L04-storage-reliability-yield.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "domestic-population",
   "metadata": {},
   "source": [
    "# Lecture 4\n",
    "_____________\n",
    "\n",
    "## _Simulation Model_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "9ea51ad9-afb0-4146-8896-29b0efc7e70a",
   "metadata": {},
   "outputs": [],
   "source": [
    "# if running on Colab, copy data from Github\n",
    "import sys\n",
    "if 'google.colab' in sys.modules:\n",
    "    !git clone https://github.com/jdherman/eci273.git\n",
    "    %cd eci273"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "mechanical-republican",
   "metadata": {},
   "source": [
    "Import libraries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "wooden-boutique",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "plt.rcParams['figure.dpi'] = 300"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "engaged-photograph",
   "metadata": {},
   "source": [
    "Simplified reservoir simulation for Oroville"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "republican-kitty",
   "metadata": {},
   "outputs": [],
   "source": [
    "# this function should be general to any system\n",
    "# input capacity, demand (constant), and inflow array\n",
    "# returns reliability\n",
    "def simulate(K, D, Q):\n",
    "  T = len(Q)\n",
    "  S = np.zeros(T)\n",
    "  R = np.zeros(T)\n",
    "\n",
    "  S[0] = K # start simulation full\n",
    "  R[0] = D\n",
    "  spill = np.zeros(T)\n",
    "  met_demand = 1\n",
    "\n",
    "  for t in range(1,T):\n",
    "      \n",
    "    spill[t-1] = max(S[t-1] + Q[t-1] - R[t-1] - K, 0)\n",
    "    S[t] = min(S[t-1] + Q[t-1] - R[t-1], K)\n",
    "\n",
    "    if S[t] + Q[t] > D:\n",
    "      R[t] = D\n",
    "      met_demand += 1\n",
    "    else:\n",
    "      R[t] = S[t] + Q[t]\n",
    "\n",
    "  return met_demand / T\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "advance-excess",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.9340579710144927\n"
     ]
    }
   ],
   "source": [
    "K = 3500 # capacity, TAF\n",
    "D = 300 # target demand, TAF/month;\n",
    "Q = np.loadtxt('data/FTO-FNF.csv', delimiter=',', skiprows=1, usecols=[1])\n",
    "Q /= 1000\n",
    "T = len(Q)\n",
    "\n",
    "reliability = simulate(K,D,Q)\n",
    "print(reliability)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "third-veteran",
   "metadata": {},
   "source": [
    "----------"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "massive-virginia",
   "metadata": {},
   "source": [
    "## _Reliability-capacity curve_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "sensitive-classics",
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "K = np.arange(0,10000,100) # make an array of storage values: 0 to 10000 in steps of 100\n",
    "reliability = np.zeros(len(K)) # we'll calculate these for each K\n",
    "\n",
    "for i in range(len(K)):\n",
    "    reliability[i] = simulate(K[i], D, Q)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "confident-rainbow",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1920x1440 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(K, reliability)\n",
    "plt.xlabel('Capacity (TAF)') # K\n",
    "plt.ylabel('Reliability')\n",
    "plt.title('Reliability-Capacity Curve for 300 TAF/m Yield')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "constitutional-north",
   "metadata": {},
   "source": [
    "-----------"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "funded-riding",
   "metadata": {},
   "source": [
    "## _Delivery reliability curve_"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "aggregate-requirement",
   "metadata": {},
   "source": [
    "Data setup"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "stupid-symphony",
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "D = np.arange(0,1000,50) # make an array of demand values\n",
    "\n",
    "reliability = np.zeros(len(D)) # we'll calculate these for each demand"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "mexican-geometry",
   "metadata": {},
   "source": [
    "Plot a curve for different fixed storage amounts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "thrown-universe",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1920x1440 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for K in [0, 3500, 9500]:\n",
    "    for i in range(len(D)):\n",
    "        reliability[i] = simulate(K, D[i], Q)\n",
    "    \n",
    "    plt.plot(reliability, D, '.-', linewidth=2)\n",
    "\n",
    "plt.xlabel('Reliability')\n",
    "plt.ylabel('Demand (TAF/m)') # D\n",
    "plt.title('Delivery-Reliability Curve')\n",
    "plt.legend(['K = 0 TAF', 'K = 3500 TAF', 'K = 9500 TAF']) # 0 capacity, current capacity, high capacity\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "least-lighter",
   "metadata": {},
   "source": [
    "-----"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "boring-korea",
   "metadata": {},
   "source": [
    "## _Storage-Reliability-Yield relationship_"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "theoretical-intermediate",
   "metadata": {},
   "source": [
    "Sequent Peak function from last class"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "radio-sympathy",
   "metadata": {},
   "outputs": [],
   "source": [
    "def sequent_peak(R, Q): # for sequent_peak, R is the release/demand we're trying to meet\n",
    "    T = len(Q)\n",
    "    K = np.zeros(T+1)\n",
    "    for t in range(T):\n",
    "        K[t+1] = max(R[t] - Q[t] + K[t], 0)\n",
    "    return np.max(K)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "intended-tobacco",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1920x1440 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mu = 1 # average annual flow (value should not change the results)\n",
    "N = 100000 # streamflow sample size - arbitrary large number\n",
    "alphas = np.arange(0.0, 1.0, 0.1) # demand normalized by average inflow\n",
    "Ks = np.zeros(len(alphas)) # array of capacity values\n",
    "\n",
    "for sigma in mu*np.array([0.2, 0.4, 0.6]): # values tested are 20%, 40% and 60%\n",
    "    inflows = np.random.normal(mu, sigma, size=N) # random sample of normally distributed random values\n",
    "    \n",
    "    for i,alpha in enumerate(alphas):\n",
    "        demand = alpha * mu * np.ones(N) # the demand and inflows are both arrays of length N\n",
    "        Ks[i] = sequent_peak(demand, inflows) / mu\n",
    "    \n",
    "    plt.plot(alphas, Ks, '.-', linewidth=2)\n",
    "\n",
    "plt.title('Storage Required') # normalized storage\n",
    "plt.ylabel(r'$S / \\mu$ (Years)') # TeX in $_$\n",
    "plt.xlabel(r'$\\alpha$ (unitless)') # normalized demand as a fraction of inflow, unitless\n",
    "plt.legend([r'$C_v = 0.2$', r'$C_v = 0.4$', r'$C_v = 0.6$'])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "solar-macedonia",
   "metadata": {},
   "source": [
    "When the inflow variation $C_v$ is high, more storage is needed to meet the same demand. The inflows are randomly sampled, so the plot could look a bit different each run. \n",
    "\n",
    "Where would Oroville be on this graph? We had a firm yield of 230 TAF/month. This comparison needs to be annual data, and it's easier to use pandas resampling for that."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "1c8493f8-11e7-4cdc-a641-a91a85f9d069",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "alpha: 0.62\n",
      "cv: 0.48\n",
      "S/mu: 0.79\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "df = pd.read_csv('data/FTO-FNF.csv', index_col=0, parse_dates=True)\n",
    "df = df.resample('YS-OCT').sum() / 1000 # TAF / year\n",
    "Q = df.values\n",
    "firm_yield = 230 * 12 # TAF / year\n",
    "\n",
    "alpha = firm_yield / Q.mean()\n",
    "cv = Q.std() / Q.mean()\n",
    "print('alpha: %0.2f' % alpha)\n",
    "print('cv: %0.2f' % cv)\n",
    "print('S/mu: %0.2f' % (3500 / Q.mean()))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2cb6e187-8baa-46cf-9d65-a34e0cabfd9d",
   "metadata": {},
   "source": [
    "For this value of $\\alpha$ and $C_v$, the graph above would predict $S/\\mu$ around 2 years. Our value was lower. The difference could be that the observed inflows are not normally distributed."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "994fc51d-e8d3-4dc2-9d31-b855ea68b15d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1920x1440 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist(Q)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "8350bc80-45c9-475d-bdb9-a114708f3fa1",
   "metadata": {},
   "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": "3.12.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}