1$, which just means that the model is non-dimensionalized in some way.\n", "\n", "The final terms in the two equations are the \"feed\" and \"kill\" rates, respectively: $F(1-u)$ replenishes the species $U$ (which would otherwise run out, as it is being turned into $V$ by the reaction); $-(F+k)v$ is diminishing the species $V$ (otherwise the concentration $v$ would simply increase without bound). \n", "\n", "The values of $F$ and $k$ are chosen parameters and part of the fun of this assignment is to change these values, together with the diffusion constants, and see what happens. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Problem setup" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The system is represented by two arrays, `U` and `V`, holding the discrete values of the concentrations $u$ and $v$, respectively. We start by setting `U = 1` everywhere and `V = 0` everywhere, then introduce areas of difference, as initial conditions. We then add a little noise to the whole system to help the $u$ and $v$ reactions along. \n", "\n", "Below is the code segment we used to generate the initial conditions for `U` and `V`. \n", "\n", "**NOTE**: *DO NOT USE THIS CODE IN YOUR ASSIGNMENT*.\n", "We are showing it here to help you understand how the system is constructed. However, you _must use the data we've supplied below_ as your starting condition or your answers will not match those that the grading system expects.\n", "\n", "```[Python]\n", "num_blocks = 30\n", "randx = numpy.random.randint(1, nx - 1, num_blocks)\n", "randy = numpy.random.randint(1, nx - 1, num_blocks)\n", "U = numpy.ones((n, n))\n", "V = numpy.zeros((n, n))\n", "\n", "r = 10\n", "U[:, :] = 1.0\n", "\n", "for i, j in zip(randx, randy):\n", " U[i - r:i + r, j - r:j + r] = 0.50\n", " V[i - r:i + r, j - r:j + r] = 0.25\n", "\n", "U += 0.05 * numpy.random.random((n, n))\n", "V += 0.05 * numpy.random.random((n, n))\n", "```" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Your assignment" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* Discretize the reaction-diffusion equations using forward-time/central-space and assume that $\\Delta x = \\Delta y = \\delta$.\n", "\n", "* For your time step, set \n", "$$\n", "\\Delta t = \\frac{9}{40}\\frac{\\delta^2}{\\max(D_u, D_v)}\n", "$$\n", "\n", "* Use zero Neumann boundary conditions on all sides of the domain.\n", "\n", "You should use the initial conditions and constants listed in the cell below. They correspond to the following domain:\n", "\n", "* Grid of points with dimension `192x192` points\n", "* Domain is $5{\\rm m} \\times 5{\\rm m}$\n", "* Final time is $8000{\\rm s}$." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import numpy\n", "from matplotlib import pyplot, cm\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# Set spatial parameters.\n", "Lx, Ly = 5.0, 5.0 # domain dimensions\n", "nx, ny = 192, 192 # number of points in each direction\n", "dx, dy = Lx / (nx - 1), Ly / (ny - 1) # grid spacings\n", "\n", "# Set parameters of the pattern.\n", "Du, Dv = 0.00016, 0.00008 # rates of diffusion\n", "F, k = 0.035, 0.065 # parameters to feed and kill\n", "\n", "# Set temporal parameters.\n", "t = 8000.0 # final time\n", "dt = 9.0 * dx**2 / (40.0 * max(Du, Dv)) # time-step size\n", "nt = int(t / dt) # number of time steps to compute" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Initial condition data files" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In order to ensure that you start from the same initial conditions as we do, please download the file [uvinitial.npz](https://github.com/numerical-mooc/numerical-mooc/blob/master/lessons/04_spreadout/data/uvinitial.npz?raw=true) or execute the following code cell (it will download the file using the `urllib.request` module)." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "import urllib.request\n", "\n", "# Download and read the data file.\n", "url = ('https://github.com/numerical-mooc/numerical-mooc/blob/master/'\n", " 'lessons/04_spreadout/data/uvinitial.npz?raw=true')\n", "filepath = 'uvinitial.npz'\n", "urllib.request.urlretrieve(url, filepath);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is a NumPy save-file that contains two NumPy arrays, holding the initial values for `U` and `V`, respectively. Once you have downloaded the file into your working directory, you can load the data using the following code snippet. " ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "# Read the initial fields from the file.\n", "uvinitial = numpy.load(filepath)\n", "u0, v0 = uvinitial['U'], uvinitial['V']" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot the initial fields.\n", "fig, ax = pyplot.subplots(ncols=2, figsize=(9.0, 4.0))\n", "ax[0].imshow(u0, cmap=cm.RdBu)\n", "ax[0].axis('off')\n", "ax[1].imshow(v0, cmap=cm.RdBu)\n", "ax[1].axis('off');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Sample Solution" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Below is an animated gif showing the results of this solution for a different set of randomized initial block positions. Each frame of the animation represents 100 time steps. \n", "\n", "Just to get your juices flowing!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Exploring extra patterns" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Once you have completed the assignment, you might want to explore a few more of the interesting patterns that can be obtained with the Gray-Scott model. The conditions below will result in a variety of patterns and should work without any other changes to your existing code.\n", "\n", "This pattern is called \"Fingerprints.\"" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "#Du, Dv, F, k = 0.00014, 0.00006, 0.035, 0.065 # Bacteria 2\n", "#Du, Dv, F, k = 0.00016, 0.00008, 0.060, 0.062 # Coral\n", "#Du, Dv, F, k = 0.00019, 0.00005, 0.060, 0.062 # Fingerprint\n", "#Du, Dv, F, k = 0.00010, 0.00010, 0.018, 0.050 # Spirals\n", "#Du, Dv, F, k = 0.00012, 0.00008, 0.020, 0.050 # Spirals Dense\n", "#Du, Dv, F, k = 0.00010, 0.00016, 0.020, 0.050 # Spirals Fast\n", "#Du, Dv, F, k = 0.00016, 0.00008, 0.020, 0.055 # Unstable\n", "#Du, Dv, F, k = 0.00016, 0.00008, 0.050, 0.065 # Worms 1\n", "#Du, Dv, F, k = 0.00016, 0.00008, 0.054, 0.063 # Worms 2\n", "#Du, Dv, F, k = 0.00016, 0.00008, 0.035, 0.060 # Zebrafish" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## References" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* Reaction-diffusion tutorial, by Karl Sims\n", "http://www.karlsims.com/rd.html\n", "\n", "* Pearson, J. E. (1993). [Complex patterns in a simple system](http://www.sciencemag.org/content/261/5118/189), _Science_, Vol. 261(5118), 189-192 // [PDF](http://www3.nd.edu/~powers/pearson.pdf) from nd.edu.\n", "\n", "* Pattern Parameters from [http://www.aliensaint.com/uo/java/rd/](http://www.aliensaint.com/uo/java/rd/)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---\n", "###### The cell below loads the style of the notebook" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n" ], "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from IPython.core.display import HTML\n", "css_file = '../../styles/numericalmoocstyle.css'\n", "HTML(open(css_file, 'r').read())" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (MOOC)", "language": "python", "name": "py36-mooc" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.5" } }, "nbformat": 4, "nbformat_minor": 1 }