{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "56a0df43",
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib widget\n",
    "\n",
    "import matplotlib\n",
    "from matplotlib import pyplot as plt\n",
    "\n",
    "import numpy as np\n",
    "from numba import jit"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c571c336",
   "metadata": {},
   "source": [
    "Notebook by Meredith C. Schuman and Alexander Steppke\n",
    "\n",
    "This notebook is designed to run from top to bottom; it is not designed to run individual sections on their own, or out of order."
   ]
  },
  {
   "attachments": {
    "8f586f9d-3a61-4c43-a64b-96a132a74702.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "id": "208a4f60",
   "metadata": {},
   "source": [
    "# Diffusion coefficients estimate: gas phase\n",
    "\n",
    "The diffusion constants of binary gas mixtures are only known for a small range of chemical compounds. Here we use an semi-empirical model based on fitting a wide range of compounds. The error between this estimate and observations is for a wide range of compounds on average less than 5%.\n",
    "\n",
    "![image.png](attachment:8f586f9d-3a61-4c43-a64b-96a132a74702.png)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "1527aef0",
   "metadata": {},
   "outputs": [],
   "source": [
    "# diffusion volume increments or volumes from Fuller et al. 1966, Table 1\n",
    "dv = {'C':16.5,\n",
    "     'H' : 1.98,\n",
    "     'O': 5.48,\n",
    "     'N': 5.69,\n",
    "     'S': 17,\n",
    "     'Cl':19.5,\n",
    "     'He': 2.88,\n",
    "     'Aromatic ring': -20.2,\n",
    "     'Heterocyclic ring': -20.2,\n",
    "     'Air': 20.1,\n",
    "    }\n",
    "\n",
    "# in g/mol\n",
    "mol_m = {\"He\":4.00260,\n",
    "         \"Air\": 28.9647,}\n",
    "\n",
    "# Diffusion constants\n",
    "Diffusion = {}"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2308f5fb-06e8-4572-8474-dab4b0bf34fe",
   "metadata": {},
   "source": [
    "Calculate the diffusion constant of He in air (cm^2 s^-1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "2c2c91dc",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The diffusion constant for He in air is 0.740 cm2/s\n"
     ]
    }
   ],
   "source": [
    "# T in K, p in atm, M in g/mol, D in cm2/s\n",
    "Ma = mol_m['He']\n",
    "Mb = mol_m['Air']\n",
    "\n",
    "sum_via = dv['He']\n",
    "sum_vib = dv['Air']\n",
    "\n",
    "T = 317\n",
    "p = 1\n",
    "\n",
    "D_He = 1E-3 * (T**1.75 * (1/Ma + 1/Mb)**(1/2)) / (p*( (sum_via)**(1/3) + (sum_vib)**(1/3) )**2)\n",
    "print(f'The diffusion constant for He in air is {D_He:.3f} cm2/s')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "48bcda2a",
   "metadata": {},
   "source": [
    "## Example ethyl alcohol\n",
    "\n",
    "https://pubchem.ncbi.nlm.nih.gov/compound/Ethanol\n",
    "\n",
    "- C2H6O\n",
    "- molecular weight 46.07\n",
    "- no rings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "71ec8637",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "D = 1.247e-01 cm2/s\n",
      "D = 1.247e-05 m2/s\n"
     ]
    }
   ],
   "source": [
    "mol_m[\"ethyl alcohol\"] = 46.07\n",
    "sum_via = 2*dv['C'] + 6*dv['H'] + 1*dv['O'] \n",
    "\n",
    "Ma = mol_m['ethyl alcohol']\n",
    "Mb = mol_m['Air']\n",
    "\n",
    "sum_vib = dv['Air']\n",
    "\n",
    "T = 300\n",
    "p = 1\n",
    "\n",
    "# D in cm^2/s\n",
    "D_alcohol = 1E-3 * (T**1.75 * (1/Ma + 1/Mb)**(1/2)) / (p*( (sum_via)**(1/3) + (sum_vib)**(1/3) )**2)\n",
    "print(f'D = {D_alcohol:.3e} cm2/s')\n",
    "\n",
    "# D in m^2/s\n",
    "D_alcohol_m2 = D_alcohol/(100**2)\n",
    "print(f'D = {D_alcohol_m2:.3e} m2/s')\n",
    "\n",
    "Diffusion['alcohol'] = D_alcohol_m2"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "10035d82-93fd-492d-940e-64aa704e2a1f",
   "metadata": {},
   "source": [
    "## (*Z*)-3-hexenyl acetate\n",
    "\n",
    "http://www.chemspider.com/Chemical-Structure.4515742.html?rid=8a1de1f1-42c5-447f-b420-f4f26891482d\n",
    "\n",
    "* C8H14O2\n",
    "* Molecular weight 142.196 g/mol (average mass)\n",
    "* No rings\n",
    "\n",
    "Emission rate of **4.93 ± 2.19 ng g DW−1 24 h−1 (Mean ± SEM)** for *Spodoptera frugiperda*-damaged maize plants reported in Pinto-Zevallos, Delia M., Priscila Strapasson, and Paulo H. G. Zarbin. 2016. ‘Herbivore-Induced Volatile Organic Compounds Emitted by Maize: Electrophysiological Responses in Spodoptera Frugiperda Females’. Phytochemistry Letters 16 (June): 70–74. https://doi.org/10.1016/j.phytol.2016.03.005."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "56a424f9-0238-4218-8a7c-883f3d39eade",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'alcohol': 1.2473593515686743e-05, 'cis-3-hexenyl acetate': 6.452061456952013e-06}\n"
     ]
    }
   ],
   "source": [
    "mol_m[\"cis-3-hexenyl acetate\"] = 142.196\n",
    "sum_via = 8*dv['C'] + 14*dv['H'] + 2*dv['O'] \n",
    "\n",
    "Ma = mol_m[\"cis-3-hexenyl acetate\"]\n",
    "Mb = mol_m['Air']\n",
    "\n",
    "sum_vib = dv['Air']\n",
    "\n",
    "T = 300\n",
    "p = 1\n",
    "\n",
    "# in cm^2/s\n",
    "D_hexenylacetate = 1E-3 * (T**1.75 * (1/Ma + 1/Mb)**(1/2)) / (p*( (sum_via)**(1/3) + (sum_vib)**(1/3) )**2)\n",
    "\n",
    "# in m^2/s\n",
    "Diffusion['cis-3-hexenyl acetate'] = D_hexenylacetate/100**2\n",
    "print(Diffusion)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "354791c6-2c86-4be6-af65-41b4a9075f47",
   "metadata": {},
   "source": [
    "## (E)-4,8-dimethyl-1,3,7-nonatriene (DMNT)\n",
    "http://www.chemspider.com/Chemical-Structure.4932528.html?rid=08ad301e-32e6-4dd1-90b8-1ce47d48fc6d\n",
    "\n",
    "* C11H18\n",
    "* Molecular weight 150.261 g/mol (average mass)\n",
    "* No rings\n",
    "\n",
    "Emission rate of **33.70 ± 14.32 ng g DW−1 24 h−1 (Mean ± SEM)** for *Spodoptera frugiperda*-damaged maize plants reported in Pinto-Zevallos, Delia M., Priscila Strapasson, and Paulo H. G. Zarbin. 2016. ‘Herbivore-Induced Volatile Organic Compounds Emitted by Maize: Electrophysiological Responses in Spodoptera Frugiperda Females’. Phytochemistry Letters 16 (June): 70–74. https://doi.org/10.1016/j.phytol.2016.03.005."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "6009adb0-3d35-4385-850b-ca8a85515030",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'alcohol': 1.2473593515686743e-05, 'cis-3-hexenyl acetate': 6.452061456952013e-06, 'DMNT': 5.758757806459305e-06}\n"
     ]
    }
   ],
   "source": [
    "mol_m[\"DMNT\"] = 150.261\n",
    "sum_via = 11*dv['C'] + 18*dv['H']\n",
    "\n",
    "Ma = mol_m[\"DMNT\"] \n",
    "Mb = mol_m['Air']\n",
    "\n",
    "sum_vib = dv['Air']\n",
    "\n",
    "T = 300\n",
    "p = 1\n",
    "\n",
    "# in cm^2/s\n",
    "D_DMNT = 1E-3 * (T**1.75 * (1/Ma + 1/Mb)**(1/2)) / (p*( (sum_via)**(1/3) + (sum_vib)**(1/3) )**2)\n",
    "\n",
    "# in m^2/s\n",
    "Diffusion['DMNT'] = D_DMNT/100**2\n",
    "print(Diffusion)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "34506aee",
   "metadata": {},
   "source": [
    "## DIMBOA\n",
    "\n",
    "http://www.chemspider.com/Chemical-Structure.2268.html?rid=b4dace1d-3162-4dc4-a25f-bbc049b0deef\n",
    " \n",
    " * C9H9NO\n",
    " * Molecular weight 211.171 g/mol (average mass)\n",
    " * One aromatic ring\n",
    " * One heterocyclic ring\n",
    " \n",
    "Mean concentration of **350 ng/g FM in a 2 h collection** taken as approximate middle value from semi-hydroponic extracts of 9 maize lines investigated in Wang, Peng, Lucas Dantas Lopes, Martha G Lopez-Guerrero, Karin van Dijk, Sophie Alvarez, Jean-Jack Riethoven, and Daniel P Schachtman. 2022. ‘Natural Variation in Root Exudation of GABA and DIMBOA Impacts the Maize Root Endosphere and Rhizosphere Microbiomes’. Journal of Experimental Botany 73 (14): 5052–66. https://doi.org/10.1093/jxb/erac202."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "124d0ee8",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'alcohol': 1.2473593515686743e-05, 'cis-3-hexenyl acetate': 6.452061456952013e-06, 'DMNT': 5.758757806459305e-06, 'DIMBOA': 6.909009321040381e-06}\n"
     ]
    }
   ],
   "source": [
    "mol_m[\"DIMBOA\"] = 211.171\n",
    "sum_via = 9*dv['C'] + 9*dv['H'] + 1*dv['N'] + 1*dv['O'] + dv['Aromatic ring'] + dv['Heterocyclic ring']\n",
    "\n",
    "Ma = mol_m['DIMBOA']\n",
    "Mb = mol_m['Air']\n",
    "\n",
    "sum_vib = dv['Air']\n",
    "\n",
    "T = 300\n",
    "p = 1\n",
    "\n",
    "# in cm^2/s\n",
    "D_DIMBOA = 1E-3 * (T**1.75 * (1/Ma + 1/Mb)**(1/2)) / (p*( (sum_via)**(1/3) + (sum_vib)**(1/3) )**2)\n",
    "\n",
    "# in m^2/s\n",
    "Diffusion['DIMBOA'] = D_DIMBOA/100**2\n",
    "print(Diffusion)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "343a83a3",
   "metadata": {},
   "source": [
    "## 6-C-a-L-arabinopyranosyl-8-Cb-D-glucopyranosylapigenin (isoschaftoside, 6-C-arabinosyl-8-C-galactosylapigenin)\n",
    "http://www.chemspider.com/Chemical-Structure.2341980.html?rid=80315df2-59ac-4f1c-a332-2845068ef987&page_num=0\n",
    "\n",
    "* C26H28O14\n",
    "* Molecular weight 564.492 g/mol (average mass)\n",
    "* Two aromatic rings\n",
    "* Three heterocyclic rings\n",
    "\n",
    "Concentration of ca. **50 nM** taken as approximate middle value detected in hydroponic root exudates from *D. unicatum* without continual extraction, by Hooper, Antony M., Muniru K. Tsanuo, Keith Chamberlain, Kay Tittcomb, Julie Scholes, Ahmed Hassanali, Zeyaur R. Khan, and John. A. Pickett. 2010. ‘Isoschaftoside, a C-Glycosylflavonoid from Desmodium Uncinatum Root Exudate, Is an Allelochemical against the Development of Striga’. Phytochemistry 71 (8): 904–8. https://doi.org/10.1016/j.phytochem.2010.02.015.\n",
    "\n",
    "This seems to represent an equilibrium concentration under hydroponic conditions."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "556c05f0",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'alcohol': 1.2473593515686743e-05, 'cis-3-hexenyl acetate': 6.452061456952013e-06, 'DMNT': 5.758757806459305e-06, 'DIMBOA': 6.909009321040381e-06, 'isoschaftoside': 3.7805318623858483e-06}\n"
     ]
    }
   ],
   "source": [
    "mol_m[\"isoschaftoside\"] = 564.492\n",
    "sum_via = 26*dv['C'] + 28*dv['H'] + 14*dv['O'] + 2*dv['Aromatic ring'] + 3*dv['Heterocyclic ring']\n",
    "\n",
    "Ma = mol_m[\"isoschaftoside\"] \n",
    "Mb = mol_m['Air']\n",
    "\n",
    "sum_vib = dv['Air']\n",
    "\n",
    "T = 300\n",
    "p = 1\n",
    "\n",
    "# in cm^2/s\n",
    "D_isoschaftoside = 1E-3 * (T**1.75 * (1/Ma + 1/Mb)**(1/2)) / (p*( (sum_via)**(1/3) + (sum_vib)**(1/3) )**2)\n",
    "\n",
    "# in m^2/s\n",
    "Diffusion['isoschaftoside'] = D_isoschaftoside/100**2\n",
    "print(Diffusion)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "45c8912a",
   "metadata": {},
   "source": [
    "# Simple model\n",
    "\n",
    "For estimate of wind speed:\n",
    "\n",
    "Wind Power: An Energy Technology Distillate\n",
    "April 2019\n",
    "DOI:10.13140/RG.2.2.17909.40169,\n",
    "Alternatively: https://www.ncdc.noaa.gov/societal-impacts/wind/\n",
    "\n",
    "This gives as a lower limit something like 1m/s at 50m above ground.\n",
    "\n",
    "When including the friction near ground level and surface roughness this becomes much smaller. One calculator to estimate this is here: http://xn--drmstrre-64ad.dk/wp-content/wind/miller/windpower%20web/en/tour/wres/calculat.htm\n",
    "(There is some established formula underneath this).\n",
    "\n",
    "Here we use a very small value of 0.01m/s which should be OK very close to the ground, or 0 m/s belowground.\n",
    "\n",
    "Diffusion equations are built from Cushman-Roisin, course notes from 2012 Environmental Transport and Fate, Dartmouth College, Ch 2, esp. 2.7 and 2.8: https://cushman.host.dartmouth.edu/courses/engs43.html"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "2fd2dfd5-add1-4090-bb5a-4a60b4ff3e58",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Formatting\n",
    "\n",
    "def adjust_lightness(color, amount=0.5):\n",
    "    import matplotlib.colors as mc\n",
    "    import colorsys\n",
    "    try:\n",
    "        c = mc.cnames[color]\n",
    "    except:\n",
    "        c = color\n",
    "    c = colorsys.rgb_to_hls(*mc.to_rgb(c))\n",
    "    return colorsys.hls_to_rgb(c[0], max(0, min(1, amount * c[1])), c[2])\n",
    "\n",
    "def set_style_paper():\n",
    "    \"\"\"\n",
    "    Defines axes style for all plots used in paper.\n",
    "    See https://matplotlib.org/users/customizing.html for more details\n",
    "    \"\"\"\n",
    "    from matplotlib import rcParams\n",
    "    import matplotlib as mpl\n",
    "\n",
    "    # sizes in pt\n",
    "    SMALL_SIZE = 8\n",
    "    MEDIUM_SIZE = 8\n",
    "    BIGGER_SIZE = 12\n",
    "\n",
    "    plt.rc({'legend.labelspacing': 0.25})\n",
    "\n",
    "    plt.rc('font', size=SMALL_SIZE)          # controls default text sizes\n",
    "    plt.rc('axes', titlesize=SMALL_SIZE)     # fontsize of the axes title\n",
    "    plt.rc('axes', labelsize=MEDIUM_SIZE)    # fontsize of the x and y labels\n",
    "    plt.rc('xtick', labelsize=SMALL_SIZE)    # fontsize of the tick labels\n",
    "    plt.rc('ytick', labelsize=SMALL_SIZE)    # fontsize of the tick labels\n",
    "    plt.rc('legend', fontsize=SMALL_SIZE)    # legend fontsize\n",
    "    plt.rc('figure', titlesize=MEDIUM_SIZE)  # fontsize of the figure title\n",
    "\n",
    "    plt.rc('xtick', direction='out')\n",
    "    plt.rc('ytick', direction='out')\n",
    "    plt.rc('xtick.major', width=0.5, pad=6) # default seems to be 4\n",
    "    plt.rc('ytick.major', width=0.5, pad=6)\n",
    "    # mpl.rcParams['xtick.top'] = True\n",
    "    # mpl.rcParams['ytick.right'] = True\n",
    "    #xtick.major.width : 1\n",
    "    #ytick.major.width : 1\n",
    "    \n",
    "    rcParams.update({   \n",
    "        'legend.fancybox': True,\n",
    "    })\n",
    "\n",
    "    rcParams['lines.markersize'] = 2 # 3 is nice for 8.8cm plots, 2 is 1mm wide and minimum allowed\n",
    "    rcParams['lines.linewidth'] = 0.65 # 0.5 is minimum allowed\n",
    "\n",
    "    rcParams['axes.linewidth'] = 0.65  # default is 0.75\n",
    "    rcParams['axes.labelpad'] = 4  # default seems to be 4\n",
    "    # plt.rcParams['axes.axisbelow'] = True %this ends up setting ticks below the colorbar colour\n",
    "\n",
    "    rcParams['figure.dpi'] = 150 # makes inline figures smaller\n",
    "    rcParams['savefig.bbox'] = 'tight'\n",
    "    #rcParams['savefig.pad_inches'] = 0.2 # default to 0.1\n",
    "    rcParams['savefig.pad_inches'] = rcParams['axes.linewidth']/(72*2)\n",
    "\n",
    "    # rcParams['font.family'] = 'Droid Sans'\n",
    "\n",
    "    # change font family, not sure about side effects\n",
    "    rcParams['font.family'] = 'Helvetica World'\n",
    "    # rcParams['font.sans-serif'] = ['Helvetica World']\n",
    "    rcParams['font.sans-serif'] = ['Helvetica']\n",
    "    #rcParams['font.sans-serif'] = ['Comic Sans MS']\n",
    "\n",
    "    rcParams.update({   \n",
    "    'figure.constrained_layout.use': False,\n",
    "    #'figure.constrained_layout.h_pad': 0.04167,\n",
    "    #'figure.constrained_layout.hspace': 0.02,\n",
    "         \n",
    "    #'figure.constrained_layout.w_pad': 0.04167,\n",
    "    #'figure.constrained_layout.wspace': 0.02,\n",
    "    })\n",
    "\n",
    "    rcParams['grid.color'] = 'lightgray'\n",
    "    rcParams['grid.linestyle'] = '-'\n",
    "    rcParams['grid.linewidth'] = 0.5\n",
    "\n",
    "    rcParams.update({     \n",
    "    'mathtext.default': 'it',\n",
    "    'mathtext.fallback' : 'cm',\n",
    "    'mathtext.fontset': 'custom',\n",
    "    'mathtext.rm': 'Helvetica World',\n",
    "    'mathtext.bf': 'Helvetica World:bold',\n",
    "    'mathtext.it': 'Helvetica World:italic',\n",
    "#    'mathtext.sf': 'sans',\n",
    "#    'mathtext.tt': 'monospace',\n",
    "    'mathtext.sf': 'Helvetica World',\n",
    "    #'mathtext.tt': 'Helvetica World',\n",
    "\n",
    "    })\n",
    "\n",
    "    # rc('font',**{'family':'sans-serif','sans-serif':['Helvetica']})\n",
    "    # rc('font',**{'family':'serif','serif':['Comic Sans MS']})\n",
    "    rcParams['text.usetex'] = False # True requires some work...\n",
    "\n",
    "    mpl.rcParams['text.latex.preamble'] = r'\\usepackage{siunitx}'\n",
    "    \n",
    "set_style_paper()   "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8c2d611e",
   "metadata": {},
   "source": [
    "## Diffusion in air with minimum wind"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "cc6b9ba9",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2.130014280217124e-07\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "584bbc1e8ebe46aca8c8b5179bcccce4",
       "version_major": 2,
       "version_minor": 0
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      "image/png": 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",
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       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' 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      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.linspace(-0.1, 1, 1001)\n",
    "y = np.linspace(-0.25, 0.25, 401)\n",
    "\n",
    "t0 = 0.5 # inital release time spread (in s)\n",
    "dt = 0.1 # time step in s\n",
    "u = 0.01 # wind speed in m/s near ground level\n",
    "Z = 0 # height plane in m\n",
    "\n",
    "X, Y = np.meshgrid(x, y) # in m\n",
    "\n",
    "# calculate distribution of an amount (rate*dt) via 3D diffusion with convection\n",
    "@jit\n",
    "def cn(X, Y, Z, t0, dt, n, n_max, D, rate):\n",
    "    t = t0 + n*dt\n",
    "    return (rate*dt)/(np.sqrt(4*np.pi*D*t))**3*np.exp( -((X-u*n*dt)**2+Y**2+Z**2)/(4*D*t))\n",
    "\n",
    "\n",
    "@jit\n",
    "def calc(D, rate, n_max = 600):\n",
    "    \"\"\"\n",
    "    Calculate time evolution of diffusion as a sum of \"puffs\" (cn) at a constant rate\n",
    "    n_max = number time steps dt, this sets the total time\n",
    "    \"\"\"\n",
    "    c = np.zeros(X.shape)\n",
    "    \n",
    "    for n in range(n_max):\n",
    "        cn_res = cn(X, Y, Z, t0, dt, n, n_max, D, rate)\n",
    "        c += cn_res\n",
    "    return c\n",
    "\n",
    "# release rates and time evolution of diffusion\n",
    "\n",
    "# DIMBOA: 175 ng/(g FM h)\n",
    "rate_DIMBOA = 175E-9/3600  # in g/s for 1 g FM of root tissue\n",
    "D = Diffusion['DIMBOA']\n",
    "c_DIMBOA = calc(D, rate_DIMBOA) \n",
    "\n",
    "# isoschaftoside: 50 nM, seems to be steady-state in hydroponic solution\n",
    "rate_isoschaftoside = 564.492*50E-9/1000/3600  # in g/s for 1 mL, assuming 0 external concentration, constant removal\n",
    "D = Diffusion['isoschaftoside']\n",
    "c_iso = calc(D, rate_isoschaftoside) \n",
    "\n",
    "# cis-3-hexenyl acetate: 4.93 ± 2.19 ng/(g*DW*24h) \n",
    "rate_hexenylacetate = (5E-9)/(3600*24)/3  # in g/s for one leaf that weighs 1 g FM, assuming 66% water\n",
    "D = Diffusion['cis-3-hexenyl acetate']\n",
    "c_hex = calc(D, rate_hexenylacetate)\n",
    "\n",
    "# DMNT: 33.70 ± 14.32 ng g DW−1 24 h−1\n",
    "rate_DMNT = 34E-9/(3600*24)/3  # in g/s for one leaf that weighs 1 g FM, assuming 66% water\n",
    "D = Diffusion['DMNT']\n",
    "c_DMNT = calc(D, rate_DMNT)\n",
    "\n",
    "fig, ax = plt.subplots(dpi=150)\n",
    "#levels = np.array(sorted([6,4,2,1], reverse=False))*1E-5\n",
    "CS = ax.contour(X, Y, c_DMNT,)\n",
    "CS = ax.contourf(X, Y, c_DMNT,)\n",
    "#CS = ax.contour(X, Y, c,)\n",
    "print(np.amax(c_DMNT))\n",
    "ax.set_aspect('equal')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "293658f1",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2.130014280217124e-07\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "446c79d5b0d84c17b539f4d3bd12a92d",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=960.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Showing a cut along the x-axis at y=0\n",
    "fig, ax = plt.subplots()\n",
    "#levels = np.array(sorted([6,4,2,1], reverse=False))*1E-5\n",
    "ax.plot(x, c_DMNT[200,:])\n",
    "\n",
    "print(np.amax(c_DMNT))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "3f8e9d1d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[1.e-13 1.e-11 1.e-09 1.e-07 1.e-05 1.e-03 1.e-01]\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "a0822031b0fc4aef9110d4b22da49d33",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=1110.236220472441/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Generate the figure\n",
    "\n",
    "from matplotlib.colors import LogNorm\n",
    "from copy import copy\n",
    "\n",
    "width = 18.8/2.54\n",
    "height = 23/2.54\n",
    "fig, axes = plt.subplots(figsize=(width, height), nrows=4, constrained_layout=True)\n",
    "\n",
    "for ax in axes:\n",
    "    ax.axis('equal')\n",
    "    ax.set_xlim((-0.05, 0.45))\n",
    "    ax.set_ylim((-0.2, 0.2))\n",
    "    #ax.axis('equal')\n",
    "    \n",
    "cmap_reversed = matplotlib.cm.get_cmap('magma_r').copy()\n",
    "cmap_reversed = matplotlib.cm.get_cmap('plasma').copy()\n",
    "cmap_reversed.set_bad(cmap_reversed(0))\n",
    "\n",
    "norm=LogNorm(vmax=1e-0,vmin=1E-14)\n",
    "norm2=LogNorm(vmax=1e-0,vmin=1E-13)\n",
    "\n",
    "#cmap_reversed = matplotlib.cm.get_cmap('Greys_r')\n",
    "#cmap_reversed = matplotlib.cm.get_cmap('Blues_r')\n",
    "#cmap_reversed = matplotlib.cm.get_cmap('hot_r')\n",
    "cmap = cmap_reversed\n",
    "\n",
    "#levels = np.array(sorted([10,6,4,2,1,0.5,0.1], reverse=False))*1E-5\n",
    "levels = np.logspace(-13, -1, num=7)\n",
    "\n",
    "print(levels)\n",
    "ax = axes[0]\n",
    "contour = ax.contourf(X, Y, c_hex, levels=levels,\n",
    "                 cmap=cmap, \n",
    "                 norm=norm,\n",
    "                 corner_mask=False,\n",
    "                ) # Fill\n",
    "CS = ax.contour(X, Y, c_hex, levels=levels, cmap=cmap, norm=norm2) # Outline\n",
    "ax.text(0, 0.15, '($\\it{cis}$)-3-hexenyl acetate', color='white')\n",
    "\n",
    "ax = axes[1]\n",
    "contour = ax.contourf(X, Y, c_DMNT, levels=levels, cmap=cmap,norm=norm)\n",
    "CS = ax.contour(X, Y, c_DMNT, levels=levels, cmap=cmap, norm=norm2)\n",
    "ax.text(0, 0.15, 'DMNT', color='white')\n",
    "\n",
    "ax = axes[2]\n",
    "contour = ax.contourf(X, Y, c_DIMBOA, levels=levels, cmap=cmap,norm=norm)\n",
    "CS = ax.contour(X, Y, c_DIMBOA, levels=levels, cmap=cmap, norm=norm2)\n",
    "ax.text(0, 0.15, 'DIMBOA', color='white')\n",
    "\n",
    "ax = axes[3]\n",
    "contour = ax.contourf(X, Y, c_iso, levels=levels, cmap=cmap,norm=norm)\n",
    "CS = ax.contour(X, Y, c_iso, levels=levels, cmap=cmap, norm=norm2)\n",
    "ax.text(0, 0.15, 'isoschaftoside', color='white')\n",
    "\n",
    "for ax in axes:\n",
    "    ax.set_aspect('equal', adjustable='box', anchor=None, share=False)\n",
    "    #ax.set_xlim((-0.05, 0.05))\n",
    "    #ax.set_ylim((-0.05, 0.05))\n",
    "    ax.set_facecolor(adjust_lightness(cmap(1E-20), amount=0.8))\n",
    "    \n",
    "    #ax.axis('equal')\n",
    "\n",
    "axes[0].set_xticklabels([])\n",
    "axes[1].set_xticklabels([])\n",
    "axes[2].set_xticklabels([])\n",
    "axes[3].set_xlabel('distance parallel to advection (m)')\n",
    "axes[3].set_ylabel('distance perpendicular to advection (m)')\n",
    "\n",
    "fig.colorbar(contour, ax=ax, shrink=1, label='concentration (g/m$^3$)')\n",
    "\n",
    "plt.savefig('diffusion raw unaligned.pdf')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "eca661ad-d7f2-43c6-8407-bf9ba0d57dfa",
   "metadata": {},
   "source": [
    "## Diffusion without wind"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "1e171d9a-69b7-4526-9855-34fa0c1649ab",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "5.776737060425902e-07\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "748db906029c4bb3a941ba0bc62f3a42",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=960.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.linspace(-0.25, 0.85, 1001)\n",
    "y = np.linspace(-0.25, 0.25, 401)\n",
    "\n",
    "t0 = 0.5 # inital release time spread (in s)\n",
    "dt = 0.1 # time step in s\n",
    "u = 0.0 # no wind\n",
    "Z = 0 # height plane in m\n",
    "\n",
    "X, Y = np.meshgrid(x, y) # in m\n",
    "\n",
    "# calculate distribution of an amount (rate*dt) via 3D diffusion with convection\n",
    "@jit\n",
    "def cn(X, Y, Z, t0, dt, n, n_max, D, rate):\n",
    "    t = t0 + n*dt\n",
    "    return (rate*dt)/(np.sqrt(4*np.pi*D*t))**3*np.exp( -((X-u*n*dt)**2+Y**2+Z**2)/(4*D*t))\n",
    "\n",
    "\n",
    "@jit\n",
    "def calc(D, rate, n_max = 600):\n",
    "    \"\"\"\n",
    "    Calculate time evolution of diffusion as a sum of \"puffs\" (cn) at a constant rate\n",
    "    n_max = number time steps dt, this sets the total time\n",
    "    \"\"\"\n",
    "    c = np.zeros(X.shape)\n",
    "    \n",
    "    for n in range(n_max):\n",
    "        cn_res = cn(X, Y, Z, t0, dt, n, n_max, D, rate)\n",
    "        c += cn_res\n",
    "    return c\n",
    "\n",
    "# release rates and time evolution of diffusion\n",
    "\n",
    "# DIMBOA: 175 ng/(g FM h)\n",
    "rate_DIMBOA = 175E-9/3600  # in g/s for 1 g FM of root tissue\n",
    "D = Diffusion['DIMBOA']\n",
    "c_DIMBOA = calc(D, rate_DIMBOA) \n",
    "\n",
    "# isoschaftoside: 50 nM, seems to be steady-state in hydroponic solution\n",
    "rate_isoschaftoside = 564.492*50E-9/1000/3600  # in g/s for 1 mL, assuming 0 external concentration, constant removal\n",
    "D = Diffusion['isoschaftoside']\n",
    "c_iso = calc(D, rate_isoschaftoside) \n",
    "\n",
    "# cis-3-hexenyl acetate: 4.93 ± 2.19 ng/(g*DW*24h) \n",
    "rate_hexenylacetate = (5E-9)/(3600*24)/3  # in g/s for one leaf that weighs 1 g FM, assuming 66% water\n",
    "D = Diffusion['cis-3-hexenyl acetate']\n",
    "c_hex = calc(D, rate_hexenylacetate)\n",
    "\n",
    "# DMNT: 33.70 ± 14.32 ng g DW−1 24 h−1\n",
    "rate_DMNT = 34E-9/(3600*24)/3  # in g/s for one leaf that weighs 1 g FM, assuming 66% water\n",
    "D = Diffusion['DMNT']\n",
    "c_DMNT = calc(D, rate_DMNT)\n",
    "\n",
    "fig, ax = plt.subplots(dpi=150)\n",
    "#levels = np.array(sorted([6,4,2,1], reverse=False))*1E-5\n",
    "CS = ax.contour(X, Y, c_DMNT,)\n",
    "CS = ax.contourf(X, Y, c_DMNT,)\n",
    "#CS = ax.contour(X, Y, c,)\n",
    "print(np.amax(c_DMNT))\n",
    "ax.set_aspect('equal')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "099b1c26-0872-4067-928e-755dd40c7ac7",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "5.776737060425902e-07\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "f7b6412416054acfb5821eaff6069edc",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
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       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=960.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Showing a cut along the x-axis at y=0\n",
    "fig, ax = plt.subplots()\n",
    "#levels = np.array(sorted([6,4,2,1], reverse=False))*1E-5\n",
    "ax.plot(x, c_DMNT[200,:])\n",
    "\n",
    "print(np.amax(c_DMNT))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "6057eedf-9ee1-4e19-acc8-245f24823369",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[1.e-13 1.e-11 1.e-09 1.e-07 1.e-05 1.e-03 1.e-01]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\temp\\ipykernel_5104\\705997097.py:53: UserWarning: Log scale: values of z <= 0 have been masked\n",
      "  contour = ax.contourf(X, Y, c_iso, levels=levels, cmap=cmap,norm=norm)\n",
      "C:\\temp\\ipykernel_5104\\705997097.py:54: UserWarning: Log scale: values of z <= 0 have been masked\n",
      "  CS = ax.contour(X, Y, c_iso, levels=levels, cmap=cmap, norm=norm2)\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "1e9fd20d4c7b49d09eeb985af52516a1",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=1110.236220472441/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Generate the figure\n",
    "\n",
    "from matplotlib.colors import LogNorm\n",
    "from copy import copy\n",
    "\n",
    "width = 18.8/2.54\n",
    "height = 23/2.54\n",
    "fig, axes = plt.subplots(figsize=(width, height), nrows=4, constrained_layout=True)\n",
    "\n",
    "for ax in axes:\n",
    "    ax.axis('equal')\n",
    "    ax.set_xlim((-0.25, 0.25))\n",
    "    ax.set_ylim((-0.2, 0.2))\n",
    "    #ax.axis('equal')\n",
    "    \n",
    "cmap_reversed = matplotlib.cm.get_cmap('magma_r').copy()\n",
    "cmap_reversed = matplotlib.cm.get_cmap('plasma').copy()\n",
    "cmap_reversed.set_bad(cmap_reversed(0))\n",
    "\n",
    "norm=LogNorm(vmax=1e-0,vmin=1E-14)\n",
    "norm2=LogNorm(vmax=1e-0,vmin=1E-13)\n",
    "\n",
    "#cmap_reversed = matplotlib.cm.get_cmap('Greys_r')\n",
    "#cmap_reversed = matplotlib.cm.get_cmap('Blues_r')\n",
    "#cmap_reversed = matplotlib.cm.get_cmap('hot_r')\n",
    "cmap = cmap_reversed\n",
    "\n",
    "#levels = np.array(sorted([10,6,4,2,1,0.5,0.1], reverse=False))*1E-5\n",
    "levels = np.logspace(-13, -1, num=7)\n",
    "\n",
    "print(levels)\n",
    "ax = axes[0]\n",
    "contour = ax.contourf(X, Y, c_hex, levels=levels, \n",
    "                 cmap=cmap, \n",
    "                 norm=norm,\n",
    "                 corner_mask=False,\n",
    "                )\n",
    "CS = ax.contour(X, Y, c_hex, levels=levels, cmap=cmap, norm=norm2)\n",
    "#CS = ax.contour(X, Y, c_hex, antialised=True, cmap=cmap)\n",
    "ax.text(-0.2, 0.15, '($\\it{cis}$)-3-hexenyl acetate', color='white')\n",
    "\n",
    "ax = axes[1]\n",
    "contour = ax.contourf(X, Y, c_DMNT, levels=levels, cmap=cmap,norm=norm)\n",
    "CS = ax.contour(X, Y, c_DMNT, levels=levels, cmap=cmap, norm=norm2)\n",
    "ax.text(-0.2, 0.15, 'DMNT', color='white')\n",
    "\n",
    "ax = axes[2]\n",
    "contour = ax.contourf(X, Y, c_DIMBOA, levels=levels, cmap=cmap,norm=norm)\n",
    "CS = ax.contour(X, Y, c_DIMBOA, levels=levels, cmap=cmap, norm=norm2)\n",
    "ax.text(-0.2, 0.15, 'DIMBOA', color='white')\n",
    "\n",
    "ax = axes[3]\n",
    "contour = ax.contourf(X, Y, c_iso, levels=levels, cmap=cmap,norm=norm)\n",
    "CS = ax.contour(X, Y, c_iso, levels=levels, cmap=cmap, norm=norm2)\n",
    "ax.text(-0.2, 0.15, 'isoschaftoside', color='white')\n",
    "\n",
    "for ax in axes:\n",
    "    ax.set_aspect('equal', adjustable='box', anchor=None, share=False)\n",
    "    #ax.set_xlim((-0.05, 0.05))\n",
    "    #ax.set_ylim((-0.05, 0.05))\n",
    "    ax.set_facecolor(adjust_lightness(cmap(1E-20), amount=0.8))\n",
    "    \n",
    "    #ax.axis('equal')\n",
    "\n",
    "axes[0].set_xticklabels([])\n",
    "axes[1].set_xticklabels([])\n",
    "axes[2].set_xticklabels([])\n",
    "axes[3].set_xlabel('distance from source (m)')\n",
    "axes[3].set_ylabel('distance from source (m)')\n",
    "\n",
    "fig.colorbar(contour, ax=ax, shrink=1, label='concentration (g/m$^3$)')\n",
    "\n",
    "plt.savefig('diffusion raw unaligned no advection.pdf')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e5b3d1d4-fb2f-4ca1-ad1e-15a112cab7ea",
   "metadata": {},
   "source": [
    "## Diffusion in solids"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "42215e0b-19a4-4264-8505-4258c4eb9a92",
   "metadata": {},
   "source": [
    "As a general rule of thumb, mass diffusivity (diffusion coefficient) in solids at 300 K is on the order of 10^(-12) m^2 s^-1.\n",
    "http://imartinez.etsiae.upm.es/~isidoro/dat1/Mass%20diffusivity%20data.pdf\n",
    "http://webserver.dmt.upm.es/~isidoro/\n",
    "\n",
    "Thus to roughly estimate diffusion in solids, we change the order of magnitude for our constants calculated for the gas phase. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "25597aa7-2aa9-4254-9cd7-681a2e69d2f6",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'alcohol': 1.2473593515686743e-05, 'cis-3-hexenyl acetate': 6.452061456952013e-06, 'DMNT': 5.758757806459305e-06, 'DIMBOA': 6.909009321040381e-06, 'isoschaftoside': 3.7805318623858483e-06, 'cis-3-hexenyl acetate_solid': 6.452061456952013e-12, 'DMNT_solid': 5.758757806459305e-12, 'DIMBOA_solid': 6.909009321040381e-12, 'isoschaftoside_solid': 3.780531862385848e-12}\n"
     ]
    }
   ],
   "source": [
    "# in m^2/s from D in cm^2/s\n",
    "Diffusion['cis-3-hexenyl acetate_solid'] = D_hexenylacetate/100**5\n",
    "Diffusion['DMNT_solid'] = D_DMNT/100**5\n",
    "Diffusion['DIMBOA_solid'] = D_DIMBOA/100**5\n",
    "Diffusion['isoschaftoside_solid'] = D_isoschaftoside/100**5\n",
    "print(Diffusion)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "e9abcedd-c6fd-4361-8ea2-8dd21aed1871",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "76.49975849406985\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "415c78b6effa49e0b6a04a9d84554ec9",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=960.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.linspace(-0.001, 0.001, 1001)\n",
    "y = np.linspace(-0.001, 0.001, 401)\n",
    "\n",
    "\n",
    "t0 = 0.5 # inital release time spread (in s)\n",
    "dt = 0.1 # time step in s\n",
    "u = 0.0 # no wind\n",
    "Z = 0 # height plane in m\n",
    "\n",
    "X, Y = np.meshgrid(x, y) # in m\n",
    "\n",
    "\n",
    "# calculate distribution of an amount (rate*dt) via 3D diffusion with convection\n",
    "@jit\n",
    "def cn(X, Y, Z, t0, dt, n, n_max, D, rate):\n",
    "    t = t0 + n*dt\n",
    "    return (rate*dt)/(np.sqrt(4*np.pi*D*t))**3*np.exp( -((X-u*n*dt)**2+Y**2+Z**2)/(4*D*t))\n",
    "\n",
    "\n",
    "@jit\n",
    "def calc(D, rate, n_max = 6000): # 10 minutes\n",
    "    \"\"\"\n",
    "    Calculate time evolution of diffusion as a sum of \"puffs\" (cn) at a constant rate\n",
    "    n_max = number time steps dt, this sets the total time\n",
    "    \"\"\"\n",
    "    c = np.zeros(X.shape)\n",
    "    \n",
    "    for n in range(n_max):\n",
    "        cn_res = cn(X, Y, Z, t0, dt, n, n_max, D, rate)\n",
    "        c += cn_res\n",
    "    return c\n",
    "\n",
    "# release rates and time evolution of diffusion\n",
    "\n",
    "# DIMBOA: 175 ng/(g FM h)\n",
    "rate_DIMBOA = 175E-9/3600  # in g/s for 1 g FM of root tissue\n",
    "D = Diffusion['DIMBOA_solid']\n",
    "c_DIMBOA = calc(D, rate_DIMBOA) \n",
    "\n",
    "# isoschaftoside: 50 nM, seems to be steady-state in hydroponic solution\n",
    "rate_isoschaftoside = 564.492*50E-9/1000/3600  # in g/s for 1 mL, assuming 0 external concentration, constant removal\n",
    "D = Diffusion['isoschaftoside_solid']\n",
    "c_iso = calc(D, rate_isoschaftoside) \n",
    "\n",
    "# cis-3-hexenyl acetate: 4.93 ± 2.19 ng/(g*DW*24h) \n",
    "rate_hexenylacetate = (5E-9)/(3600*24)/3  # in g/s for one leaf that weighs 1 g FM, assuming 66% water\n",
    "D = Diffusion['cis-3-hexenyl acetate_solid']\n",
    "c_hex = calc(D, rate_hexenylacetate)\n",
    "\n",
    "# DMNT: 33.70 ± 14.32 ng g DW−1 24 h−1\n",
    "rate_DMNT = 34E-9/(3600*24)/3  # in g/s for one leaf that weighs 1 g FM, assuming 66% water\n",
    "D = Diffusion['DMNT_solid']\n",
    "c_DMNT = calc(D, rate_DMNT)\n",
    "\n",
    "fig, ax = plt.subplots(dpi=150)\n",
    "#levels = np.array(sorted([6,4,2,1], reverse=False))*1E-5\n",
    "CS = ax.contour(X, Y, c_hex,)\n",
    "CS = ax.contourf(X, Y, c_hex,)\n",
    "#CS = ax.contour(X, Y, c,)\n",
    "print(np.amax(c_hex))\n",
    "ax.set_aspect('equal')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "d7aea13d-9026-47c8-88dc-e4bdcf10b905",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "76.49975849406985\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "223adb32ffc94fac957a0a9699b39da0",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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