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lateral_bnd_diffusion_analysis_two_columns_exps.ipynb
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# **Lateral Boundary Diffusion idealized test cases**\n",
"\n",
"This notebook shows results from idealized tests cases where only neutral diffusion and/or lateral diffusion are acting (i.e., dynamics and vertical diffusion are turned off). \n",
"\n",
"## Model setup \n",
"\n",
"### Domain, boundary conditions and grid resolution\n",
"The horizontal extent of the domain is 200 x 200 km with a constant horizontal grid spacing in both zonal ($x$) and meridional ($y$) directions ($\\Delta x$ = $\\Delta y$ = 100 km). The east and west boundaries are closed and the north and south boundaries are pediodic. A flat ocean bottom is imposed and the maximum the depth is 400 m. Two different vertical coordiate systems are used: $Z*$ and a hybrid between Z* near the surface and isopycnal below. The total number of grid poins in the vertical is 80, regardless the choise of vertical coordinate. A constant vertical grid spacing ($\\Delta z$ = 5 m) is imposed when using Z*. When using a hybrid coordinate $\\Delta z$ = 5 m in the upper 100 m of the ocean and below that 40 isopycnal are imposed (provide additional info). \n",
"\n",
"### Initial conditions and equatoin of state\n",
"The ocean salinity ($S$) is set to 35 psu everywhere. The initial potential temperature ($\\theta$) varies linearly with depth $\\partial_z \\theta$ = -0.0375 $^o$C m$^{-1}$. At x = 0 km, $\\theta(z=0)$ = 20 $^o$C and $\\theta(z=400)$ = 5 $^o$C. A zonal gradient in $\\theta$ is imposed throughout the entire water column following $\\partial_x \\theta$ = 5 $\\times$ 10$^{-3}$ $^o$C km$^{-1}$ (i.e., $\\theta$ is 1$^o$C colder at x = 200 km). \n",
" \n",
"A linear equation of state is used following\n",
"\n",
"$\\rho = \\rho_0 + (\\partial_\\theta \\rho \\times \\theta) + (\\partial_S \\rho \\times S)$,\n",
"\n",
"where $\\rho_0$ = 1000 kg m$^{-3}$ is the density when $\\theta$ = 0 and S = 0 psu, $\\partial_\\theta \\rho$ = -0.255 kg m$^{-3}$ $^o$C$^{-1}$ is the partial derivative of density with respect to potential temperatue and $\\partial_S \\rho$ = 0.764 kg m$^{-3}$ psu$^{-1}$ is the partial derivative of density with respect to salinity. Since $\\rho$ does not depend on either pressure or the geographic location, the concept of neutral density does not apply here __elaborate here__. Figure 1a shows the initial $\\theta$ with corresponding isopycnals. \n",
"\n",
"<figure>\n",
" <img src=\"initial_conditions.png\" alt=\"Figure 1\" />\n",
" <figcaption>\n",
" Figure 1: Initial conditions. a) colors show potentail temperature ($\\theta$, $^o$C) and white contours show isopycnals every 5 kg m$^{-3}$; b) passive tracer #1 ()\n",
" </figcaption>\n",
"</figure>\n",
"\n",
"To isolate the effects of neutral diffusion from those due to lateral diffusion two passive tracers ($\\tau_1$ and $\\tau_2$) are used with concentrations ranging from 0 to 1. For $\\tau_1$ only a vertical gradient is imposed such that $\\tau_1(z=0)$ = 0 while $\\tau_1(z=400)$ = 1.0. For $\\tau_2$ only a horizontal gradient is imposed where $\\tau_2(x=0)$ = 0 km while $\\tau_2(x=200)$ = 1.0\n",
"\n",
"### Description of experiments\n",
"\n",
"\n",
"| Experiment | Vertical coordinate | BLD left (m) | BLD right (m) | LBD method |\n",
"|------------|:-------------------:|:-------------:|:-------------:|:----------:|\n",
"| case1 | Z* | 100 | 100 | layer |\n",
"| case2 | Z* | 100 | 100 | bulk |\n",
"| case3 | Z* | 100 | 50 | layer |\n",
"| case4 | Z* | 100 | 50 | bulk |\n",
"| case5 | Z* | 100 | 100 | layer NEW |\n",
"| case6 | Z* | 100 | 100 | bulk NEW |\n",
"| case7 | Z* | 100 | 50 | layer NEW |\n",
"| case8 | Z* | 100 | 50 | bulk NEW |\n",
"\n",
"KHTR = 1000 m$^2$ s$^{-1}$"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Basemap module not found. Some regional plots may not function properly\n"
]
}
],
"source": [
"from mom6_tools.m6plot import ztplot\n",
"from mom6_tools.MOM6grid import MOM6grid\n",
"from IPython.display import display, Markdown, Latex\n",
"from mom6_tools.m6plot import xycompare, xyplot, yzplot\n",
"import xarray as xr\n",
"import matplotlib\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import warnings\n",
"warnings.filterwarnings(\"ignore\")\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"MOM6 grid successfully loaded... \n",
"\n"
]
}
],
"source": [
"path = '/glade/scratch/gmarques/LBD/'\n",
"grd = MOM6grid(path+'case1/static.nc')"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"IC = xr.open_dataset(path+'case1/MOM_IC.nc')"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"z = np.linspace(0,grd.depth_ocean.max(),len(IC.Interface))\n",
"z1 = np.linspace(0,grd.depth_ocean.max(),len(IC.Layer))\n",
"x1 = np.linspace(0,200,len(grd.xh))\n",
"lon = np.linspace(0,200,len(grd.xh)+1)\n",
"[X,Z] = np.meshgrid(grd.geolon[0,:],z)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 1296x288 with 6 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"%matplotlib inline\n",
"plt.rcParams.update({'font.size': 15})\n",
"fig, ax = plt.subplots(nrows=1, ncols=3, figsize=(18,4), sharey=True)\n",
"temp = np.ma.masked_invalid(IC.Temp[0,:,0,:].values) \n",
"salt = np.ma.masked_invalid(IC.Salt[0,:,0,:].values) \n",
"rho = -0.255*temp + 0.764*salt\n",
"tr1 = np.ma.masked_invalid(IC.tr1[0,:,0,:].values) \n",
"tr2 = np.ma.masked_invalid(IC.tr2[0,:,0,:].values) \n",
"\n",
"# a\n",
"yzplot(temp, grd.geolon_c[0,:], -Z, nbins=100, colormap=plt.cm.viridis, centerlabels=True, clim=(4., 20.), show_stats=0, axis=ax[0])\n",
"ax[0].set_ylabel('Depth [m]') \n",
"ax[0].set_xlabel('x [km]') \n",
"ax[0].set_title(r'a) $\\theta$ and $\\rho$ ')\n",
"ax[0].contour(x1,-z1,rho, levels=np.arange(0,100, 0.5), colors='w', linewidths=0.5)\n",
"\n",
"#b\n",
"yzplot(tr1, grd.geolon_c[0,:], -Z, nbins=100, colormap=plt.cm.viridis, centerlabels=True, clim=(0., 1.), show_stats=0, axis=ax[1])\n",
"ax[1].set_ylabel('') \n",
"ax[1].set_xlabel('x [km]') \n",
"ax[1].set_title(r'b) $\\tau_1$')\n",
"\n",
"#c\n",
"yzplot(tr2, grd.geolon_c[0,:], -Z, nbins=100, colormap=plt.cm.viridis, centerlabels=True, clim=(0., 1.), show_stats=0, axis=ax[2])\n",
"ax[2].set_ylabel('') \n",
"ax[2].set_xlabel('x [km]') \n",
"ax[2].set_title(r'b) $\\tau_2$')\n",
"\n",
"plt.savefig('initial_conditions.png',bbox_inches='tight')"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"def make_plot(case,grd,BLD_L,BLD_R):\n",
" %matplotlib inline\n",
" n = -1\n",
" plt.rcParams.update({'font.size': 15})\n",
" BLD = np.zeros(len(grd.geolon_c[0,:])+1)\n",
" BLD[0:2]= BLD_L; BLD[2::] = BLD_R\n",
" x_BLD = [grd.geolon_c[0,0], grd.geolon_c[0,1], grd.geolon_c[0,1], grd.geolon_c[0,2]] \n",
" fig, ax = plt.subplots(nrows=2, ncols=2, figsize=(14, 8), sharex=True, sharey=True)\n",
" ax1 = ax.flatten()\n",
" rho = np.ma.masked_invalid(case.rhoinsitu[n,:,0].values) - 1000.\n",
" lbd_tr1 = np.ma.masked_invalid(case.tr1_lbdxy_cont_tendency[n,:,0].values)\n",
" yzplot(lbd_tr1, grd.geolon_c[0,:], -Z, nbins=100, colormap=plt.cm.bwr, centerlabels=True,clim=(-3.5e-13, 3.5e-13), show_stats=1,\n",
" axis=ax1[0])\n",
" ax1[0].set_ylabel('Depth [m]') \n",
" ax1[0].plot(x_BLD,BLD,'k',linewidth=2)\n",
" ax1[0].set_title('a) LBD tracer 1')\n",
" ax1[0].contour(x1,-z1,rho, levels=np.arange(0,100, 0.5), colors='gray', linewidths=0.5)\n",
"\n",
" lbd_tr2 = np.ma.masked_invalid(case.tr2_lbdxy_cont_tendency[n,:,0].values)\n",
" yzplot(lbd_tr2, grd.geolon_c[0,:], -Z, nbins=100, colormap=plt.cm.bwr, centerlabels=True,clim=(-2.3e-7, 2.3e-7),show_stats=1,\n",
" title='b) LBD tracer 2', axis=ax1[1])\n",
" ax1[1].plot(x_BLD,BLD,'k',linewidth=2)\n",
" ax1[1].set_title('b) LBD tracer 2')\n",
" ax1[1].contour(x1,-z1,rho, levels=np.arange(0,100, 0.5), colors='gray', linewidths=0.5)\n",
" \n",
" nd_tr1 = np.ma.masked_invalid(case.tr1_dfxy_cont_tendency[n,:,0].values)\n",
" yzplot(nd_tr1, grd.geolon_c[0,:], -Z, nbins=100, colormap=plt.cm.bwr, centerlabels=True,clim=(-1.6e-8, 1.6e-8), show_stats=1,\n",
" title='c) ND tracer 1', axis=ax1[2])\n",
" ax1[2].set_ylabel('Depth [m]'); ax1[2].set_xlabel('Longitude [$^o$E]')\n",
" ax1[2].plot(x_BLD,BLD,'k',linewidth=2)\n",
" ax1[2].set_title('c) ND tracer 1')\n",
" ax1[2].contour(x1,-z1,rho, levels=np.arange(0,100, 0.5), colors='gray', linewidths=0.5)\n",
" \n",
" nd_tr2 = np.ma.masked_invalid(case.tr2_dfxy_cont_tendency[n,:,0].values)\n",
" yzplot(nd_tr2, grd.geolon_c[0,:], -Z, nbins=100, colormap=plt.cm.bwr, centerlabels=True,clim=(-2.3e-7, 2.3e-7), show_stats=1,\n",
" axis=ax1[3])\n",
" ax1[3].set_title('d) ND tracer 2')\n",
" ax1[3].set_xlabel('Longitude [$^o$E]')\n",
" ax1[3].set_ylabel('')\n",
" ax1[3].plot(x_BLD,BLD,'k',linewidth=2)\n",
" ax1[3].contour(x1,-z1,rho, levels=np.arange(0,100, 0.5), colors='gray', linewidths=0.5)\n",
" return"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Tracer tendencies: neutral diffusion (ND) and lateral boundary diffusion (LBD)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Case1\n",
"\n",
"HBL(left) - HBL(right) = 100\n",
"\n",
"Method layer by layer"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"case1 = xr.open_dataset(path+'case1/prog_z.nc')"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 1008x576 with 8 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"make_plot(case1,grd,BLD_L=-100,BLD_R=-100)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Case2\n",
"\n",
"HBL(left) - HBL(right) = 100\n",
"\n",
"Method Bulk"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"case2 = xr.open_dataset(path+'case2/prog_z.nc')"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1008x576 with 8 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"make_plot(case2,grd,BLD_L=-100,BLD_R=-100)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Case3\n",
"\n",
"HBL(left) = 100\n",
"\n",
"HBL(right) = 50\n",
"\n",
"Method layer by layer"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [],
"source": [
"case3 = xr.open_dataset(path+'case3/prog_z.nc')"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1008x576 with 8 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"make_plot(case3,grd,BLD_L=-100,BLD_R=-50)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Case4\n",
"\n",
"HBL(left) = 100\n",
"\n",
"HBL(right) = 50\n",
"\n",
"Method Bulk"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [],
"source": [
"case4 = xr.open_dataset(path+'case4/prog_z.nc')"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1008x576 with 8 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"make_plot(case4,grd,BLD_L=-100,BLD_R=-50)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Updated methods\n",
"\n",
"The following cases are a repetition of the previous ones but with updates in methods #1 and #2 (reffered to as NEW). Below is a summary of these updates:\n",
"* No longer calculates average values at k_min (via average_value_ppoly). Instead, use the full layer thicknesses. \n",
"* The applied LBD decreases linearly from k_min to k_max (i.e., full strenght flux at k_min and no flux at k_max)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Case5\n",
"\n",
"HBL(left) = 100\n",
"\n",
"HBL(right) = 100\n",
"\n",
"Method layer (NEW)"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [],
"source": [
"case5 = xr.open_dataset(path+'case5/prog_z.nc')"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1008x576 with 8 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"make_plot(case5,grd,BLD_L=-100,BLD_R=-100)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Case6\n",
"\n",
"HBL(left) = 100\n",
"\n",
"HBL(right) = 100\n",
"\n",
"Method Bulk (NEW)"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [],
"source": [
"case6 = xr.open_dataset(path+'case6/prog_z.nc')"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1008x576 with 8 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"make_plot(case6,grd,BLD_L=-100,BLD_R=-100)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Case7\n",
"\n",
"HBL(left) = 100\n",
"\n",
"HBL(right) = 50\n",
"\n",
"Method layer (NEW)"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [],
"source": [
"case7 = xr.open_dataset(path+'case7/prog_z.nc')"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1008x576 with 8 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"make_plot(case7,grd,BLD_L=-100,BLD_R=-50)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Case8\n",
"\n",
"HBL(left) = 100\n",
"\n",
"HBL(right) = 50\n",
"\n",
"Method Bulk (NEW)"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [],
"source": [
"case8 = xr.open_dataset(path+'case8/prog_z.nc')"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1008x576 with 8 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"make_plot(case8,grd,BLD_L=-100,BLD_R=-50)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "analysis",
"language": "python",
"name": "analysis"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.3"
},
"varInspector": {
"cols": {
"lenName": 16,
"lenType": 16,
"lenVar": 40
},
"kernels_config": {
"python": {
"delete_cmd_postfix": "",
"delete_cmd_prefix": "del ",
"library": "var_list.py",
"varRefreshCmd": "print(var_dic_list())"
},
"r": {
"delete_cmd_postfix": ") ",
"delete_cmd_prefix": "rm(",
"library": "var_list.r",
"varRefreshCmd": "cat(var_dic_list()) "
}
},
"types_to_exclude": [
"module",
"function",
"builtin_function_or_method",
"instance",
"_Feature"
],
"window_display": false
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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