{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", " \n", "
\n", "\n", "# Algae Example\n", "Author(s): Paul Miles | Date Created: June 18, 2018\n", "\n", "This is a simplified lake algae dynamics model. We consider phytoplankton $A$, zooplankton $Z$ and nutrition $P$ (eg. phosphorus) available for $A$ in the water. The system is affected by the water outflow/inflow $Q$, incoming phosphorus load $P_{in}$ and temperature $T$. It is described as a simple predator - pray dynamics between $A$ and $Z$. The growth of $A$ is limited by the availability of $P$ and it depends on the water temperature $T$. The inflow/outflow $Q$ affects both $A$ and $P$, but not $Z$." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# import required packages\n", "import numpy as np\n", "import scipy.io as sio\n", "from scipy.integrate import odeint\n", "from pymcmcstat.MCMC import MCMC\n", "from pymcmcstat.plotting import MCMCPlotting\n", "import matplotlib.pyplot as plt\n", "np.seterr(over='ignore');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The data is saved in a `.mat` file as the original example comes from the Matlab. We extract the necessary data as follows" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# load Algae data\n", "algaedata = sio.loadmat('algaedata.mat')\n", "# extract dictionary contents\n", "adata = algaedata['data']\n", "tx = adata['xdata'][0][0]\n", "ty = adata['ydata'][0][0]\n", "xlbls = adata['xlabels'][0][0][0]\n", "ylbls = adata['ylabels'][0][0][0]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Define Sum-of-Squares and Model Functions\n", "The model function requires evaluation of a system of ODEs. The solution implemented below is non-optimal. It is intended to serve as an example of how to couple and ODE system type problem with [pymcmcstat](https://prmiles.wordpress.ncsu.edu/codes/python-packages/pymcmcstat/). Optimizing your ODE system solver is left to the user's discretion." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "def algaess(theta, data):\n", " # sum-of-squares function for algae example\n", " ndp, nbatch = data.shape[0]\n", " time = data.ydata[0][:, 0]\n", " ydata = data.ydata[0][:, 1:4]\n", " xdata = data.user_defined_object[0]\n", " # last 3 parameters are the initial states\n", " y0 = np.array(theta[-3:])\n", " # evaluate model\n", " tmodel, ymodel = algaefun(time, theta, y0, xdata)\n", " res = ymodel - ydata\n", " ss = (res**2).sum(axis=0)\n", " return ss \n", "\n", "def algaefun(time, theta, y0, xdata):\n", " \"\"\"\n", " Evaluate Ordinary Differential Equation\n", " \"\"\"\n", " sol = odeint(algaesys, y0, time, args=(theta, xdata))\n", " return time, sol\n", " \n", "def algaesys(y, t, theta, xdata):\n", " \"\"\"\n", " Model System\n", " \"\"\"\n", " A = y[0]\n", " Z = y[1]\n", " P = y[2]\n", " # control variables are assumed to be saved at each time unit interval\n", " idx = int(np.ceil(t)) - 1 \n", " if idx >= 120:\n", " idx = 119\n", " QpV = xdata[idx, 1]\n", " T = xdata[idx, 2]\n", " Pin = xdata[idx, 3]\n", " # model parameters\n", " mumax = theta[0]\n", " rhoa = theta[1]\n", " rhoz = theta[2]\n", " k = theta[3]\n", " alpha = theta[4]\n", " th = theta[5]\n", " mu = mumax*(th**(T-20))*P*((k+P)**(-1))\n", " dotA = (mu - rhoa - QpV - alpha*Z)*A\n", " dotZ = alpha*Z*A - rhoz*Z\n", " dotP = -QpV*(P-Pin) + (rhoa-mu)*A + rhoz*Z\n", " ydot = np.array([dotA, dotZ, dotP])\n", " return ydot" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Initialize MCMC Object and Setup Simulation\n", "- Define data structure\n", "- Assign parameters and define constraints\n", "- Set simulation options and model settings" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "# initialize MCMC object\n", "mcstat = MCMC()\n", "# initialize data structure \n", "mcstat.data.add_data_set(x=tx[:, 0],\n", " y=ty[:, 0:4],\n", " user_defined_object=tx)\n", "# initialize parameter array\n", "#theta = [0.5, 0.03, 0.1, 10, 0.02, 1.14, 0.77, 1.3, 10]\n", "# add model parameters\n", "mcstat.parameters.add_model_parameter(name='mumax', theta0=0.5, minimum=0)\n", "mcstat.parameters.add_model_parameter(name='rhoa', theta0=0.03, minimum=0)\n", "mcstat.parameters.add_model_parameter(name='rhoz', theta0=0.1, minimum=0)\n", "mcstat.parameters.add_model_parameter(name='k', theta0=10, minimum=0)\n", "mcstat.parameters.add_model_parameter(name='alpha', theta0=0.02, minimum=0)\n", "mcstat.parameters.add_model_parameter(name='th', theta0=1.14, minimum=0,\n", " maximum=np.inf, prior_mu=0.14,\n", " prior_sigma=0.2)\n", "# initial values for the model states\n", "mcstat.parameters.add_model_parameter(name='A0', theta0=0.77, minimum=0,\n", " maximum=np.inf, prior_mu=0.77,\n", " prior_sigma=2)\n", "mcstat.parameters.add_model_parameter(name='Z0', theta0=1.3, minimum=0,\n", " maximum=np.inf, prior_mu=1.3,\n", " prior_sigma=2)\n", "mcstat.parameters.add_model_parameter(name='P0', theta0=10, minimum=0,\n", " maximum=np.inf, prior_mu=10,\n", " prior_sigma=2)\n", "\n", "# Generate options\n", "mcstat.simulation_options.define_simulation_options(\n", " nsimu=1.0e3, updatesigma=True)\n", "# Define model object:\n", "mcstat.model_settings.define_model_settings(\n", " sos_function=algaess,\n", " sigma2=0.01**2,\n", " S20=np.array([1, 1, 2]),\n", " N0=np.array([4, 4, 4]))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The code takes some time to run, so here we simply check to make sure the data structure can be processed using our sum-of-squares function. Note, we have separate sum-of-squares for each quantity of interest and there will be a separate error variance for each as well." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "ss = [ 930.44890289 521.2441601 1278.11736803]\n" ] } ], "source": [ "# check model evaluation\n", "theta = [0.5, 0.03, 0.1, 10, 0.02, 1.14, 0.77, 1.3, 10]\n", "ss = algaess(theta, mcstat.data)\n", "print('ss = {}'.format(ss))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Run simulation\n", "- We run an initialize sequence of 1000, then restart and perform another 5000" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Sampling these parameters:\n", " name start [ min, max] N( mu, sigma^2)\n", " mumax: 0.50 [ 0.00e+00, inf] N( 0.00e+00, inf)\n", " rhoa: 0.03 [ 0.00e+00, inf] N( 0.00e+00, inf)\n", " rhoz: 0.10 [ 0.00e+00, inf] N( 0.00e+00, inf)\n", " k: 10.00 [ 0.00e+00, inf] N( 0.00e+00, inf)\n", " alpha: 0.02 [ 0.00e+00, inf] N( 0.00e+00, inf)\n", " th: 1.14 [ 0.00e+00, inf] N( 0.14, 0.20^2)\n", " A0: 0.77 [ 0.00e+00, inf] N( 0.77, 2.00^2)\n", " Z0: 1.30 [ 0.00e+00, inf] N( 1.30, 2.00^2)\n", " P0: 10.00 [ 0.00e+00, inf] N( 10.00, 2.00^2)\n", " [-----------------100%-----------------] 1001 of 1000 complete in 119.1 sec\n", "Sampling these parameters:\n", " name start [ min, max] N( mu, sigma^2)\n", " mumax: 0.39 [ 0.00e+00, inf] N( 0.00e+00, inf)\n", " rhoa: 0.03 [ 0.00e+00, inf] N( 0.00e+00, inf)\n", " rhoz: 0.11 [ 0.00e+00, inf] N( 0.00e+00, inf)\n", " k: 10.44 [ 0.00e+00, inf] N( 0.00e+00, inf)\n", " alpha: 0.02 [ 0.00e+00, inf] N( 0.00e+00, inf)\n", " th: 1.00 [ 0.00e+00, inf] N( 0.14, 0.20^2)\n", " A0: 1.30 [ 0.00e+00, inf] N( 0.77, 2.00^2)\n", " Z0: 2.09 [ 0.00e+00, inf] N( 1.30, 2.00^2)\n", " P0: 9.64 [ 0.00e+00, inf] N( 10.00, 2.00^2)\n", " [-----------------100%-----------------] 5000 of 5000 complete in 522.5 sec" ] } ], "source": [ "# Run simulation\n", "mcstat.run_simulation()\n", "# Rerun starting from results of previous run\n", "mcstat.simulation_options.nsimu = int(5.0e3)\n", "mcstat.run_simulation(use_previous_results=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Extract results and plot chain diagnostics\n", "- chain panel\n", "- density panel\n", "- pairwise correlation panel" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "---------------------\n", "name : mean std MC_err tau geweke\n", "mumax : 0.5500 0.1332 0.0266 653.2883 0.7246\n", "rhoa : 0.0664 0.0351 0.0063 497.2180 0.1512\n", "rhoz : 0.1003 0.0059 0.0009 238.1233 0.9029\n", "k : 12.0906 3.5540 0.6679 624.3892 0.6571\n", "alpha : 0.0237 0.0013 0.0002 199.3897 0.9008\n", "th : 1.0069 0.0157 0.0024 240.8882 0.9587\n", "A0 : 1.0016 0.3543 0.0319 44.6822 0.7331\n", "Z0 : 1.8666 0.4907 0.0435 74.6226 0.8759\n", "P0 : 8.9193 0.9699 0.0972 75.9392 0.9266\n", "---------------------\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# extract info from results\n", "results = mcstat.simulation_results.results\n", "chain = results['chain']\n", "s2chain = results['s2chain']\n", "names = results['names'] # parameter names\n", "\n", "# display chain stats\n", "mcstat.chainstats(chain, results)\n", "\n", "mcpl = MCMCPlotting\n", "# plot chain panel\n", "mcpl.plot_chain_panel(chain, names, figsizeinches=[7, 6])\n", "# plot density panel\n", "mcpl.plot_density_panel(chain, names, figsizeinches=[7, 6])\n", "# pairwise correlation\n", "mcpl.plot_pairwise_correlation_panel(chain, names, figsizeinches=[7, 6])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Generate prediction/credible intervals for each quantity of interest\n", "## Generate intervals" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Generating credible/prediction intervals:\n", "\n", " [-----------------100%-----------------] 500 of 500 complete in 29.8 sec\n", "Interval generation complete\n", "\n" ] } ], "source": [ "def predmodelfun(data, theta):\n", " obj = data.user_defined_object[0]\n", " time = obj[:, 0]\n", " xdata = obj\n", " # last 3 parameters are the initial states\n", " y0 = np.array(theta[-3:])\n", " # evaluate model \n", " tmodel, ymodel = algaefun(time, theta, y0, xdata)\n", " return ymodel\n", "\n", "mcstat.PI.setup_prediction_interval_calculation(\n", " results=results,\n", " data=mcstat.data,\n", " modelfunction=predmodelfun)\n", "mcstat.PI.generate_prediction_intervals(\n", " nsample=500,\n", " calc_pred_int=True,\n", " waitbar=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plot intervals" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# plot prediction intervals\n", "fighandle, axhandle = mcstat.PI.plot_prediction_intervals(\n", " adddata=False,\n", " addlegend=False,\n", " figsizeinches=[7.5, 8])\n", "for ii in range(3):\n", " axhandle[ii].plot(mcstat.data.ydata[0][:, 0],\n", " mcstat.data.ydata[0][:, ii + 1],\n", " 'ko', mfc='none', label='data')\n", " axhandle[ii].set_ylabel('')\n", " axhandle[ii].set_title(ylbls[ii + 1][0])\n", " axhandle[ii].legend(bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0.)\n", "axhandle[-1].set_xlabel('days');\n", "plt.savefig('algae_ci.png',\n", " format='png',\n", " dpi=500,\n", " bbox_inches='tight')" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.8" }, "latex_envs": { "LaTeX_envs_menu_present": true, "autoclose": false, "autocomplete": true, "bibliofile": "biblio.bib", "cite_by": "apalike", "current_citInitial": 1, "eqLabelWithNumbers": true, "eqNumInitial": 1, "hotkeys": { "equation": "Ctrl-E", "itemize": "Ctrl-I" }, "labels_anchors": false, "latex_user_defs": false, "report_style_numbering": true, "user_envs_cfg": false }, "toc": { "base_numbering": 1, "nav_menu": {}, "number_sections": true, "sideBar": true, "skip_h1_title": false, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": false, "toc_position": {}, "toc_section_display": true, "toc_window_display": true } }, "nbformat": 4, "nbformat_minor": 2 }