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CVMix convection: results from a test case with convection induced by surface cooling
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Convective mixing due to surface cooling via CVMix\n",
"\n",
"This notebook shows results from a test cases where convection occurs due to surface cooling (sensible heat loss of 100 W/m^2). "
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Populating the interactive namespace from numpy and matplotlib\n"
]
}
],
"source": [
"import numpy as np\n",
"from netCDF4 import Dataset\n",
"import matplotlib.pyplot as plt\n",
"%pylab inline\n",
"pylab.rcParams['figure.figsize'] = (16.0, 4.0)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Initial Conditions \n",
"\n",
"The initial water column is stable: $\\frac{\\partial \\theta}{\\partial z} = 0.01$; salt(z) = 35."
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.text.Text at 0x7f80baee13c8>"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f80bd598cf8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"temp_ic = Dataset('MOM_IC.nc').variables['Temp'][0,:,1,1]\n",
"z = Dataset('MOM_IC.nc').variables['Layer'][:]\n",
"plt.figure()\n",
"plt.plot(temp_ic,-z); plt.title(r'Initial $\\theta$ profile', fontsize=20)\n",
"plt.xlabel(r'$\\theta$ [C]', fontsize=20); plt.ylabel('Depth [m]', fontsize=20)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Potential temperature ($\\theta$) drift"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.text.Text at 0x7f80ba6b1400>"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f80baa48eb8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"time = Dataset('prog_z.nc').variables['Time'][:]\n",
"temp = Dataset('prog_z.nc').variables['temp'][:,:,1,1]\n",
"temp_drift = temp-temp[0,:]\n",
"\n",
"plt.figure(figsize=(16,6))\n",
"plt.subplot(121)\n",
"plt.pcolormesh(time, -z, temp_drift.T)\n",
"plt.colorbar(); plt.title(r'$\\theta(z,t) - \\theta(z,t=0)$ [C]', fontsize=20)\n",
"plt.xlabel('Time [days]', fontsize=20); plt.ylabel('Depth [m]', fontsize=20); plt.ylim([-200,0])\n",
"plt.subplot(122)\n",
"plt.plot(time, temp[:,0])\n",
"plt.title('SST evolution [C]', fontsize=20)\n",
"plt.xlabel('Time [days]', fontsize=20); plt.ylabel('SST [C]', fontsize=20)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Vertical viscosities ($\\kappa_v$) and diffusivities ($\\kappa_d$)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(-200, 0)"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f80ba70d278>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"kv = Dataset('visc.nc').variables['conv_kv'][:,:,1,1]\n",
"kd = Dataset('visc.nc').variables['conv_kd'][:,:,1,1]\n",
"n2 = Dataset('visc.nc').variables['conv_N2'][:,:,1,1]\n",
"kd_int = Dataset('visc.nc').variables['Kd_interface'][:,:,1,1]\n",
"zi = Dataset('visc.nc').variables['zi'][:]\n",
"\n",
"plt.figure(figsize=(16,14))\n",
"plt.subplot(221)\n",
"plt.pcolormesh(time, -zi, kv.T)\n",
"plt.colorbar(); plt.title(r'$\\kappa_v(z,t)$ added by cvmix_conv[m$^2$ s$^{-1}$]', fontsize=20)\n",
"plt.xlabel('Time [days]', fontsize=20); plt.ylabel('Depth [m]', fontsize=20); plt.ylim([-200,0])\n",
"\n",
"plt.subplot(222)\n",
"plt.pcolormesh(time, -zi, kd.T)\n",
"plt.colorbar(); plt.title(r'$\\kappa_d(z,t)$ added by cvmix_conv [m$^2$ s$^{-1}$]', fontsize=20)\n",
"plt.xlabel('Time [days]', fontsize=20); plt.ylabel('Depth [m]', fontsize=20); plt.ylim([-200,0])\n",
"\n",
"plt.subplot(223)\n",
"plt.pcolormesh(time, -zi, kd_int.T)\n",
"plt.colorbar(); plt.title(r'$\\kappa_d (z,t)$ total [m$^2$ s$^{-1}$]', fontsize=20)\n",
"plt.xlabel('Time [days]', fontsize=20); plt.ylabel('Depth [m]', fontsize=20); plt.ylim([-200,0])\n",
"\n",
"plt.subplot(224)\n",
"plt.pcolormesh(time, -zi, n2.T, cmap=plt.cm.jet)\n",
"plt.colorbar(); plt.title(r'N$^2(z,t)$ [s$^{-2}$]', fontsize=20)\n",
"plt.xlabel('Time [days]', fontsize=20); plt.ylabel('Depth [m]', fontsize=20); plt.ylim([-200,0])"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"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": "3.6.1"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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