Created
March 9, 2017 21:43
-
-
Save adcroft/ebdcf46b3df13c42fa4aeda399dd5a1a to your computer and use it in GitHub Desktop.
Isopycnal mixing test
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
| { | |
| "cells": [ | |
| { | |
| "cell_type": "code", | |
| "execution_count": 1, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "# Uses python3\n", | |
| "# Notebook with images at \n", | |
| "import numpy\n", | |
| "import scipy.io.netcdf\n", | |
| "import matplotlib.pyplot as plt\n", | |
| "%matplotlib inline" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 2, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "icz=scipy.io.netcdf.netcdf_file('z/Initial_state.nc', mmap=False)\n", | |
| "ziz=-icz.variables['Interface'][:]\n", | |
| "zcz=-icz.variables['Layer'][:]\n", | |
| "icr=scipy.io.netcdf.netcdf_file('rho/Initial_state.nc', mmap=False)\n", | |
| "xq=numpy.concatenate(([0],icz.variables['lonq'][:]))\n", | |
| "xc=icz.variables['lonh'][:]" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 3, | |
| "metadata": { | |
| "collapsed": false, | |
| "scrolled": false | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": "iVBORw0KGgoAAAANSUhEUgAAAz0AAAFTCAYAAAATCWJ2AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nJYmgUgAAAABJRU5ErkJggg==\n", | |
| "text/plain": [ | |
| "<matplotlib.figure.Figure at 0x7fcb1a98bac8>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "data": { | |
| "image/png": "iVBORw0KGgoAAAANSUhEUgAAA0gAAAFYCAYAAABprtxpAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\ns4iHrAAAAABJRU5ErkJggg==\n", | |
| "text/plain": [ | |
| "<matplotlib.figure.Figure at 0x7fcb18375358>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "# Initial conditions\n", | |
| "plt.figure(figsize=(14,5));\n", | |
| "plt.subplot(121)\n", | |
| "plt.pcolormesh(xq,ziz,icz.variables['Temp'][0,:,0,:]); plt.colorbar();\n", | |
| "plt.contour(xc,zcz,icz.variables['Salt'][0,:,0,:],numpy.arange(34.5,35.5,.05),colors='k');\n", | |
| "plt.xlabel('x [km]'); plt.ylabel('z* [m]'); plt.title('z* coordinate I.C.s');\n", | |
| "plt.subplot(122)\n", | |
| "z = numpy.zeros((ziz.shape[0],xq.shape[0])); z[:,0] = icr.variables['eta'][-1,:,0,0]; z[:,-1] = icr.variables['eta'][-1,:,0,-1]\n", | |
| "z[:,1:-1] = 0.5 * ( icr.variables['eta'][-1,:,0,:-1] + icr.variables['eta'][-1,:,0,1:] ) # interfaces at u-points\n", | |
| "plt.pcolormesh(xq,z,icr.variables['Temp'][0,:,0,:]); plt.colorbar();\n", | |
| "z = 0.5 * ( icr.variables['eta'][0,:-1,0,:] + icr.variables['eta'][0,1:,0,:] )\n", | |
| "plt.contour(xc+0*z,z,icr.variables['Salt'][0,:,0,:],numpy.arange(34.5,35.5,.05),colors='k');\n", | |
| "plt.xlabel('x [km]'); plt.ylabel('z* [m]'); plt.title(r'$\\rho$ coordinate I.C.s');\n", | |
| "plt.figure(figsize=(14,5));\n", | |
| "plt.subplot(121)\n", | |
| "plt.plot(icz.variables['Salt'][0,:,0,:].flatten()+1e3,icz.variables['Temp'][0,:,0,:].flatten(),'.');\n", | |
| "plt.xlabel('$\\sigma$ [kg/m$^3$]'); plt.ylabel(r'$\\theta$ [conc.]'); plt.title('z* coordinate I.C.s'); plt.xlim(1034.5,1035.5);\n", | |
| "plt.subplot(122)\n", | |
| "plt.plot(icr.variables['Salt'][0,:,0,:].flatten()+1e3,icr.variables['Temp'][0,:,0,:].flatten(),'.'); plt.xlim(1034.5,1035.5);\n", | |
| "plt.xlabel('$\\sigma$ [kg/m$^3$]'); plt.ylabel(r'$\\theta$ [conc.]'); plt.title(r'$\\rho$ coordinate I.C.s');" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 4, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "znc=scipy.io.netcdf.netcdf_file('z/prog.nc', mmap=False)\n", | |
| "rnc=scipy.io.netcdf.netcdf_file('rho/prog.nc', mmap=False)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 5, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "(20, 10, 4, 20)" | |
| ] | |
| }, | |
| "execution_count": 5, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "rnc.variables['temp'].shape" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 6, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": "iVBORw0KGgoAAAANSUhEUgAAAz0AAAFRCAYAAABewcN9AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRK5CYII=\n", | |
| "text/plain": [ | |
| "<matplotlib.figure.Figure at 0x7fcb17e500b8>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "data": { | |
| "image/png": "iVBORw0KGgoAAAANSUhEUgAAA0gAAAFYCAYAAABprtxpAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nSZIkqTFBkiRJkqTmf6D5r1uiwHnnAAAAAElFTkSuQmCC\n", | |
| "text/plain": [ | |
| "<matplotlib.figure.Figure at 0x7fcb18135400>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "# Evolution/final state\n", | |
| "plt.figure(figsize=(14,5));\n", | |
| "plt.subplot(121)\n", | |
| "plt.pcolormesh(xq,ziz,znc.variables['temp'][-1,:,0,:]); plt.colorbar();\n", | |
| "plt.contour(xc,zcz,znc.variables['salt'][-1,:,0,:],numpy.arange(34.5,35.5,.05),colors='k');\n", | |
| "plt.xlabel('x [km]'); plt.ylabel('z* [m]'); plt.title('z* coordinate');\n", | |
| "plt.subplot(122)\n", | |
| "z = numpy.zeros((ziz.shape[0],xq.shape[0])); z[:,0] = rnc.variables['e'][-1,:,0,0]; z[:,-1] = rnc.variables['e'][-1,:,0,-1]\n", | |
| "z[:,1:-1] = 0.5 * ( rnc.variables['e'][-1,:,0,:-1] + rnc.variables['e'][-1,:,0,1:] ) # interfaces at u-points\n", | |
| "plt.pcolormesh(xq,z,rnc.variables['temp'][-1,:,0,:], cmap='jet_r'); plt.colorbar();\n", | |
| "z = 0.5 * ( rnc.variables['e'][-1,:-1,0,:] + rnc.variables['e'][-1,1:,0,:] ) # middle of layer at h-points\n", | |
| "plt.contour(xc+0*z,z,rnc.variables['salt'][-1,:,0,:]+.001,numpy.arange(34.5,35.5,.05),colors='k');\n", | |
| "plt.xlabel('x [km]'); plt.ylabel('z* [m]'); plt.title('z* coordinate');\n", | |
| "plt.figure(figsize=(14,5));\n", | |
| "plt.subplot(121)\n", | |
| "plt.plot(icz.variables['Salt'][0,:,0,:].flatten()+1e3,icz.variables['Temp'][0,:,0,:].flatten(),'c.',label='t=0 day');\n", | |
| "n=1; plt.plot(znc.variables['salt'][n,:,0,:].flatten()+1e3,znc.variables['temp'][n,:,0,:].flatten(),'r.',hold=True,\n", | |
| " label='t=%i day'%(znc.variables['Time'][n]));\n", | |
| "n=-1; plt.plot(znc.variables['salt'][n,:,0,:].flatten()+1e3,znc.variables['temp'][n,:,0,:].flatten(),'k.',hold=True,\n", | |
| " label='t=%i day'%(znc.variables['Time'][-1]));\n", | |
| "plt.xlabel('$\\sigma$ [kg/m$^3$]'); plt.ylabel(r'$\\theta$ [conc.]'); plt.xlim(1034.5,1035.5);\n", | |
| "plt.legend(loc='upper left'); plt.title('z* coordinate');\n", | |
| "plt.subplot(122)\n", | |
| "plt.plot(icr.variables['Salt'][0,:,0,:].flatten()+1e3,icr.variables['Temp'][0,:,0,:].flatten(),'c.',label='t=0 day');\n", | |
| "n=1; plt.plot(rnc.variables['salt'][n,:,0,:].flatten()+1e3,rnc.variables['temp'][n,:,0,:].flatten(),'r.',hold=True,\n", | |
| " label='t=%i day'%(rnc.variables['Time'][n]));\n", | |
| "n=-1; plt.plot(rnc.variables['salt'][n,:,0,:].flatten()+1e3,rnc.variables['temp'][n,:,0,:].flatten(),'k.',hold=True,\n", | |
| " label='t=%i day'%(rnc.variables['Time'][-1]));\n", | |
| "plt.xlabel('$\\sigma$ [kg/m$^3$]'); plt.ylabel(r'$\\theta$ [conc.]'); plt.xlim(1034.5,1035.5);\n", | |
| "plt.legend(loc='upper left'); plt.title(r'$\\rho$ coordinate');" | |
| ] | |
| } | |
| ], | |
| "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": "3.4.5" | |
| } | |
| }, | |
| "nbformat": 4, | |
| "nbformat_minor": 0 | |
| } |
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment