{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Water Resource Management Model\n", "\n", "**Randall Romero Aguilar, PhD**\n", "\n", "This demo is based on the original Matlab demo accompanying the Computational Economics and Finance 2001 textbook by Mario Miranda and Paul Fackler.\n", "\n", "Original (Matlab) CompEcon file: **demdp01.m**\n", "\n", "Running this file requires the Python version of CompEcon. This can be installed with pip by running\n", "\n", " !pip install compecon --upgrade\n", "\n", "Last updated: 2022-Oct-23\n", "
" ] }, { "cell_type": "markdown", "metadata": { "collapsed": false }, "source": [ "## About\n", "\n", "Public authority must decide how much water to release from a reservoir so as to maximize benefits derived from agricultural and recreational uses.\n", "\n", "\n", "- States\n", " - s reservoiur level at beginning of summer\n", "- Actions\n", " - x quantity of water released for irrigation\n", "- Parameters\n", " - a0,a1 -- producer benefit function parameters\n", " - b0,b1 -- recreational user benefit function parameters\n", " - $\\mu$ -- mean rainfall\n", " - $\\sigma$ -- rainfall volatility\n", " - $\\delta$ -- discount factor" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from compecon import BasisChebyshev, DPmodel, DPoptions, qnwlogn\n", "import seaborn as sns\n", "import pandas as pd" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Model parameters" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "a0, a1, b0, b1 = 1, -2, 2, -3 \n", "μ, σ, δ = 1.0, 0.2, 0.9" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Steady-state\n", "\n", "The deterministic steady-state values for this model are" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "xstar = 1.0 # action\n", "sstar = 1.0 + (a0*(1-δ)/b0)**(1/b1) # stock" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### State space\n", "The state variable is s=\"Reservoir Level\", which we restrict to $s\\in[2, 8]$. \n", "\n", "Here, we represent it with a Chebyshev basis, with $n=15$ nodes." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "n, smin, smax = 15, 2, 8\n", "basis = BasisChebyshev(n, smin, smax, labels=['Reservoir'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Continuous state shock distribution" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "m = 3 #number of rainfall shocks\n", "e, w = qnwlogn(m, np.log(μ)-σ**2/2,σ**2) # rainfall shocks and proabilities" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Action space\n", "The choice variable x=\"Irrigation\" must be nonnegative." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "def bounds(s, i=None, j=None):\n", " return np.zeros_like(s), 1.0*s" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Reward function\n", "The reward function is " ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "def reward(s, x, i=None, j=None):\n", " sx = s-x\n", " u = (a0/(1+a1))*x**(1+a1) + (b0/(1+b1))*sx**(1+b1)\n", " ux = a0*x**a1 - b0*sx**b1 \n", " uxx = a0*a1*x**(a1-1) + b0*b1*sx**(b1-1) \n", " return u, ux, uxx" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### State transition function\n", "Next period, reservoir level wealth will be equal to current level minus irrigation plus random rainfall:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "def transition(s, x, i=None, j=None, in_=None, e=None):\n", " g = s - x + e\n", " gx = -np.ones_like(s)\n", " gxx = np.zeros_like(s)\n", " return g, gx, gxx" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Model structure\n", "The value of wealth $s$ satisfies the Bellman equation\n", "\\begin{equation*}\n", "V(s) = \\max_x\\left\\{\\left(\\frac{a_0}{1+a_1}\\right)x^{1+a1} + \\left(\\frac{b_0}{1+b_1}\\right)(s-x)^{1+b1}+ \\delta V(s-x+e) \\right\\}\n", "\\end{equation*}\n", "\n", "To solve and simulate this model,use the CompEcon class `DPmodel`" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "water_model = DPmodel(basis, reward, transition, bounds,e=e,w=w,\n", " x=['Irrigation'],\n", " discount=δ )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Solving the model" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Compute Linear-Quadratic Approximation at Collocation Nodes\n", "\n", "The `DPmodel.lqapprox` solves the linear-quadratic approximation, in this case arround the steady-state. It returns a LQmodel which works similar to the DPmodel object. We compute the solution at the basis nodes to use it as initial guess for the Newton's methods." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "water_lq = water_model.lqapprox(sstar,xstar).solution(basis.nodes)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Solving the growth model by collocation. We take the values for the Value and Policy functions at the basis nodes obtained from the linear-quadratic approximation as initial guess values for the Newton's method." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Solving infinite-horizon model collocation equation by Newton's method\n", "iter change time \n", "------------------------------\n", " 0 7.1e-01 0.0160\n", " 1 1.2e-01 0.0302\n", " 2 1.2e-02 0.0420\n", " 3 1.3e-04 0.0510\n", " 4 1.9e-08 0.0596\n", " 5 4.6e-15 0.0656\n", "Elapsed Time = 0.07 Seconds\n" ] }, { "data": { "text/html": [ "
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ReservoirvalueresidIrrigation
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2.0000002.000000-14.0863578.445569e-070.628126
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" ], "text/plain": [ " Reservoir value resid Irrigation\n", "Reservoir \n", "2.000000 2.000000 -14.086357 8.445569e-07 0.628126\n", "2.040268 2.040268 -13.985981 -6.417778e-07 0.638659\n", "2.080537 2.080537 -13.888843 -7.616363e-07 0.649069\n", "2.120805 2.120805 -13.794753 -3.379168e-07 0.659357\n", "2.161074 2.161074 -13.703538 1.731421e-07 0.669527" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "S = water_model.solve(v=water_lq['value'], x=water_lq['Irrigation'])\n", "S.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`DPmodel.solve` returns a pandas `DataFrame` with the following data:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We are also interested in the shadow price of wealth (the first derivative of the value function)." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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ReservoirvalueresidIrrigationshadow price
Reservoir
2.0000002.000000-14.0863578.445569e-070.6281262.534519
2.0402682.040268-13.985981-6.417778e-070.6386592.451652
2.0805372.080537-13.888843-7.616363e-070.6490692.373665
2.1208052.120805-13.794753-3.379168e-070.6593572.300174
2.1610742.161074-13.7035381.731421e-070.6695272.230828
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" ], "text/plain": [ " Reservoir value resid Irrigation shadow price\n", "Reservoir \n", "2.000000 2.000000 -14.086357 8.445569e-07 0.628126 2.534519\n", "2.040268 2.040268 -13.985981 -6.417778e-07 0.638659 2.451652\n", "2.080537 2.080537 -13.888843 -7.616363e-07 0.649069 2.373665\n", "2.120805 2.120805 -13.794753 -3.379168e-07 0.659357 2.300174\n", "2.161074 2.161074 -13.703538 1.731421e-07 0.669527 2.230828" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "S['shadow price'] = water_model.Value(S['Reservoir'],1)\n", "S.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plotting the results" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Optimal Policy" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig1, ax = plt.subplots()\n", "ax.set(title='Optimal Irrigation Policy', xlabel='Reservoir Level', ylabel='Irrigation')\n", "ax.plot(S['Irrigation'])\n", "\n", "ax.plot(sstar, xstar, 'o', color='C5');\n", "ax.annotate(f'$s^*$ = {sstar:.2f}\\n$x^*$ = {xstar:.2f}', [sstar, xstar], va='top', color='C5');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Value Function" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig2, ax = plt.subplots()\n", "ax.set(title='Value Function', xlabel='Reservoir Level', ylabel='Value')\n", "ax.plot(S['value']);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Shadow Price Function" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig3, ax = plt.subplots()\n", "ax.set(title='Shadow Price Function', xlabel='Reservoir Level', ylabel='Shadow Price')\n", "ax.plot(S['shadow price']);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Chebychev Collocation Residual" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig4, ax = plt.subplots()\n", "ax.set(title='Bellman Equation Residual', xlabel='Reservoir Level', ylabel='Residual')\n", "ax.axhline(0, color='w')\n", "ax.plot(S['resid'])\n", "ax.plot(basis.nodes[0], np.zeros_like(basis.nodes[0]), lw=0, marker='.', markersize=9)\n", "ax.ticklabel_format(style='sci', axis='y', scilimits=(-1,1))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Simulating the model\n", "\n", "We simulate 21 periods of the model starting from $s=s_{\\min}$" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "T = 31\n", "nrep = 100_000\n", "data = water_model.simulate(T, np.tile(smin,nrep))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Simulated State and Policy Paths" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "subdata = data.query('_rep < 100')" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "scrolled": false }, "outputs": [ { "data": { "text/plain": [ "Text(31, 3.7144176165949068, 'steady-state reservoir\\n = 3.71')" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig6, ax = plt.subplots()\n", "ax.set(title='Simulated and Expected Reservoir Level', \n", " xlabel='Year', \n", " ylabel='Reservoir Level',\n", " xlim=[0, T + 0.5])\n", "\n", "ax.plot(data[['time','Reservoir']].groupby('time').mean())\n", "ax.plot(subdata.pivot('time','_rep','Reservoir'),lw=1, color='C0', alpha=0.2)\n", "\n", "ax.annotate(f'steady-state reservoir\\n = {sstar:.2f}',[T, sstar], color='C0', ha='right', va='top')" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "Text(31, 1.0, 'steady-state irrigation\\n = 1.00')" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig7, ax = plt.subplots()\n", "ax.set(title='Simulated and Expected Irrigation', \n", " xlabel='Year', \n", " ylabel='Irrigation',\n", " xlim=[0, T + 0.5])\n", "\n", "ax.plot(subdata.pivot('time','_rep','Irrigation'),lw=1, color='C2', alpha=0.2)\n", "ax.plot(data[['time','Irrigation']].groupby('time').mean(), color='C2', lw=4)\n", "\n", "ax.annotate(f'steady-state irrigation\\n = {xstar:.2f}',[T, xstar], color='C2', ha='right', va='top')\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Ergodic Wealth Distribution" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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ReservoirIrrigation
Deterministic Steady-State3.7144181.000000
Ergodic Means3.7640140.999627
Ergodic Standard Deviations0.3580490.062222
\n", "
" ], "text/plain": [ " Reservoir Irrigation\n", "Deterministic Steady-State 3.714418 1.000000\n", "Ergodic Means 3.764014 0.999627\n", "Ergodic Standard Deviations 0.358049 0.062222" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "subdata = data[data['time']==T][['Reservoir','Irrigation']]\n", "stats =pd.DataFrame({'Deterministic Steady-State': [sstar, xstar],\n", " 'Ergodic Means': subdata.mean(),\n", " 'Ergodic Standard Deviations': subdata.std()}).T\n", "stats" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig8, ax = plt.subplots()\n", "ax.set(title='Ergodic Reservoir and Irrigation Distribution',xlabel='Wealth',ylabel='Probability')\n", "sns.kdeplot(subdata['Reservoir'], ax=ax, label='Reservoir')\n", "sns.kdeplot(subdata['Irrigation'], ax=ax, label='Irrigation')\n", "ax.legend();" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3.9.7 ('base')", "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": "3.9.7" }, "vscode": { "interpreter": { "hash": "ad2bdc8ecc057115af97d19610ffacc2b4e99fae6737bb82f5d7fb13d2f2c186" } } }, "nbformat": 4, "nbformat_minor": 1 }