{ "cells": [ { "cell_type": "markdown", "metadata": { "pycharm": {} }, "source": [ "# Real Options\n", "\n", "Keywords: glpk usage, real options, replicating portfolio" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Imports" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "\n", "import matplotlib.dates as mdates\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pandas as pd\n", "import random\n", "import scipy.stats as stats\n", "\n", "import shutil\n", "import sys\n", "import os.path\n", "\n", "if not shutil.which(\"pyomo\"):\n", " !pip install -q pyomo\n", " assert(shutil.which(\"pyomo\"))\n", "\n", "if not (shutil.which(\"glpsol\") or os.path.isfile(\"glpsol\")):\n", " if \"google.colab\" in sys.modules:\n", " !apt-get install -y -qq glpk-utils\n", " else:\n", " try:\n", " !conda install -c conda-forge glpk \n", " except:\n", " pass\n", "\n", "assert(shutil.which(\"glpsol\") or os.path.isfile(\"glpsol\"))\n", "\n", "from pyomo.environ import *" ] }, { "cell_type": "markdown", "metadata": { "pycharm": {} }, "source": [ "## Implementing a replicating portfolio in Pyomo\n", "\n", "A replicating portfolio is the key concept for using of a binomial model to price options. In a nutshell, the value of an option is the money needed to construct a portfolio that replicates the option's payoff for every possible outcome. The replicating portfolio can be extended to applications involving 'real assets', including processes that convert commodity resources into higher value products. \n", "\n", "The period of the contract is broken into $N$ stages where $k=0$ denotes the start of the first stage of the option contract and $k=N$ denotes the end of the last stage. \n", "\n", "![TimeLineRealOption.png](https://github.com/jckantor/ND-Pyomo-Cookbook/blob/master/notebooks/figures/TimelineRealOption.png?raw=1)\n", "\n", "The value of the replicating portfolio at the start of stage $k+1$ in state $s$ is given by \n", "\n", "$$W_{k,s} = x_{k,s}S^f_{k,s} + y_{k,s}$$\n", "\n", "The portfolio consists of $x_{k,s}$ units of an underlying asset and $y_{k,s}$ is in units of cash. The values of $x_{k,s}$ or $y_{k,s}$ can be positive or negative. $S^f_{k,s}$ is the price of the underlying asset which is subject to statistical variability. Cash is assumed to have an investment return $r$ per period.\n", "\n", "For each stage $k = 1, 2, \\ldots, N$ and states $s = 0, 1, \\ldots, k$, the value of the portfolio must \n", "\n", "1. prepay expenses $P_{k,s}$ required to maintain the asset through period $k$,\n", "2. pay out income $Q_{k,s}$ and $Q_{k,s+1}$ the asset generated in stage $k$,\n", "3. finance the portfolio for the subsequent states,\n", "4. be the greater than the value any option available at node ($k$,$s$).\n", "\n", "The last proposition establishes the value of holding the option. For the binomial model, these requirements produce two constraints associated with each stage and state. For stage $k$\n", "\n", "![BinomialRealOption.png](https://github.com/jckantor/ND-Pyomo-Cookbook/blob/master/notebooks/figures/BinomialRealOption.png?raw=1)\n", "\n", "we write\n", "\n", "$$\n", "\\begin{align*}\n", "x_{k-1,s}S^f_{k,s} + (y_{k-1,s}-P_{k,s})(1+r) & \\geq W_{k,s} + Q_{k,s}\\\\\n", "x_{k-1,s}S^f_{k,s+1} + (y_{k-1,s}-P_{k,s})(1+r) & \\geq W_{k,s+1} + Q_{k,s+1}\n", "\\end{align*}\n", "$$\n", "\n", "where we assume expenses are incurred immediately prior to the start of stage $k$, and income is accumulated immediately following completion of stage $k$." ] }, { "cell_type": "markdown", "metadata": { "pycharm": {} }, "source": [ "## Example 1. Value of a fixed cash flow\n", "\n", "Suppose we are considering the purchase of lease on property that could generate $10,000 per year of income for the next 10 years. We assume there is virtually no risk that the full of those payments will not be received. \n", "\n", "The value of the portfolio after stage $k$ is designated $W_k$. The replicating portfolio consists of cash equivalents in the amount $y_k$ that may be deposited with an annual interest rate $r$.\n", "\n", "$$W_k = y_k$$\n", "\n", "Upon expiration the value of the lease is zero, thus\n", "\n", "$$W_N = y_N = 0$$\n", "\n", "for a lease $N=10$ years in length. \n", "\n", "The rental income $I_k$ is received at the beginning of each year $k$. The replicating portfolio must generate a payment equal to this amount at the beginning of the year, then at the end of the year retain enough value to self-finance the portfolio for the following year. This holds true for every year, thus\n", "\n", "$$(1+r)(y_{k-1} - P_k) = y_k$$\n", "\n", "Collectively, this establishes a difference equation\n", "\n", "$$y_{k-1} = \\frac{y_k}{1+r} + P_k$$\n", "\n", "where $y_N = 0$. The solution for $y_0$ gives the initial amount of money needed to create a cash portfolio replicating the lease payments.\n", "\n", "This model can be recast as an optimization problem by finding the minimum amount of initial cash is required to create a self-financing portfolio.\n", "\n", "$$\n", "\\begin{align*}\n", "& \\min_{y_0,y_1,y_2,\\ldots, y_N} y_0 \\\\\n", "\\mbox{subject to:}\\qquad\\qquad \\\\\n", "y_k & \\geq 0 & \\forall k = 0,1,\\ldots,N \\\\\n", "y_{k-1} & = \\frac{y_k}{1+r} + P_k & \\forall k = 1, 2, \\ldots, N\n", "\\end{align*}\n", "$$" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "pycharm": {} }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# problem data\n", "N = 10\n", "r = 0.10\n", "P = 10000\n", "\n", "# create model\n", "m = ConcreteModel()\n", "\n", "# decision variable\n", "Stages = [k for k in range(0,N+1)]\n", "m.y = Var(Stages,domain=NonNegativeReals)\n", "\n", "# self-financing constraints\n", "m.cons = ConstraintList()\n", "for k in range(1,N+1):\n", " m.cons.add((m.y[k-1]-P)*(1+r) >= m.y[k])\n", " \n", "# find minimum cost portfolio that satisfies the self-financing constraint\n", "m.OBJ = Objective(expr = m.y[0], sense=minimize)\n", "\n", "# solve\n", "SolverFactory('glpk').solve(m)\n", "\n", "plt.step(Stages,[m.y[k]() for k in Stages],where='pre')\n", "plt.title('Value of the replicating portfolio')\n", "plt.grid()" ] }, { "cell_type": "markdown", "metadata": { "pycharm": {} }, "source": [ "## Example 2. Simplico gold mine\n", "\n", "The Simplico Gold Mine is a well-known example due to Luenberger. Up to 10,000 ounces per year can be extracted from the gold mine at a processing cost of \\$200/oz. We assume the price of gold is currently \\$400/oz. and can modeled on a binomial lattice with u = 1.2, d=0.9, a probability 0.75 that the price increases. The cost of borrowing money is equal to 10% per year. Gold extracted during the year is sold at the end of the year for the price that prevailed at the start of the year. \n", "\n", "What is the value of a 10 year lease on the gold mine?" ] }, { "cell_type": "markdown", "metadata": { "pycharm": {} }, "source": [ "### Solution\n", "\n", "As a first step towards a solution, we compute a binomial lattice for the price of gold using the giving information." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "pycharm": {} }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# utility function to plot binomial tree\n", "def SPdisplay(Sf,D,title=''):\n", " \"\"\"\n", " SPdisplay(Sf,D,title)\n", " Sf: binomial tree of future prices\n", " D: binomial tree of data to display for each node\n", " title: plot title\n", " \"\"\"\n", " plt.figure(figsize=(10,8))\n", " nPeriods = max([k for k,s in Sf.keys()]) + 1\n", " for k,s in Sf.keys():\n", " plt.plot(k,Sf[k,s],'.',ms=20,color='b',alpha=0.5)\n", " if (k > 0) & (s < k):\n", " plt.plot([k-1,k],[Sf[k-1,s],Sf[k,s]],'b',alpha=.5)\n", " plt.plot([k-1,k],[Sf[k-1,s],Sf[k,s+1]],'b',alpha=.5)\n", " for k,s in D.keys():\n", " plt.text(k,Sf[k,s],' {0:.2f}'.format(D[k,s]),ha='left',va='center')\n", " plt.xlabel('k')\n", " plt.grid()\n", " plt.title(title)\n", "\n", "N = 10\n", "u = 1.2\n", "d = 0.9\n", "p = 0.75\n", "r = 0.10\n", "\n", "# initialize Sf\n", "Sf = {}\n", "Sf[0,0] = 400\n", "for k in range(1,N+1):\n", " for s in range(0,k+1):\n", " Sf[k,s] = u**(k-s)*d**s*Sf[0,0]\n", " \n", "SPdisplay(Sf,Sf,'Price of Gold')" ] }, { "cell_type": "markdown", "metadata": { "pycharm": {} }, "source": [ "The second step is to solve an optimization model for the lease value. Let $W_{k,s}$ denotethe value of the option at end of stage $k$ and in state $s$. The terminal value of the lease is zero, i.e., \n", "\n", "$$W_{N,s} = 0\\qquad\\forall s$$\n", "\n", "The self-financing constraints are\n", "\n", "$$\n", "\\begin{align*}\n", "x_{k-1,s}S^f_{k,s} + y_{k-1,s}(1+r) & \\geq W_{k,s} + Q_{k,s}\\\\\n", "x_{k-1,s}S^f_{k,s+1} + y_{k-1,s}-P_{k,s}(1+r) & \\geq W_{k,s+1} + Q_{k,s+1}\n", "\\end{align*}\n", "$$\n", "\n", "where $Q_{k,s}$ and $Q_{k,s+1}$ are the possible earnings from processing gold in stage $k$ and state $s$. In this problem the lease owner has the option, but not the requirement, to process gold and may therefore elect not to operate the gold mine if the return is negative. Thus\n", "\n", "$$Q_{k,s} = Q_{k,s+1} = \\max(0, 10000(S^f_{k-1,s}-200))$$\n", "\n", "where is $S^f_{k-1,s}$ is the price of gold at the start of the stage and 200." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "pycharm": {} }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# set of periods and states for each period\n", "Stages = range(0,N+1)\n", "States = range(0,N+1)\n", "\n", "# create model\n", "m = ConcreteModel()\n", "\n", "# model variables\n", "m.W = Var(Stages,States,domain=Reals)\n", "m.y = Var(Stages,States,domain=Reals)\n", "m.x = Var(Stages,States,domain=Reals)\n", "\n", "# objective\n", "m.OBJ = Objective(expr = m.W[0,0], sense=minimize)\n", "\n", "# constraint list\n", "m.cons = ConstraintList()\n", "\n", "# definition of option value\n", "for k in Stages:\n", " for s in range(0,k+1):\n", " m.cons.add(m.W[k,s] == m.x[k,s]*Sf[k,s] + m.y[k,s])\n", "\n", "# value of the lease at termination is zero\n", "for s in range(0,N+1):\n", " m.cons.add(m.W[N,s] >= 0)\n", "\n", "# self-financing constraints\n", "for k in range(1,N+1):\n", " for s in range(0,k):\n", " m.cons.add(m.x[k-1,s]*Sf[k,s] + m.y[k-1,s]*(1+r) \n", " >= m.W[k,s] + 10000*max(0,(Sf[k-1,s]-200)))\n", " m.cons.add(m.x[k-1,s]*Sf[k,s+1] + m.y[k-1,s]*(1+r) \n", " >= m.W[k,s+1] + 10000*max(0,(Sf[k-1,s]-200)))\n", "\n", "# solve\n", "SolverFactory('glpk').solve(m)\n", "\n", "# post-process solution\n", "W = {}\n", "for k in range(0,N+1):\n", " for s in range(0,k+1):\n", " W[k,s] = m.W[k,s]()/1e6\n", " \n", "# display\n", "SPdisplay(W,W,'Value of Simplico Lease (in millions)')" ] }, { "cell_type": "markdown", "metadata": { "pycharm": {} }, "source": [ "The value of the lease is \\$24.07 million." ] }, { "cell_type": "markdown", "metadata": { "pycharm": {} }, "source": [ "## Example 3. Simplico gold mine capital investment\n", "\n", "Next we consider an option to make a capital improvement in the gold mine following a [Real Options analysis by Martin Haugh](http://www.columbia.edu/~mh2078/FoundationsFE/RealOptions.pdf). The option increases the gold output by 25% to 12,500 oz./year. The required investment is a \\\\$4 million capital expense and an on-going increase in operating costs from \\\\$200/oz. to \\\\$240/oz. There would be no residual value resulting from the investment. The task is to determine if this option has value and, if so, how the option should be implemented.\n", "\n", "We begin the analysis by computing the value of Simplico Gold Mine with this enhancement in place." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "pycharm": {} }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# set of periods and states for each period\n", "Stages = range(0,N+1)\n", "States = range(0,N+1)\n", "\n", "# create model\n", "m = ConcreteModel()\n", "\n", "# model variables\n", "m.Woption = Var(Stages,States,domain=Reals)\n", "m.yoption = Var(Stages,States,domain=Reals)\n", "m.xoption = Var(Stages,States,domain=Reals)\n", "\n", "# objective\n", "m.OBJ = Objective(expr = m.Woption[0,0], sense=minimize)\n", "\n", "# constraint list\n", "m.cons = ConstraintList()\n", "\n", "# definition of option value\n", "for k in Stages:\n", " for s in range(0,k+1):\n", " m.cons.add(m.Woption[k,s] == m.xoption[k,s]*Sf[k,s] + m.yoption[k,s])\n", "\n", "# value of the lease at termination is zero\n", "for s in range(0,N+1):\n", " m.cons.add(m.Woption[N,s] >= 0)\n", "\n", "# self-financing constraints\n", "for k in range(1,N+1):\n", " for s in range(0,k):\n", " m.cons.add(m.xoption[k-1,s]*Sf[k,s] + m.yoption[k-1,s]*(1+r) \n", " >= m.Woption[k,s] + 12500*max(0,(Sf[k-1,s]-240)))\n", " m.cons.add(m.xoption[k-1,s]*Sf[k,s+1] + m.yoption[k-1,s]*(1+r) \n", " >= m.Woption[k,s+1] + 12500*max(0,(Sf[k-1,s]-240)))\n", "\n", "# solve\n", "SolverFactory('glpk').solve(m)\n", "\n", "# post-process solution\n", "Woption = {}\n", "for k in range(0,N+1):\n", " for s in range(0,k+1):\n", " Woption[k,s] = m.Woption[k,s]()/1e6\n", " \n", "# display\n", "SPdisplay(Woption,Woption,'Value of Simplico Lease with Enhancement (in millions)')" ] }, { "cell_type": "markdown", "metadata": { "pycharm": {} }, "source": [ "Immediate implementation of the capital expansion would raise the initial of the lease from \\\\$24.07 to \\\\$27.02 million accounting for the increase in capacity and operating cost. The increase of \\\\$2.95 million is not enough to justify an initial capital investment of \\$4 million.\n", "\n", "We can see this difference more clearly by plotting the difference in lease values between the enhanced gold mine and the gold mine without enhancement." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "pycharm": {} }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# post-process solution\n", "E = {}\n", "for k in range(0,N+1):\n", " for s in range(0,k+1):\n", " E[k,s] = Woption[k,s] - W[k,s]\n", " \n", "# display\n", "SPdisplay(E,E,'Enhanced Value of the Simplico Lease (in millions)')" ] }, { "cell_type": "markdown", "metadata": { "pycharm": {} }, "source": [ "Nodes above the \\$4 million threshold correspond to scenarios where the operator would increase value by electing to implement the mine enhancements. Those scenarios are characterized by high gold prices occuring relatively early in the course of the lease." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "pycharm": {} }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# set of periods and states for each period\n", "Stages = range(0,N+1)\n", "States = range(0,N+1)\n", "\n", "# create model\n", "m = ConcreteModel()\n", "\n", "# model variables\n", "m.W = Var(Stages,States,domain=Reals)\n", "m.y = Var(Stages,States,domain=Reals)\n", "m.x = Var(Stages,States,domain=Reals)\n", "m.Woption = Var(Stages,States,domain=Reals)\n", "m.yoption = Var(Stages,States,domain=Reals)\n", "m.xoption = Var(Stages,States,domain=Reals)\n", "\n", "# objective\n", "m.OBJ = Objective(expr = m.W[0,0], sense=minimize)\n", "\n", "# constraint list\n", "m.cons = ConstraintList()\n", "\n", "# definition of option value\n", "for k in Stages:\n", " for s in range(0,k+1):\n", " m.cons.add(m.W[k,s] == m.x[k,s]*Sf[k,s] + m.y[k,s])\n", " m.cons.add(m.Woption[k,s] == m.xoption[k,s]*Sf[k,s] + m.yoption[k,s])\n", " m.cons.add(m.W[k,s] >= m.Woption[k,s] - 4000000)\n", "\n", "\n", "# value of the lease at termination is zero\n", "for s in range(0,N+1):\n", " m.cons.add(m.Woption[N,s] >= 0)\n", " m.cons.add(m.W[N,s] >= 0)\n", "\n", "# self-financing constraints\n", "for k in range(1,N+1):\n", " for s in range(0,k):\n", " \n", " m.cons.add(m.x[k-1,s]*Sf[k,s] + m.y[k-1,s]*(1+r) \n", " >= m.W[k,s] + 10000*max(0,(Sf[k-1,s]-200)))\n", " m.cons.add(m.x[k-1,s]*Sf[k,s+1] + m.y[k-1,s]*(1+r) \n", " >= m.W[k,s+1] + 10000*max(0,(Sf[k-1,s]-200)))\n", "\n", " m.cons.add(m.xoption[k-1,s]*Sf[k,s] + m.yoption[k-1,s]*(1+r) \n", " >= m.Woption[k,s] + 12500*max(0,(Sf[k-1,s]-240)))\n", " m.cons.add(m.xoption[k-1,s]*Sf[k,s+1] + m.yoption[k-1,s]*(1+r) \n", " >= m.Woption[k,s+1] + 12500*max(0,(Sf[k-1,s]-240)))\n", "\n", "# solve\n", "SolverFactory('glpk').solve(m)\n", "\n", "# post-process solution\n", "W = {}\n", "E = {}\n", "for k in range(0,N+1):\n", " for s in range(0,k+1):\n", " W[k,s] = m.W[k,s]()/1e6\n", " E[k,s] = m.Woption[k,s]() - m.W[k,s]()\n", " \n", "# display\n", "SPdisplay(W,W,'Value of Simplico Lease with Enhancement Option (in millions)')\n", "SPdisplay(W,E,'Value of Simplico Lease with Enhancement Option (in millions)')" ] }, { "cell_type": "markdown", "metadata": { "pycharm": {} }, "source": [ "In this case the capital expense has been incorporated into the leave value calculations. Because the value of the lease has increased from the base case of \\$24.07 to \\$24.63 million, the availability of the option adds value to the lease." ] }, { "cell_type": "markdown", "metadata": { "pycharm": {} }, "source": [ "## Example 4. Tree farm harvesting" ] }, { "cell_type": "markdown", "metadata": { "pycharm": {} }, "source": [ "### Price model" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "pycharm": {} }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# model parameters\n", "N = 10\n", "u = 1.2\n", "d = 0.9\n", "r = 0.10\n", "\n", "# initialize Sf\n", "Sf = {}\n", "Sf[0,0] = 5\n", "for k in range(1,N+1):\n", " for s in range(0,k+1):\n", " Sf[k,s] = u**(k-s)*d**s*Sf[0,0]\n", "\n", "# utility function to plot binomial tree\n", "def SPdisplay(Sf,D,title=''):\n", " \"\"\"\n", " SPdisplay(Sf,D,title)\n", " Sf: binomial tree of future prices\n", " D: binomial tree of data to display for each node\n", " title: plot title\n", " \"\"\"\n", " plt.figure(figsize=(10,8))\n", " nPeriods = max([k for k,s in Sf.keys()]) + 1\n", " for k,s in Sf.keys():\n", " plt.plot(k,Sf[k,s],'.',ms=20,color='b',alpha=0.5)\n", " if (k > 0) & (s < k):\n", " plt.plot([k-1,k],[Sf[k-1,s],Sf[k,s]],'b',alpha=.5)\n", " plt.plot([k-1,k],[Sf[k-1,s],Sf[k,s+1]],'b',alpha=.5)\n", " for k,s in D.keys():\n", " plt.text(k,Sf[k,s],' {0:.2f}'.format(D[k,s]),ha='left',va='center')\n", " plt.xlabel('k')\n", " plt.grid()\n", " plt.title(title)\n", " \n", "SPdisplay(Sf,Sf,'Lumber Price')" ] }, { "cell_type": "markdown", "metadata": { "pycharm": {} }, "source": [ "### Growth model" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "pycharm": {} }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "Q = {}\n", "Q[0] = 1\n", "Q[1] = Q[0]*1.6\n", "Q[2] = Q[1]*1.5\n", "Q[3] = Q[2]*1.4\n", "Q[4] = Q[3]*1.3\n", "Q[5] = Q[4]*1.2\n", "Q[6] = Q[5]*1.15\n", "Q[7] = Q[6]*1.1\n", "Q[8] = Q[7]*1.05\n", "Q[9] = Q[8]*1.02\n", "Q[10] = Q[9]*1.01\n", "\n", "QSf = {}\n", "Periods = Q.keys()\n", "for k in Periods:\n", " for s in range(0,k+1):\n", " QSf[k,s] = Q[k]*Sf[k,s]\n", " \n", "SPdisplay(Sf,QSf,'Total Timber Value')" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "pycharm": {} }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# set of periods and states for each period\n", "Stages = range(0,N+1)\n", "States = range(0,N+1)\n", "\n", "# create model\n", "m = ConcreteModel()\n", "\n", "# model variables\n", "m.W = Var(Stages,States,domain=Reals)\n", "m.x = Var(Stages,States,domain=Reals)\n", "m.y = Var(Stages,States,domain=Reals)\n", "\n", "# objective\n", "m.OBJ = Objective(expr = m.W[0,0], sense=minimize)\n", "\n", "# constraint list\n", "m.cons = ConstraintList()\n", "\n", "# definition of W[k,s]\n", "for k in Stages:\n", " for s in range(0,k+1):\n", " m.cons.add(m.W[k,s] == m.x[k,s]*Sf[k,s] + m.y[k,s])\n", "\n", "# self-financing constraints\n", "for k in range(0,N):\n", " for s in range(0,k+1):\n", " m.cons.add(m.x[k,s]*Sf[k+1,s] + (m.y[k,s] + 2)*(1+r) >= m.W[k+1,s])\n", " m.cons.add(m.x[k,s]*Sf[k+1,s+1] + (m.y[k,s] + 2)*(1+r) >= m.W[k+1,s+1])\n", " \n", "# harvest option\n", "for k in Stages:\n", " for s in range(0,k+1):\n", " m.cons.add(m.W[k,s] >= Q[k]*Sf[k,s])\n", "\n", "# solve\n", "SolverFactory('glpk').solve(m) \n", "\n", "# post-process solution\n", "W = {}\n", "for k in range(0,N+1):\n", " for s in range(0,k+1):\n", " W[k,s] = m.W[k,s]()\n", " \n", "# display\n", "SPdisplay(Sf,W,'Value')" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "pycharm": {} }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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" } }, "nbformat": 4, "nbformat_minor": 4 }