{ "cells": [ { "cell_type": "markdown", "id": "2a5596e3", "metadata": {}, "source": [ "This test shows a more ordinary straight-hodograph supercell thunderstorm in a doubly-periodic domain at 2-km resolution. This is a useful test to demonstrate the effect of condensate loading on the pressure, and to show how using the \"nonhydrostatic perturbation\" can be misleading if one does not understand what is being perturbed against. We then explore sensitivity to condensate loading and to the moist (variable) $\\kappa$." ] }, { "cell_type": "code", "execution_count": 1, "id": "17888645", "metadata": {}, "outputs": [], "source": [ "import xarray as xa\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import matplotlib.colors as mcolors\n", "from matplotlib import cm" ] }, { "cell_type": "code", "execution_count": 2, "id": "7e099d3d", "metadata": {}, "outputs": [], "source": [ "large = 16; med = 12; small = 10\n", "params = {'axes.titlesize': large,\n", " 'legend.fontsize': med,\n", " 'figure.figsize': (8, 4),\n", " 'axes.labelsize': med,\n", " 'axes.titlesize': large,\n", " 'xtick.labelsize': small,\n", " 'ytick.labelsize': small,\n", " 'figure.titlesize': large,\n", " 'axes.titlepad': 6}\n", "plt.rcParams.update(params)" ] }, { "cell_type": "code", "execution_count": 3, "id": "b40aab68", "metadata": {}, "outputs": [], "source": [ "#ds = xa.open_dataset('/archive/Lucas.Harris/SHiELD/202009c/20160621.00Z.d96_2k.bubble.make_res/history/2016062100/atmos_hifreq.nc',decode_times=False,chunks={'time': 1}) #to be replaced with a solo-core run\n", "ds = xa.open_dataset('/archive/Lucas.Harris/SHiELD/202103/d96_2k.solo.bubble//history/0000000000/atmos_hifreq.nc',decode_times=False,chunks={'time': 1})" ] }, { "cell_type": "markdown", "id": "95535427", "metadata": {}, "source": [ "We can compute surface pressure perturbation in three ways:\n", "\n", "1. Surface hydrostatic pressure (ie column atmosphere mass) perturbation from the background state ($\\sum \\delta p^* - p^*_{s0}$)\n", "2. Lowest-layer full pressure (computed from ideal gas law) perturbation from background state ($p - p_0 = \\frac{\\delta p^*}{g\\delta z}R_d T_v - p_0$)\n", "3. Lowest-layer nonhydrostatic component, difference of ideal gas law pressure from hydrostatic cell-mean pressure $p-p^*$, where $p^* = \\frac{\\delta p}{\\delta \\log p}$ *not* $0.5\\left ( p^*_B + p^*_T\\right )$\n", "\n", "It is apparent these are not the same thing. In some places a *positive* hydrostatic perturbation exists with a *negative* nonhydrostatic component!!\n", "\n", "**NOTE**: Here we define *perturbation* to mean deviation from the mean initial state, while *component* means a partitioning of the instantaneous pressure into its parts (nonhydrostatic, contributions from different tracer masses, etc.)\n", "\n", "**NOTE #2**: In SHiELD and the UFS the the output of delp and pressure variables are re-scaled to be moist mass, to be consistent with NCEP validations. This is controlled by the GFS_PHYS compiler directive. So results from full-physics runs may differ from those shown here. However the nonhydrostatic component (ppnh) is correctly computed to be relative to total-mass hydrostatic pressure." ] }, { "cell_type": "code", "execution_count": 8, "id": "31e1cd90", "metadata": {}, "outputs": [ { "data": { "image/png": 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Zv7vkqLvWL6v/cfcHlD7gL3X3lTXrXJ/9u3Nd2UmffwAA+gS5kFxYllzYyKXufnf1D0tD+f+zpO+7+2h1ubvfqvRlQ31bb3D3W2r+rubKX9Wtd72knczMJmnLoUoXV39U9xr6dXZ//Wto0v3k7usk/UhpuGHLHt8/KY1Ccfok7aiK7psb3f3GmvXuVcrijZ7HPJl9uu/r37j7SM3fTb+u3P02dx9095OmWremrtGavzd5XWT336RNz0GkxsflitKvFAGg1eo/T67RxsfGg5SOyTdVF2T54btKGW/zuvJTbW+i9a5W+gXxtlkdq5Sywuvt4WHJX6P0BdE3JMnMBiQ9SdIP3X28pn1/0sPDiderz0jN5pTLJB1mZh8zs6eZ2YwJtr8JM9vc0nDrNyt1ZhiR9K3ssezd7HZqPFfpS6mv5Cgrbbq/LpJ0hza93lWfBWYr7Y8fSBqv+ew1pS+dq/vyRqUvYL9sZkebWaPPussk/ael6cT+aYqM1Iy8bd1Edr5yoKQz3H3tBKs9Ren1Wv+6+Z7SF5P1uajobHCQpDvd/fy69b4taRulUb1qNXr/1b5PD1X6BfTFDXLpkNLjn2p7D72f26TR+dVBkn7h7g9WF2T58mfa9Dla4+4X1vxdfY5+mx3zapcPStq+iTZdkmXbqkb584tK55HPktJ0D0ojany5Zp0DtOl53Lg2fV1U5c3xVypwbm5m/2pmfzKzB5XeB2uUri3kOYfcR6lD7ldrj1f13P2kLKff1uR2a887qu+5G7J9UTXRdwVTnkujf/EEo1fdM8HfO9YtX1r3d/UD4CalD4ba2+aStsruP13Sm5V64v5K0v1m9mPL5nPKTiCep/Qe+paku7MPivoP4enI29bJ1O+n6rLqfqrW8bUGdbywQR31bWy1ibY/0eOYoRQIpTQU7IlKIfEFSmHypdl9s+oLN6E6T2d9m+6uu7/q/rq/NwTqrvVA3d/DEyxrVNdUzz8AAP2AXEguLEsubKS+TVsoXSRutP/u1qZtnShXNlo+qPTrkYksVHoeVmvj18+92f31r6Fm9tPpShexDsn+fpXSr3N+Okk7qqL7pr591TY2eh7zZPbpvq/b+bqazuuiUf3NHpcBoBUaHR9rj01bauJjvyl9Pkxne5Otp7p1v6j0pdlh2ZfFxyr9sr96XNxa6YvJifJNI/WPpdmc8nGl6QNepGz4dDP7hpltPUE9tb4h6U2S/k+pM9uTJL0luy/P59BWku7POv7l0ez1rkb7akBpiO36z963StrCzCruvkJperC7lJ7D27M5tv+lZltHKn0h+19KQ/HfaWYnBL5Qy9XWCba1hdK5yR2T1NfwdZN9ubhcscyYJxtM9j6tbW9Vo/df7fzzC5W+iK3fd3/O7u9kzppIo8c/2X6pP3Y9WPuHu0/2HEnNPbaN9ou7b7Jf3P3PSr9+f1O26PVKX6R/s6bo9ood55rK8ZFzczM7XNL3lUbe+Del8/8nKU1DkPc4J03+PsyjiO8Kas+l0acGO90AIKdtlebXqv1bSvPJ1PK6v5dn/z5Xmx4kH7rf3V2p99qXzWwLPTwH7feVPgjk7r+X9Hszm6nU2/IkSWeb2W7uvkxpKKFGvWy3qmlHuK1TaNR7cVs9vJ+q23ivUq/SesN1f9e3cSqb7AMzqw9vzWx/oscxrPSBLKU5cU5394/W1LVZ803dRDXsbKc0p5Fq/paa2/+dNtXzDwBAkTZo0yzUzJfW00UuJBeWORfW76cHsmXbNVh3OxXb1uVKz/PTJ7j/rhzbvEBpjtmjzewCpXlDf9jklwfdtG8aacX7ulttqzTsa+3fEuchADrjfk187Hc17vzVEu5+jZn9QWnO6vVKQ4S/sWaVZUpfUE6Ubxr9UrT+862pnJKNLvMpSZ8ys+2UOnuerDQM9pETPQYzm6U07/WJ7v7ZmuX/NFGZJiyTtKWZzc7ZIWCi/XVl3bL6ffWg0lDsX9AEowxVf8Gb/UL7X7Jfk++nlJHPNLN93f2abMSgt0h6i5ntI+kYSR9WyqNfUnq+pebPh3K3tYEHsrKTdcKrfd089JmdPd6JzlEipsoG96vxr6/z5u3lkm6V9K8T3L94mttrh0bnP5Mdvwo7duXwJaXz5R2VOgP8wN1r27dU0mMalJto5IXcOb6Jc/OJHCXpJndfVF1gZkPatCNKs6p1dVNn2GbOpdGnGBkAvar+g/wopV+gXDNFud8ohaFd3P3yBrdb6wu4+wPu/n2lYWvqh5uVu29w999J+m9Jc5XmqpFSYN+2toetme2p5oeVmXZbG3hK7VBWZjZP6ddRl2SL/qEUfh4zQR1/a6KOao/A2Q3uu02b7rMXNrHNejub2UPDN2XDqL1c0p9rgu8cpROoWq9psK0NE7S13gXZv0fVLX9l9u+F6n5TPf8AABSpUQ54QQH1kAvJheTCjLuvkfQXSS/P9o0kycx2lfRUPfxYinCu0q9P5k/wGpp2Z4CsM84ZSvN/HiZpJzU3RUCjbXVy3zTSivd1vWZf00VrdFwe18O/xgOAdrpAKQftVl2QfQ4cKemvnobzL9IXJT1fadSiG7KsKOmhIZovk/Sy2l95m9mTleafbsa0c4q73+3uX1XqAFqbz4a16efITKVfqNdnq0UN2tLs59CvlX7l+/om1m2kfn8dqJQRJr3elWWBPyhNOXRFo8/fBmVGs2G1P6j0XcqjGqzzD3d/n9IXltX9We3IUZ9/D2vmAeZpa03ZtZL+qNSZcqLn41Kl56v+dXOk0g9IW52LpsoGFyhNSXVg3Xr/pjTK1N+nWd+5SqNLrZ4gZ032pXAjk53nFOkCSS/Izt0kPXQed7jan10n812l0bu+ozQayil191+iTc/jKpq4s8ZG8uT4Sc7NJzpOzVEa0aDWq7TpyGjNvhZuUDq/fn0LphFplWbOpdGnGBkAveoN2QfGZUpDv7xeqYfqg5MVcvebzexTkj6f9dq8QKmn5s5Kw1x91d1/b2anKn2AXaIUOB6hdPD/tSSZ2ZuU5uw5R9ISpWG93qv0a5fqhecfSPqI0hyQJ9es01TYaLatU2zmHkm/NrMTlT6ojlf68PtIVoeb2Vsk/TSbK+zMrH3bKn2Q3u7uJzdRx3JJR5nZ35Tm0rnV3Zcrzf/0dTP7X0m/UAqwi5p5/A3q+L6ZfUipl9qblZ6TN9esc66kY8zsaqWhNl+aPYZ610k6zsyOVOoxvcrd/1G/krtfa2bflXRi1iv2YqX5jT4o6btNXhDvtEmffwAACvY9SR8ws/crXWx6utKveluNXEguJBdu7INK857+wsy+qDTP5YclrVAa1aIQ7n5+tp9+mL3O/6x0kXc3pQvfx7v7DTk2fbrS++UUpfdY5MJnR/ZNIy16X9e7TtLTzeyFSkOmLnP3xdkXYLdK+rC7n9iqxzCJw8zs/ykdJ/dXGpb69JzPPwBE/a9S5vhNlh9WSjpOKT8U0VG13o8kfUbpF6rvbnD/h5SOlz8xsy8rDdX8YT08PPqkms0pZvZTSVdJukLpS+snKM2rXjuv93VKXzyem61zl7vfZWaXSnq3mS1VyoevVeNfuzb8HGrQ5t+b2Y8knZx1Vv2d0nQJB0k62zedN77ePG28vz4h6UY112HwXUodJH5lZl9T+sXy1krzkQ+4+3uy9h8r6SdKn59zJb1d2TmBmc1X6khxhtLc3CNKoydsoewcwd2XZqMavdfMlimdRxytNLd6s6Zs6yRl/0MpW1xiZp9WGqp8D0mPd/e3ufv9WV57r5mtUTqXeZSkjyp1JDh7Gu1sxlTZ4DRJ/y7px9n54x1KHVqeI+mNvvGc9804Q6kz8HnZ479KaZSGPZWmyjgi6zTRrMnOc4r0EaUO1OdludGVzuPmKP3ivSu4+zozO03SOyVd7e4X163yTUnvUXp+36f0fniT0tRYzZoyxzd5bn6d0sgkb1aa3mC9u1+tdA55RM356hOV3vcP1rXjuuzfd5vZLyWNTdCRyM3sHZJ+LOl3ZnaK0vnroyQtdPcPZW0+Uen9sHuj42WLNXMujT7FyADoVS9WCgM/UwpSH1WTX3BmPTWPVfpgOFNpvsnjlULujdlqFykd8L+o9IuN9yvNOXpMdv9VSkHwE0oh5vNK4fCZng1v5WmOmpcpheOfKM0h9S6lXmFNabKtk7lA6cPw40pD2c6S9PzaizDufk62/bmSvqo0F+5/Kw2xM+UvyLNeY69XCry/VboQf3h29zeVPsxeKunnShfoX9JEu+vdJOltSkH2x5L2lvSKuotjb1N6PXwse6zz1PgLh09JOk/psV6mjU966h2Trf9apRDxuuzvYyYp002mfP4BACjQJ5Qy0luVstCjlL5EbzVyIbmQXFjD3c9V+nJjgdJr5RSlX1M9Lc+v86fpaKVfPr5M6TX6Q6VjwI2aeE7QSbn79UoX6naU9O1stIBcOrxvGrUn+r6u916lUT7OVHpNn5gtn5v929QXSy1wtNKFxbOUvvj6itIXbwDQdtnx/WlKQ5R/SemzaUtJL8g+F4quf0Tp+L5BG8+hXb3/t0pfeu6jlG3+U9I7lI7nzWomp1yoNDXN15S+9HqzUs77r5p13qr0JefPlT5Hjs2Wv0LpV7lfUPrS9m6lL27rTfQ51MhR2f1HKOW2rysNI95oTvB6n1DKhKcpZfQrJD0v29eTcvcrlOYBXy7p/5Ty+2cl/ZMeHkXhRknrlL58/KWkbyj9Yvg57n6HUue9KyS9Qen1dJZSB4xXuvtPa6o7WqlT9P9lbb1d6VylKU22daKylyl1QFki6XNKr4v/1Mbzl79f6Zzk+Upffr5HqUPFCwr4lfCk2SD75ffBSo/xk0rvmX0lvcrdT51uZdlr4XlZPccqPf4zlN4TF2vTKdCm2t5k5zmFyTrzHKLUiembkr6lNArewe5+VdH1T9MPsn83Oady92Glc/Yrld6z31Q6Z57O+6GZHD/lubnSud/3lM6L/6x0vJPSa+VjSqNj/Dyr63Clzga1fpE9huOUzpEvm6T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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "t=16\n", "ds_small=ds.isel(time=t,grid_xt=slice(20,50),grid_yt=slice(33,63))\n", "ds_ref=ds.isel(time=0,grid_xt=0,grid_yt=0)\n", "\n", "fig=plt.figure(figsize=(36,10))\n", "ax = fig.add_subplot(1,3,1)\n", "((ds_small.ps-ds_ref.ps)/1.e2).plot(ax=ax,vmax=10,vmin=-10,cmap=plt.get_cmap('PuOr_r'))\n", "ax.set_title(\"Surface hydrostatic \\npressure perturbation [mb]\")\n", "ax = fig.add_subplot(1,3,2)\n", "( (ds_small.nhpres[-1,:,:]-ds_ref.nhpres[-1])/1.e2).plot(ax=ax,vmax=10,vmin=-10,cmap=plt.get_cmap('PuOr_r'))\n", "ax.set_title(\"Lowest-layer \\nfull pressure perturbation [from environment; mb]\")\n", "ax = fig.add_subplot(1,3,3)\n", "( (ds_small.nhpres_pert[-1,:,:])/1.e2).plot(ax=ax,vmax=10,vmin=-10,cmap=plt.get_cmap('PuOr_r'))\n", "ax.set_title(\"Lowest-layer \\nnonhydrostatic pressure component [from hydrostatic; mb]\");\n" ] }, { "cell_type": "markdown", "id": "590ef8f4", "metadata": {}, "source": [ "What's going on? It helps to ask what we mean by \"pressure\" in the first place. In a hydrostatic run the pressure is just the mass of air *above* a grid cell, but in the nonhydrostatic solver the pressure is computed from the ideal gas law. The nonhydrostatic perturbation is the difference between these...but in FV3 the air mass includes water vapor and **all** hydrometeors. So if water mass is added to a cell in the column, then the hydrostatic pressure increases for *all* layers below the cell, and since the terms in the ideal gas law are unchanged, the total pressure stays the same and the nonhydrostatic pressure **decreases**!!\n", "\n", "The NH perturbation is important for computing the vertical velocity (see below), but this is not something that we would typically measure in a real thunderstorm. There, the \"perturbation\" pressure is more like #1 above, measured by a barometer on or near the ground.\n", "\n", "These figures show the amount of additional mass in the column from water vapor anomalies and condensates, re-scaled into contribution to hydrostatic pressure. In this example this can be up to 10 mb!" ] }, { "cell_type": "code", "execution_count": 13, "id": "dc889b4d", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Perturbation column total water component [mb]')" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#Mass Components (note PWAT, VIL, IW all in units of kg/m**2 so conversion is easy)\n", "grav = 9.81 #m/s\n", "Mv = ds_small.PWAT*grav/100. - ds_ref.PWAT*grav/100.\n", "Ml = ds_small.VIL*grav/100.\n", "Mi = ds_small.iw*grav/100.\n", "\n", "fig = plt.figure(figsize=(14,12))\n", "ax = fig.add_subplot(2,2,1)\n", "(Mv).plot(ax=ax,vmax=10,vmin=-10,cmap=plt.get_cmap('RdBu_r'))\n", "ax.set_title(\"Perturbation column water vapor component [mb]\")\n", "\n", "ax = fig.add_subplot(2,2,2)\n", "Ml.plot(ax=ax,vmax=10,cmap=plt.get_cmap('Reds'))\n", "ax.set_title(\"Column liquid water component [mb]\")\n", "\n", "ax = fig.add_subplot(2,2,3)\n", "Mi.plot(ax=ax,vmax=10,cmap=plt.get_cmap('Reds'))\n", "ax.set_title(\"Column ice water component [mb]\")\n", "\n", "ax = fig.add_subplot(2,2,4)\n", "(Mv + Ml + Mi).plot(ax=ax,vmax=10,vmin=-10,cmap=plt.get_cmap('RdBu_r'))\n", "ax.set_title(\"Perturbation column total water component [mb]\")\n" ] }, { "cell_type": "markdown", "id": "fe826ba9", "metadata": {}, "source": [ "We can now partition the lowest-layer and surface pressures into their components. " ] }, { "cell_type": "code", "execution_count": 61, "id": "403961e9", "metadata": {}, "outputs": [], "source": [ "phalf = ds_small.phalf\n", "\n", "ptop=phalf[0]\n", "phalf=phalf[1:]\n", "phyd=ds_small.delp.sum(dim=\"pfull\") + ptop\n", "phyd_ref=ds_ref.delp.sum(dim=\"pfull\") + ptop\n", "psphum=((ds_small.sphum)*ds_small.delp).sum(dim=\"pfull\")\n", "psphum_ref=((ds_ref.sphum)*ds_ref.delp).sum(dim=\"pfull\")\n", "\n", "#qp and qn are **weight** per grid cell and not specific ratios\n", "pcond=((ds_small.qp + ds_small.qn)).sum(dim=\"pfull\")\n" ] }, { "cell_type": "code", "execution_count": 66, "id": "cc7f587b", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ ":37: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance. In a future version, a new instance will always be created and returned. Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n", " ax = fig.add_subplot(2,3,n+1)\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "\n", "fig = plt.figure(figsize=(20,10))\n", "\n", "#nhpres anom\n", "ax = fig.add_subplot(2,3,1)\n", "((ds_small.nhpres[-1,:,:]-ds_ref.nhpres[-1])/100.).plot(ax=ax,vmax=10,vmin=-10,cmap=plt.get_cmap('PuOr_r'))\n", "ax.set_title(\"Total Pressure perturbation\")\n", "\n", "#nhpres_pert\n", "ax = fig.add_subplot(2,3,2)\n", "((ds_small.nhpres_pert[-1,:,:])/100.).plot(ax=ax,vmax=10,vmin=-10,cmap=plt.get_cmap('PuOr_r'))\n", "ax.set_title(\"Nonhydrostatic Pressure component\")\n", "\n", "ax = fig.add_subplot(2,3,3)\n", "((phyd-phyd_ref)/100.).plot(ax=ax,vmax=10,vmin=-10,cmap=plt.get_cmap('PuOr_r'))\n", "ax.set_title(\"Hydrostatic Pressure perturbation (surface)\")\n", "\n", "#hydrometeors\n", "ax = fig.add_subplot(2,3,4)\n", "(pcond/100.).plot(ax=ax,vmax=10,vmin=-10,cmap=plt.get_cmap('PuOr_r'))\n", "ax.set_title(\"Hydrometeor mass contribution\")\n", "\n", "#dry pressure perturbation\n", "ax = fig.add_subplot(2,3,5)\n", "((psphum)/100.).plot(ax=ax,vmax=10,vmin=-10,cmap=plt.get_cmap('PuOr_r'))\n", "ax.set_title(\"Water vapor mass contribution\");\n", "\n", "#dry pressure perturbation\n", "ax = fig.add_subplot(2,3,6)\n", "((phyd-(phyd_ref-psphum_ref)-pcond-psphum)/100.).plot(ax=ax,vmax=10,vmin=-10,cmap=plt.get_cmap('PuOr_r'))\n", "ax.set_title(\"Dry mass pressure perturbation\");\n", "\n", "#Add location of cross section\n", "#NOTE: apparently this behavior will change in a future version of Matplotlib\n", "# so if it makes empty plots then just remove it.\n", "ycross=44\n", "for n in range(6):\n", " ax = fig.add_subplot(2,3,n+1)\n", " ax.set_xlabel(\"\")\n", " ax.plot(ax.get_xlim(),[ycross,ycross],color='k',linewidth=5,alpha=0.5)" ] }, { "cell_type": "markdown", "id": "ac18e1fe", "metadata": {}, "source": [ "Here we see that the total pressure and dry mass pressure perturbation minima are co-located under the storm cloud, but ahead (east) of the storm there are anticorrelated nonhydrostatic components and hydrostatic pressure perturbations which cancel each other out. Meanwhile the nonhydrostatic pressure perturbation is primarily along the outside flanks of the storm with relatively small values in the interior of the cloud.\n", "\n", "A vertical east-west cross-section across the outward flank of the southern storm (black line in the above figure) through the NH component maxima makes the nature of the perturbations clear." ] }, { "cell_type": "code", "execution_count": 67, "id": "22d03285", "metadata": {}, "outputs": [], "source": [ "#Calculate hydrostatic pressure on lower interfaces (note this is not layer mean)\n", "#ds_cross=ds_small.sel(grid_xt=30)#,grid_xt=slice(50,70)) #farther away\n", "ds_cross=ds_small.sel(grid_yt=ycross)#,grid_xt=slice(50,70)) #farther away\n", "\n", "ptop=phalf[0]\n", "phalf=phalf[1:]\n", "xphyd=ds_cross.delp.cumsum(dim=\"pfull\") + ptop\n", "xphyd_ref=ds_ref.delp.cumsum(dim=\"pfull\") + ptop\n", "xpsphum=((ds_cross.sphum)*ds_cross.delp).cumsum(dim=\"pfull\")\n", "xpsphum_ref=((ds_ref.sphum)*ds_ref.delp).cumsum(dim=\"pfull\")\n", "xpcond=(ds_cross.qp + ds_cross.qn).cumsum(dim=\"pfull\")\n" ] }, { "cell_type": "code", "execution_count": 68, "id": "f3a03d37", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ ":41: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance. In a future version, a new instance will always be created and returned. Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n", " ax = fig.add_subplot(2,3,n+1)\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(20,10))\n", "\n", "#nhpres anom\n", "ax = fig.add_subplot(2,3,1)\n", "((ds_cross.nhpres-ds_ref.nhpres)/100.).plot(ax=ax,yincrease=False,vmax=10,vmin=-10,cmap=plt.get_cmap('PuOr_r'))\n", "ax.set_title(\"Total Pressure perturbation\")\n", "\n", "#nhpres_pert\n", "ax = fig.add_subplot(2,3,2)\n", "((ds_cross.nhpres_pert)/100.).plot(ax=ax,yincrease=False,vmax=10,vmin=-10,cmap=plt.get_cmap('PuOr_r'))\n", "ax.set_title(\"Nonhydrostatic Pressure component\")\n", "\n", "ax = fig.add_subplot(2,3,3)\n", "#phyd=(ds_cross.nhpres-ds_ref.nhpres-ds_cross.nhpres_pert)\n", "((xphyd-xphyd_ref)/100.).plot(ax=ax,yincrease=False,vmax=10,vmin=-10,cmap=plt.get_cmap('PuOr_r'))\n", "ax.set_title(\"Hydrostatic Pressure perturbation (interfaces)\")\n", "\n", "#hydrometeors\n", "ax = fig.add_subplot(2,3,4)\n", "qq=np.cumsum(ds_cross.qp + ds_cross.qn,axis=0)\n", "cloud=ds_cross.qn/ds_cross.delp*1000. #g/kg \n", "prec=ds_cross.qp/ds_cross.delp*1000.\n", "\n", "(xpcond/100.).plot(ax=ax,yincrease=False,vmax=10,vmin=-10,cmap=plt.get_cmap('PuOr_r'))\n", "vvc=cloud.plot.contour(ax=ax,yincrease=False,colors='k',levels=np.arange(2,10,2),linewidths=2)\n", "vvp=prec.plot.contour(ax=ax,yincrease=False,colors='darkgreen',levels=np.arange(2,15,2),linewidths=2)\n", "ax.set_title(\"Hydrometeor mass contribution\\nand cloud/precip specific ratios\")\n", "\n", "ax = fig.add_subplot(2,3,5)\n", "((xpsphum)/100.).plot(ax=ax,yincrease=False,vmax=10,vmin=-10,cmap=plt.get_cmap('PuOr_r'))\n", "ax.set_title(\"Water vapor mass contribution\");\n", "\n", "#dry pressure perturbation\n", "ax = fig.add_subplot(2,3,6)\n", "((xphyd-xphyd_ref-xpcond-xpsphum)/100.).plot(ax=ax,yincrease=False,vmax=10,vmin=-10,cmap=plt.get_cmap('PuOr_r'))\n", "ax.set_title(\"Dry mass pressure perturbation\");\n", "\n", "#NOTE: apparently this behavior will change in a future version of Matplotlib\n", "# so if it makes empty plots then just remove it.\n", "for n in range(6):\n", " ax = fig.add_subplot(2,3,n+1)\n", " ax.set_xlabel(\"\")" ] }, { "cell_type": "markdown", "id": "221a4a1e", "metadata": {}, "source": [ "In these cross sections, it is apparent that:\n", "- The nonhydrostatic pressure minimum ahead (east) of the storm is being cancelled by the mass of hydrometeors increasing the hydrostatic pressure.\n", "- The hydrometeors also partially cancel the loss of dry mass within the storm. \n", "- This hydrostatic pressure increase affects all layers *below* the cloud\n", "- As a result, this makes weird-looking columnar negative perturbations to \"nonhydrostatic pressure\". \n", "\n", "So what is nonhydrostatic pressure for? It is used to compute the vertical accelerations through $\\frac{dw}{dt} = \\delta_z p'$, so only the vertical gradient is important. The absolute value of the nonhydrostatic perturbation is irrelevant. (The horizontal PGF uses the full pressure, albeit partitioned to improve the accuracy of the calculation.) In this example, we would see that the presence of hydrometeors would locally increase the upward NH pressure gradient and create a downward acceleration. This effect is called condensate loading.\n", "\n", "We can turn off the mass contribution of water vapor and hydrometeors to mass (and thereby to the pressure gradient forces) by setting nwat = 0. We see much less cancellation of the nonhydrostatic component and the hydrostatic pressure perturbation, but also a weaker set of storms." ] }, { "cell_type": "code", "execution_count": 74, "id": "3486224c", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "t=12\n", "ds_n0 = xa.open_dataset('/archive/Lucas.Harris/SHiELD/202103/d96_2k.solo.bubble.n0//history/0000000000/atmos_hifreq.nc',decode_times=False,chunks={'time': 1})\n", "ds_n0_small=ds_n0.isel(time=t,grid_xt=slice(20,50),grid_yt=slice(33,63))\n", "ds_n0_ref=ds_n0.isel(time=0,grid_xt=0,grid_yt=0)\n", "\n", "fig=plt.figure(figsize=(36,10))\n", "ax = fig.add_subplot(1,3,1)\n", "((ds_n0_small.ps-ds_n0_ref.ps)/1.e2).plot(ax=ax,vmax=10,vmin=-10,cmap=plt.get_cmap('PuOr_r'))\n", "ax.set_title(\"Surface hydrostatic \\npressure perturbation [mb]\")\n", "ax = fig.add_subplot(1,3,2)\n", "( (ds_n0_small.nhpres[-1,:,:]-ds_n0_ref.nhpres[-1])/1.e2).plot(ax=ax,vmax=10,vmin=-10,cmap=plt.get_cmap('PuOr_r'))\n", "ax.set_title(\"Lowest-layer \\nfull pressure perturbation [from environment; mb]\")\n", "ax = fig.add_subplot(1,3,3)\n", "( (ds_n0_small.nhpres_pert[-1,:,:])/1.e2).plot(ax=ax,vmax=10,vmin=-10,cmap=plt.get_cmap('PuOr_r'))\n", "ax.set_title(\"Lowest-layer \\nnonhydrostatic pressure component [from hydrostatic; mb]\");\n" ] }, { "cell_type": "markdown", "id": "4c13bfb9", "metadata": {}, "source": [ "# Integrated metrics\n", "We compute maximum values and sums to indicate the relative strengths of the storms with and without condensate loading.\n" ] }, { "cell_type": "code", "execution_count": 75, "id": "8842c13b", "metadata": {}, "outputs": [], "source": [ "ds_ave = xa.open_dataset('/archive/Lucas.Harris/SHiELD/202103/d96_2k.solo.bubble//history/0000000000/atmos_hifreq_ave.nc',decode_times=False,chunks={'time': 1})\n", "ds_ave_n0 = xa.open_dataset('/archive/Lucas.Harris/SHiELD/202103/d96_2k.solo.bubble.n0/history/0000000000/atmos_hifreq_ave.nc',decode_times=False,chunks={'time': 1})" ] }, { "cell_type": "code", "execution_count": 104, "id": "7aaa0ab3", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "cc=(ds_ave.MAXUVV_max).max(dim=(\"grid_xt\",\"grid_yt\")).plot(label=\"control\")\n", "ds_ave.MAXDVV_min.min(dim=(\"grid_xt\",\"grid_yt\")).plot(color=cc[0].get_color(),linestyle='--')\n", "cc=(ds_ave_n0.MAXUVV_max).max(dim=(\"grid_xt\",\"grid_yt\")).plot(label=\"nwat=0\")\n", "ds_ave_n0.MAXDVV_min.min(dim=(\"grid_xt\",\"grid_yt\")).plot(color=cc[0].get_color(),linestyle='--')\n", "plt.gca().legend();\n", "plt.gca().set_title(\"Maximum updraft and downdraft [m/s]\");" ] }, { "cell_type": "code", "execution_count": 126, "id": "caea5051", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "cc=(ds.PRESsfc-1.e5).min(dim=(\"grid_xt\",\"grid_yt\")).plot(label=\"Control: Hyd min\")\n", "(ds.nhpres_pert).isel(pfull=-1).min(dim=(\"grid_xt\",\"grid_yt\")).plot(color=cc[0].get_color(),linestyle=':',label=\" NH comp.\")\n", "cc=(ds_n0.PRESsfc-1.e5).min(dim=(\"grid_xt\",\"grid_yt\")).plot(label=\"nwat = 0\")\n", "(ds_n0.nhpres_pert).isel(pfull=-1).min(dim=(\"grid_xt\",\"grid_yt\")).plot(color=cc[0].get_color(),linestyle=':')\n", "plt.gca().legend();\n", "plt.gca().set_title(\"Surface/lowest-layer minimum pressure perturbations\");" ] }, { "cell_type": "code", "execution_count": 130, "id": "be6cce0b", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "cc=(ds.PRESsfc).max(dim=(\"grid_xt\",\"grid_yt\")).plot(label=\"Control: Hyd max\")\n", "(ds.nhpres).isel(pfull=-1).max(dim=(\"grid_xt\",\"grid_yt\")).plot(color=cc[0].get_color(),linestyle=':',label=\" NH max.\")\n", "cc=(ds_n0.PRESsfc).max(dim=(\"grid_xt\",\"grid_yt\")).plot(label=\"nwat = 0\")\n", "(ds_n0.nhpres).isel(pfull=-1).max(dim=(\"grid_xt\",\"grid_yt\")).plot(color=cc[0].get_color(),linestyle=':')\n", "plt.gca().legend();\n", "plt.gca().set_title(\"Surface/lowest-layer maximum pressure perturbations\");" ] }, { "cell_type": "code", "execution_count": 135, "id": "0cda975e", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#Mid-level pressure \n", "ds_mid = ds.sel(pfull=500.,method=\"nearest\")\n", "ds_n0_mid = ds_n0.sel(pfull=500.,method=\"nearest\")\n", "\n", "ds_mid.nhpres_pert.min(dim=(\"grid_xt\",\"grid_yt\")).plot(label=\"Control\")\n", "ds_n0_mid.nhpres_pert.min(dim=(\"grid_xt\",\"grid_yt\")).plot(label=\"nwat = 0\")\n", "plt.gca().legend();" ] }, { "cell_type": "markdown", "id": "a000c6a8", "metadata": {}, "source": [ "It is now apparent that condensate loading is able to enhance pressure gradients and allows development of greater mid-level vertical pressure gradients to enhance updrafts. It is notable that this is despite similar total condensate mass and precipitation in the two simulations." ] }, { "cell_type": "code", "execution_count": 125, "id": "92156df8", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "(ds.VIL+ds.iw).max(dim=(\"grid_xt\",\"grid_yt\")).plot(label=\"Control\")\n", "(ds_n0.VIL+ds_n0.iw).max(dim=(\"grid_xt\",\"grid_yt\")).plot(label=\"nwat = 0\")\n", "plt.gca().legend();\n", "plt.gca().set_title(\"Maximum column condensate\");" ] }, { "cell_type": "markdown", "id": "98e8b519", "metadata": {}, "source": [ "A final question: What do updrafts look like? " ] }, { "cell_type": "code", "execution_count": 164, "id": "ce63766b", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 164, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "t=16\n", "ds_ave_small=ds_ave.isel(time=t,grid_xt=slice(20,50),grid_yt=slice(33,63))\n", "\n", "fig = plt.figure(figsize=(20,8))\n", "ax = fig.add_subplot(1,2,1)\n", "ds_ave_small.MAXUVV_max.plot(ax=ax)\n", "\n", "ax = fig.add_subplot(1,2,2)\n", "ds_ave_small.MAXDVV_min.plot(ax=ax)" ] }, { "cell_type": "code", "execution_count": 171, "id": "c33c3175", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 171, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(20,8))\n", "ax = fig.add_subplot(1,2,1)\n", "\n", "ds_upcross=ds.isel(time=t,grid_xt=slice(20,50),grid_yt=46)\n", "ds_upcross.w.plot(yincrease=False,ax=ax)\n", "(ds_upcross.temp-ds_ref.temp).plot.contour(yincrease=False,colors='r',levels=np.arange(4,14,2),ax=ax)\n", "(ds_upcross.temp-ds_ref.temp).plot.contour(yincrease=False,colors='b',levels=np.arange(-6,0,2),ax=ax)\n", "\n", "ax = fig.add_subplot(1,2,2)\n", "\n", "ds_dncross=ds.isel(time=t,grid_xt=slice(20,50),grid_yt=42)\n", "ds_dncross.w.plot(yincrease=False,ax=ax)\n", "(ds_dncross.temp-ds_ref.temp).plot.contour(yincrease=False,colors='r',levels=np.arange(4,14,2),ax=ax)\n", "(ds_dncross.temp-ds_ref.temp).plot.contour(yincrease=False,colors='b',levels=np.arange(-6,0,2),ax=ax)" ] }, { "cell_type": "code", "execution_count": 176, "id": "4b76b3c4", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 176, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ds_up=ds_upcross.sel(grid_xt=32)\n", "ds_up.w.plot(y=\"pfull\",yincrease=False,figsize=(4,10))" ] }, { "cell_type": "markdown", "id": "9b761805", "metadata": {}, "source": [ "From these plots the buoyant updrafts are clearly visible, and that they peak in strength in the upper troposphere is also apparent. In the absence of lateral entrainment, we expect parcels should accelerate until they reach their equilibrium level. In particular, a model that produced a mature updraft with a peak vertical velocity in the lower troposphere is unphysical, and could be a sign of severe unphysical vertical diffusivity.\n", "\n", "Oscillations at the top of the updraft also create gravity waves, which are clearly visible in the temperature perturbation field. " ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.9.4" } }, "nbformat": 4, "nbformat_minor": 5 }