notebookExamples/example2_basicBruteForceOptimisation.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "d727693c-1a28-4107-ab13-871a6d50b8ce",
   "metadata": {},
   "source": [
    "Modules"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "9ee2ed37-e6d6-4b58-990f-01645af65828",
   "metadata": {},
   "outputs": [],
   "source": [
    "import biota.models as biomodels\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "70e0667f-e6cf-4901-8fd2-b37d2dcdff03",
   "metadata": {},
   "source": [
    "---------------------------------------------"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f0d0bec4-f996-46ed-ae23-5c64066fa9b4",
   "metadata": {},
   "source": [
    "Specify bioreactor parameters and construct bioreactor class instance from them.\n",
    "Values are derived from the 20,000 litre stirred aerated tank example case from Humbird https://doi.org/10.31224/osf.io/795su . Fed batch operation is considered here, no perfusion."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "c0560668-2d1c-456c-b0de-cb0f0ee28df7",
   "metadata": {},
   "outputs": [],
   "source": [
    "workingVolume = 20000\n",
    "tankDiameter = 2.34\n",
    "impellerDiameter = tankDiameter/3\n",
    "rpm = 42.3\n",
    "backPressure = 1.3\n",
    "superficialVel = 0.004\n",
    "moleFracO2 = 0.21\n",
    "moleFracCO2 = 0.03\n",
    "initVol = 0.76 * workingVolume\n",
    "initCells = 4e6\n",
    "temp = 310\n",
    "powerNumber = 5\n",
    "mediumDensity = 1000\n",
    "mediumViscosity = 9e-4\n",
    "vesselVolDay = 0.0\n",
    "perfLactateRate = 5.0\n",
    "perfAmmrate = 5.0\n",
    "\n",
    "STR_Humbird_20kl = biomodels.Bioreactor(wv=workingVolume,t=tankDiameter,d=impellerDiameter,n=rpm,p_back=backPressure,u_s=superficialVel,mf_O2_gas=moleFracO2,mf_CO2_gas=moleFracCO2,v0=initVol,ns=initCells,Temp=temp,\n",
    "                                     Np=powerNumber,rho=mediumDensity,mu=mediumViscosity,vvd=vesselVolDay,perfAMM=perfAmmrate,perfLAC=perfLactateRate)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "49abc2c4-7363-4452-a2d9-5d817c1e750f",
   "metadata": {},
   "source": [
    "-----------------------------------------"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a2df1758-722e-441e-9d2a-f29db0980e09",
   "metadata": {},
   "source": [
    "Specify cell parameters and create instance of cell class from them. Values are derived from the un-enhanced CHO model of Humbird https://doi.org/10.31224/osf.io/795su for the two doublings production scenario."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "6f5dbc94-2ade-4e66-87c3-330f6bd0409c",
   "metadata": {},
   "outputs": [],
   "source": [
    "growthRate = 0.029\n",
    "\n",
    "glutamineUptakeRate = 0\n",
    "glucoseUptakeRate = 0\n",
    "oxygenUptakeRate = 0.49\n",
    "uptakeList = [glutamineUptakeRate, glucoseUptakeRate, oxygenUptakeRate]\n",
    "\n",
    "carbonDioxideProdRate = 0.593\n",
    "ammoniaProductionRate = 0.013571\n",
    "lactateProductionRate = 0.135707\n",
    "prodList = [carbonDioxideProdRate, ammoniaProductionRate, lactateProductionRate]\n",
    "\n",
    "massDensity = 1030\n",
    "cellRadius = 18e-6\n",
    "wetmass = 3000\n",
    "dryMassFraction = 0.3\n",
    "\n",
    "ammoniaLimit = 5\n",
    "lactateLimit = 50\n",
    "CO2Limit = 100\n",
    "turbLengthLimit = 20e-6\n",
    "limitsList = [ammoniaLimit, lactateLimit, CO2Limit, turbLengthLimit]\n",
    "\n",
    "\n",
    "cell_Humbird = biomodels.Cell(mu=growthRate,uptakes=uptakeList,prod=prodList,rho=massDensity,rad=cellRadius,wetmass=wetmass,dmf=dryMassFraction,limits=limitsList)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "20597f1c-1c07-4245-adfd-beea49260022",
   "metadata": {},
   "source": [
    "-------------------------------------------------"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3e94cd5a-277a-4a01-ad12-db65105cfea4",
   "metadata": {},
   "source": [
    "Specify bounds and resolution for the brute force optimisation."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "2d895c3b-1174-4eb4-817b-2588cbd3bd7d",
   "metadata": {},
   "outputs": [],
   "source": [
    "count = 50\n",
    "bioreactor = STR_Humbird_20kl\n",
    "cell = cell_Humbird\n",
    "doublings = 7\n",
    "rpmlims = (1,75)\n",
    "supervellims = (0.0001,0.005)\n",
    "celldenslims = (5.9e5,6.1e5)\n",
    "showGraphs = True"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2ade997f-99fe-4932-bb52-bf9d901c8875",
   "metadata": {},
   "source": [
    "Execute brute force optimisation function. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "b8553185-64aa-4bc4-9031-09613443d7c5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 12 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "a = biomodels.brute(count=count,b=bioreactor,c=cell,dbls=doublings,rpmlims=rpmlims,uslims=supervellims,nslims=celldenslims,graphs=showGraphs)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ce4a16aa-ccc4-498a-a97c-3065c6293f96",
   "metadata": {},
   "source": [
    "-------------------------------------------------------------------"
   ]
  },
  {
   "cell_type": "markdown",
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   "source": [
    "Dataframe returned by brute force optimisation function, showing the maximum overall yield and the maximum per constraint."
   ]
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   "execution_count": 6,
   "id": "d657011b-92ed-4e3b-a4d1-257308632267",
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    {
     "data": {
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       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
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       "\n",
       "    .dataframe thead th {\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Constraint</th>\n",
       "      <th>Maximum Yield [g/L wet]</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>overall</td>\n",
       "      <td>47.632072</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>ammonia</td>\n",
       "      <td>47.632072</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>lactate</td>\n",
       "      <td>47.632072</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>CO2</td>\n",
       "      <td>131.708818</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>kla</td>\n",
       "      <td>63.668296</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>mixing</td>\n",
       "      <td>71.497455</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>hydrodynamic stress</td>\n",
       "      <td>386.966163</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>superficial velocity</td>\n",
       "      <td>332.760836</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
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      ],
      "text/plain": [
       "             Constraint  Maximum Yield [g/L wet]\n",
       "0               overall                47.632072\n",
       "1               ammonia                47.632072\n",
       "2               lactate                47.632072\n",
       "3                   CO2               131.708818\n",
       "4                   kla                63.668296\n",
       "5                mixing                71.497455\n",
       "6   hydrodynamic stress               386.966163\n",
       "7  superficial velocity               332.760836"
      ]
     },
     "execution_count": 6,
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     "output_type": "execute_result"
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    "a"
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   "source": [
    "-------------------------------------------------"
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   "source": [
    "------------------------------"
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