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@apatlpo
Created June 12, 2020 14:13
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zoe_fit_correlation
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import matplotlib as mpl\n",
"from matplotlib import pyplot as plt\n",
"\n",
"import numpy as np\n",
"import xarray as xr\n",
"\n",
"from scipy import signal\n",
"import scipy"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"path = '/Users/aponte/Cloud/Dropbox/Equinox_PhD/Data/'\n",
"\n",
"V = {'uu': 'uu', 'vv':'vv', 'uv':'uu'}\n",
"ds = xr.merge([xr.open_dataset(path+v+'corr_20.nc').rename({V[v]: v}) for v in V])\n",
"for v in ['uu', 'vv']:\n",
" ds[v+'_normalized'] = ds[v]/ds[v].sel(lag=0)\n",
"# uv needs to be normalized by sqrt(var(u)xvar(v))\n",
"ds['uv_normalized'] = ds['uv']/np.sqrt(ds['uu'].sel(lag=0)*ds['vv'].sel(lag=0))"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x360 with 6 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x360 with 3 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x360 with 3 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"Y = [700, 1500, 2300]\n",
"\n",
"fig, axs = plt.subplots(1,3,figsize=(15,5))\n",
"for v, ax in zip(V, axs):\n",
" ds[v+'_normalized'].plot(ax=ax)\n",
" \n",
"fig, axs = plt.subplots(1,3,figsize=(15,5))\n",
"for v, ax in zip(V, axs):\n",
" ds[v].sel(lag=0).plot(ax=ax, y='y_bins')\n",
"\n",
"fig, axs = plt.subplots(1,3,figsize=(15,5))\n",
"for v, ax in zip(V, axs):\n",
" ds[v+'_normalized'].sel(y_bins=Y, method='nearest').plot(ax=ax, x='lag', hue='y_bins') "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Comments :\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Definition of the theoretical models used to describe our results"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"# Fast contribution\n",
"def Ctilde(t,Tt,nu):\n",
" return np.exp(-t/Tt)*np.cos(2*np.pi*om*t)*np.cos(2*np.pi*nu*t)\n",
"#Slow contribution\n",
"def Cbar(t,Tb,Om):\n",
" return np.exp(-t/Tb)*np.cos(2*np.pi*Om*t)\n",
"#Total formula\n",
"def C(t,Tt,nu,Tb,Omega,r):\n",
" return (1-r)*Cbar(t,Tb,Omega)+r*Ctilde(t,Tt,nu)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x121753250>"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"om = 2 #internal waves frequency\n",
"Tt = 1 #nonstationarity timescale\n",
"\n",
"#illlustration of non-stationarity in the data (functions t y1 and expected signal for a stationary wave)\n",
"fig,ax = plt.subplots(figsize=(10,6))\n",
"\n",
"ax.plot(ds.lag,np.cos(2*np.pi*om*ds.lag),label='Stationary wave') #Si l'onde était stationnaire\n",
"\n",
"labels = ['ACF zonal velocity,u', 'ACF meridional velocity, v', 'Cross-correlation, uv']\n",
"for v, label in zip(V, labels):\n",
" ds[v+'_normalized'].sel(y_bins=Y[0], method='nearest').plot(ax=ax,label=label)\n",
"ax.legend()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Comparaison modèles théoriques et données (à la main): in this part we only use the autocorrelation uu\n",
"\n",
"On cherche à approcher au plus près les modèles théoriques à nos données en changeant différents paramètres ($\\overline{T}$, $\\widetilde{T}_{ns}$ et $\\Omega$)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Theoritical model for $\\widetilde{C}$ :\n",
"$\\widetilde{C} = e^{-\\tau/\\widetilde{T}_{ns}}cos(\\omega\\tau)$\n",
"\n",
"Since we observe a node in our data we multiply arbitrarily by a term : $cos(\\nu\\tau)$\n",
"\n",
"=> $\\widetilde{C} = e^{-\\tau/\\widetilde{T}_{ns}}cos(\\omega\\tau)cos(\\nu\\tau)$\n",
"we will first vary $\\widetilde{T}_{ns}$ then $\\nu$"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x1211bc890>]"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"Ctilde(ds.lag,tns,0.).plot()"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x504 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(1,2,figsize=(16,7))\n",
"\n",
"for tns in [1, 5, 10]:\n",
" Ctilde(ds.lag, tns,0.).plot(ax=ax[0], label=r'Theoretical model : $\\widetilde{T}_{ns}$=%s'%(tns))\n",
" \n",
"..."
]
}
],
"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": "3.7.6"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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