{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "8c249fb9-d295-4c90-a955-00688b031ba4",
   "metadata": {},
   "source": [
    "# Beispiel 9.2: Parallelreaktion im CSTR\n",
    "Bearbeitet von Amke Wiesner"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c14717c2-f0aa-4a16-8f18-8736c1614174",
   "metadata": {},
   "source": [
    "Dieses Beispiel befindet sich im Lehrbuch auf den Seiten 117 - 119. Die Nummerierung der verwendeten Gleichnungen entspricht der Nummerierung im Lehrbuch. Das hier angewendete Vorgehen entspricht dem im Lehrbuch vorgestellten Lösungsweg."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "28388e93-3df1-401c-911e-6db6ac85f47f",
   "metadata": {},
   "source": [
    "# Code"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "04be9caf-ea00-4e72-9717-354ba37a2ca1",
   "metadata": {},
   "source": [
    "Zunächst werden die benötigten Pakete importiert. Das Paket sklearn wird für die linearen Regressionen verwendet. \n",
    "Hilfestellungen und Alternativen zum Paket sklearn sind unter folgendem Link zu finden:\n",
    "https://realpython.com/linear-regression-in-python/"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "375bfd62-b183-4566-9f3f-439980e1e7ab",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.linear_model import LinearRegression"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c2bda1ef-dfd4-4f5b-bbde-58c77e7bbe95",
   "metadata": {},
   "source": [
    "Bekannte Werte aus der Aufgabenstellung werden in Variablen und Arrays angelegt."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "4123960f-9c1e-4557-b3c1-40493d0ae822",
   "metadata": {},
   "outputs": [],
   "source": [
    "tau = np.array([3,     6,     9,     12,    15   ])   # Zeit    aus Tabelle 9.1\n",
    "c_1 = np.array([0.645, 0.425, 0.298, 0.250, 0.198])   # Konz. 1 aus Tabelle 9.1\n",
    "c_2 = np.array([0.672, 0.847, 0.930, 0.990, 1.030])   # Konz. 2 aus Tabelle 9.1\n",
    "\n",
    "c_1e = 1.5  # kmol / m³    # Zulaufkonzentration Komp. 1\n",
    "c_2e = 0    # kmol / m³    # Zulaufkonzentration Komp. 2\n",
    "c_3e = 0    # kmol / m³    # Zulaufkonzentration Komp. 3"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3f428fe3-42da-431a-b763-659a7e845a43",
   "metadata": {},
   "source": [
    "## Berechnen der Reaktionsgeschwindigkeiten $r_1$ und $r_2$\n",
    "Zunächst werden für jeden Zeitpunkt die Reaktionsgeschwindigkeiten $r_1$ und $r_2$ berechnet. Die Herleitung der verwendeten Gleichungen kann im Lehrbuch im Beispiel 9.2 nachgelesen werden. Zur Berechnung von $r_1$ wird folgende Formel verwendet:\n",
    "\\begin{equation*}\n",
    "r_\\text{1} = \\frac{c_\\text{2}}{\\overline{\\tau}}\n",
    "\\end{equation*}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "8a4efd32-8290-4e77-ad28-369c43ed543d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "r1 / kmol/(m³ min):\n",
      "[0.224      0.14116667 0.10333333 0.0825     0.06866667]\n"
     ]
    }
   ],
   "source": [
    "r_1  = np.divide(c_2, tau)\n",
    "print('r1 / kmol/(m³ min):')\n",
    "print(r_1)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "714a8018-5c2b-4c01-b2d0-f8504e862892",
   "metadata": {},
   "source": [
    "Die Reaktionsgeschwindigkeit $r_2$ berechnet sich wie folgt:\n",
    "\\begin{equation*}\n",
    "r_\\text{2} = \\frac{c_\\text{1,e} - c_\\text{1}}{\\overline{\\tau}} - r_\\text{1}\n",
    "\\end{equation*}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "9f02a6e1-f0cb-4668-b657-dff97d8f7a01",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "r2 / kmol/(m³ min):\n",
      "[0.061      0.038      0.03022222 0.02166667 0.01813333]\n"
     ]
    }
   ],
   "source": [
    "r_2 = np.subtract(np.divide(np.subtract(c_1e, c_1), tau), r_1)\n",
    "print('r2 / kmol/(m³ min):')\n",
    "print(r_2)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3e37014e-0bb1-47ce-8816-b19303579c88",
   "metadata": {},
   "source": [
    "Die berechneten Werte für $r_\\text{1}$ und $r_\\text{2}$ werden in einer Grafik dargestellt."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "3bae9485-ed24-4d67-99e8-aa45c3690805",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1500x1500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize = (3,3), dpi = 500)\n",
    "plt.plot(c_1, r_1, '^', color = 'orange', label = '$r_1$')\n",
    "plt.plot(c_1, r_2, 'o', color = 'red',    label = '$r_2$')\n",
    "\n",
    "plt.xlabel('$c_1$ / kmol m$^{-3}$')\n",
    "plt.ylabel('$r_j$ / kmol m$^{-3}$ min $^{-1}$')\n",
    "plt.xlim(0, 1)\n",
    "plt.ylim(0, 0.3)\n",
    "\n",
    "plt.legend(loc = 'upper left')\n",
    "plt.grid(True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f66b5ea0-838c-476f-b7c2-7192ebfaf48d",
   "metadata": {},
   "source": [
    "## Lineare Regression für $r_\\text{1}$ und $r_\\text{2}$ erstellen"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9be9e8e5-fdcb-4bbe-96a4-d355700c8956",
   "metadata": {},
   "source": [
    "### Vorgehen für $r_\\text{1}$"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "83b3f822-fb10-4517-b974-694aec3013b7",
   "metadata": {},
   "source": [
    "*Reshape c_1*, um eine 2-dimensionale Matrix zu erhalten:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "c178d745-1392-4b2f-b540-256658a966ad",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[0.645]\n",
      " [0.425]\n",
      " [0.298]\n",
      " [0.25 ]\n",
      " [0.198]]\n"
     ]
    }
   ],
   "source": [
    "c_1_res = c_1. reshape(-1,1)\n",
    "print(c_1_res)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6ae6f2b2-c2a4-417b-901a-0cb418402264",
   "metadata": {},
   "source": [
    "Erstellen des Regressionsmodells:\n",
    "\n",
    "Durch das Argument *fit\\_intercept = False* wird der y-Achsenabschnitt gleich null gesetzt. Die Regressionsgerade verläuft also durch den Ursprung des Koordinatensystems. \n",
    "\n",
    "Für *fit\\_intercept = True* wird der y-Achsenabschnitt frei angepasst."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "6c6aa8db-356c-498f-93c1-e5ac6935f143",
   "metadata": {},
   "outputs": [],
   "source": [
    "model_1 = LinearRegression(fit_intercept = False).fit(c_1_res, r_1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "76598141-b123-4fea-b584-b6a3db4a40ad",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "coefficient of determation: 0.9973597086926237\n",
      "k1:  [0.34235842]\n",
      "b1 :  0.0\n"
     ]
    }
   ],
   "source": [
    "r_sq_1 = model_1.score(c_1_res, r_1)\n",
    "print('coefficient of determation:', r_sq_1)\n",
    "k_1 = model_1.coef_\n",
    "print('k1: ', k_1)\n",
    "b_1 = model_1.intercept_\n",
    "print('b1 : ', b_1)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bc0fe647-05e1-4999-a57c-6b2e2948f8ef",
   "metadata": {},
   "source": [
    "Für die Darstellung im Diagramm wird an dieser Stelle die Regressionsfunktion mit den ermittelten Koffizienten *k1* und *b_1* angelegt. Die Konzentration *c_1* wird für die Darstellung als *np.linspace* angelegt."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "aca2d035-a9b1-42c5-a929-bb5501b50db8",
   "metadata": {},
   "outputs": [],
   "source": [
    "def r_1_reg(c_1_reg):\n",
    "    return k_1 * c_1_reg + b_1\n",
    "\n",
    "c_1_reg = np.linspace(0, 1.5, 16)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "11c834b0-4e27-4e5b-9607-7eafe0dca878",
   "metadata": {},
   "source": [
    "Dieses Vorgehen wird für die Reaktionsgeschwindigkeit $r_\\text{2}$ wiederholt."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2eea7922-e85c-4677-b98d-302bdce90565",
   "metadata": {},
   "source": [
    "### Vorgehen für $r_\\text{2}$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "ff075947-1a4a-4b81-95c5-75d85e857b6d",
   "metadata": {},
   "outputs": [],
   "source": [
    "model_2 = LinearRegression(fit_intercept = False).fit(c_1_res, r_2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "f7ae93bb-e050-435e-9e05-94f431361e10",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "coefficient of determation: 0.9895812356358917\n",
      "k2:  [0.09338441]\n",
      "b2:  0.0\n"
     ]
    }
   ],
   "source": [
    "r_sq_2 = model_2.score(c_1_res, r_2)\n",
    "print('coefficient of determation:', r_sq_2)\n",
    "k_2 =model_2.coef_\n",
    "print('k2: ', k_2)\n",
    "b_2 = model_2.intercept_\n",
    "print('b2: ', b_2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "78861ff9-9f70-46de-9f01-950e7a82850e",
   "metadata": {},
   "outputs": [],
   "source": [
    "def r_2_reg(c_1_reg):\n",
    "    return k_2 * c_1_reg + b_2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "cd48048f-1c7e-455d-a37a-6eb2519ef4d5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1600x1600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize = (4,4), dpi = 400)\n",
    "plt.plot(c_1, r_1, '^', color = 'orange', label = '$r_1$')\n",
    "plt.plot(c_1, r_2, 'o', color = 'red',    label = '$r_2$')\n",
    "plt.plot(c_1_reg, r_1_reg(c_1_reg), linestyle = 'solid', color = 'orange')\n",
    "plt.plot(c_1_reg, r_2_reg(c_1_reg), linestyle = 'solid', color = 'red'   )\n",
    "\n",
    "plt.text(0.38, 0.16, ('$r_1 = 0,342$ min $^{-1} c_1$'), rotation = 48)\n",
    "plt.text(0.50, 0.06, ('$r_2 = 0,093$ min $^{-1} c_1$'), rotation = 16)\n",
    "\n",
    "plt.xlabel('$c_1$ / kmol m$^{-3}$')\n",
    "plt.ylabel('$r_j$ / kmol m$^{-3}$ min $^{-1}$')\n",
    "plt.xlim(0, 1)\n",
    "plt.ylim(0, 0.3)\n",
    "\n",
    "plt.legend(loc = 'upper left')\n",
    "plt.grid(True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a3b3f54e-3580-4273-a2ee-02c19e5844b4",
   "metadata": {},
   "source": [
    "## Umsatzgrad und Selektivität"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f4b7caf9-e723-4d1a-bdd8-57ab6c58ab62",
   "metadata": {},
   "source": [
    "Mit den nun bekannten Geschwindigkeitskonstanten $k_1$ und $k_2$ werden die Konzentrationen $c_1$ und $c_2$ nach einer Verweilzeit von $\\overline{\\tau} = 30$ min berechnet werden. Dazu werden die Glg. (9.22) und (9.23) verwendet."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "29bd1c75-331c-4068-8540-0bd33e8c886c",
   "metadata": {},
   "outputs": [],
   "source": [
    "tau_max = 30     # min      maximale Verweilzeit"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "0c3f6e2e-de5a-4e8d-aa0a-5b307a190c98",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "c1:  0.107 kmol/m³\n",
      "c2:  1.095 kmol/m³\n"
     ]
    }
   ],
   "source": [
    "# Glg. (9.22)\n",
    "c1 = c_1e / (1 + tau_max * (k_1 + k_2))\n",
    "print('c1: ', round(c1[0], 3), 'kmol/m³')\n",
    "\n",
    "# Glg. (9.23)\n",
    "c2 = (tau_max * k_1 * c_1e) / (1 + tau_max * (k_1 + k_2))\n",
    "print('c2: ', round(c2[0], 3), 'kmol/m³')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "71f1c791-f8e2-4f94-b827-7a174026b8c8",
   "metadata": {},
   "source": [
    "Die Gleichungen, die zur Berechnung des Umsatzgrades und der Selektivität verwendet werden, sind ebenfalls dem Beispiel im Lehrbuch entnommen."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "8ea02629-a80f-4fc3-a0d9-f7ecb0377926",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Umsatzgrad:  0.9289  =  92.89 %\n",
      "Selektivität:  0.7857  =  78.57 %\n"
     ]
    }
   ],
   "source": [
    "U = 1 - c1 / c_1e\n",
    "print('Umsatzgrad: ', round(U[0], 4), ' = ', round(U[0] * 100,2), '%')\n",
    "\n",
    "S_21 = - c2 / (c1 - c_1e)\n",
    "print('Selektivität: ', round(S_21[0], 4), ' = ', round(S_21[0] * 100, 2), '%')"
   ]
  }
 ],
 "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": "3.10.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}