{ "metadata": { "name": "", "signature": "sha256:3b046a731ff68349c4fb4ce3c78dfbcd25545937194b3957e4b0cb902b3421e9" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "How do tracers work in Ariane?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Ariane only allows for *all* three tracers - this means that you must add **Temperat** and **Salinity** and **Density** or tell ariane that you want to calculate the density from temperature and salinity." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Add a **Temperat** and **Salinity** section. These sections are set up almost exactly like the velocity sections, except that the parameters have different names. The filename you are using will look like *SalishSea_30m_20061214_20061215_grid_T.nc*. The variable for temperature is **votemper** and that of salinity is **vosaline**." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Since the nc file above does not contain density, we will tell Ariane that we want the density to be calculated instead of read. For this, we need to add two new parameters to the **Ariane** section in the namelist. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Add **key_computesigma** =.TRUE., \n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Add **zsigma**. This will be the reference depth used to calculate the density." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Lastly, **key_alltracers** should be =.TRUE.," ] }, { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Imports" ] }, { "cell_type": "code", "collapsed": false, "input": [ "import netCDF4 as NC\n", "import numpy as np\n", "\n", "import matplotlib.pyplot as plt\n", "import matplotlib.cm as cm\n", "\n", "from salishsea_tools import (nc_tools,viz_tools,tidetools)\n", "\n", "%matplotlib inline" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 2 }, { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Variables" ] }, { "cell_type": "code", "collapsed": false, "input": [ "tracers = NC.Dataset('/ocean/nsoontie/MEOPAR/SalishSea/results/storm-surges/final/dec2006/all_forcing/30min/SalishSea_30m_20061214_20061215_grid_U.nc')\n", "nc_tools.show_variables(tracers)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "[u'depthu', u'nav_lat', u'nav_lon', u'time_counter', u'time_counter_bnds', u'vozocrtx']\n" ] } ], "prompt_number": 3 }, { "cell_type": "code", "collapsed": false, "input": [ "tracers = NC.Dataset('/ocean/nsoontie/MEOPAR/SalishSea/results/storm-surges/final/dec2006/all_forcing/30min/SalishSea_30m_20061214_20061215_grid_V.nc')\n", "nc_tools.show_variables(tracers)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "[u'depthv', u'nav_lat', u'nav_lon', u'time_counter', u'time_counter_bnds', u'vomecrty']\n" ] } ], "prompt_number": 4 }, { "cell_type": "code", "collapsed": false, "input": [ "tracers = NC.Dataset('/ocean/nsoontie/MEOPAR/SalishSea/results/storm-surges/final/dec2006/all_forcing/30min/SalishSea_30m_20061214_20061215_grid_T.nc')\n", "nc_tools.show_variables(tracers)\n", "ssh=tracers.variables['sossheig']\n", "sal=tracers.variables['vosaline']\n", "temp=tracers.variables['votemper']" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "[u'deptht', u'nav_lat', u'nav_lon', u'sossheig', u'time_counter', u'time_counter_bnds', u'vosaline', u'votemper']\n" ] } ], "prompt_number": 5 }, { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Data" ] }, { "cell_type": "code", "collapsed": false, "input": [ "grid = NC.Dataset('/ocean/imachuca/MEOPAR/NEMO-forcing/grid/bathy_meter_SalishSea2.nc','r')\n", "lats = grid.variables['nav_lat']\n", "lons = grid.variables['nav_lon']\n", "bathy = grid.variables['Bathymetry']\n", "bath, X, Y = tidetools.get_bathy_data(grid)\n", "lons.shape" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 6, "text": [ "(898, 398)" ] } ], "prompt_number": 6 }, { "cell_type": "code", "collapsed": false, "input": [ "one = NC.Dataset('/ocean/imachuca/MEOPAR/Ariane/results/tracers/thalweg/ariane_trajectories_qualitative.nc','r')\n", "nc_tools.show_variables(one)\n", "lon1=one.variables['traj_lon']\n", "lat1=one.variables['traj_lat']\n", "dep1=one.variables['traj_depth']\n", "x1=one.variables['init_x']\n", "y1=one.variables['init_y']\n", "t1=one.variables['traj_time']" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "[u'init_x', u'init_y', u'init_z', u'init_t', u'init_age', u'init_transp', u'final_x', u'final_y', u'final_z', u'final_t', u'final_age', u'final_transp', u'traj_lon', u'traj_lat', u'traj_depth', u'traj_time']\n" ] } ], "prompt_number": 7 }, { "cell_type": "code", "collapsed": false, "input": [ "two = NC.Dataset('/ocean/imachuca/MEOPAR/Ariane/results/tracers/thalweg/withtracers/ariane_trajectories_qualitative.nc','r')\n", "nc_tools.show_variables(two)\n", "lon2=two.variables['traj_lon']\n", "lat2=two.variables['traj_lat']\n", "dep2=two.variables['traj_depth']\n", "x2=two.variables['init_x']\n", "y2=two.variables['init_y']\n", "t2=two.variables['traj_time']\n", "\n", "temp2=two.variables['traj_temp']\n", "salt2=two.variables['traj_salt']\n", "dens2=two.variables['traj_dens']" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "[u'init_x', u'init_y', u'init_z', u'init_t', u'init_age', u'init_transp', u'final_x', u'final_y', u'final_z', u'final_t', u'final_age', u'final_transp', u'traj_lon', u'traj_lat', u'traj_depth', u'traj_time', u'traj_temp', u'traj_salt', u'traj_dens']\n" ] } ], "prompt_number": 8 }, { "cell_type": "code", "collapsed": false, "input": [ "three = NC.Dataset('/ocean/imachuca/MEOPAR/Ariane/results/tracers/wedgepart/ariane_trajectories_qualitative.nc','r')\n", "nc_tools.show_variables(three)\n", "lon3=three.variables['traj_lon']\n", "lat3=three.variables['traj_lat']\n", "dep3=three.variables['traj_depth']\n", "x3=three.variables['init_x']\n", "y3=three.variables['init_y']\n", "t3=three.variables['traj_time']\n", "\n", "temp3=three.variables['traj_temp']\n", "salt3=three.variables['traj_salt']\n", "dens3=three.variables['traj_dens']" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "[u'init_x', u'init_y', u'init_z', u'init_t', u'init_age', u'init_transp', u'final_x', u'final_y', u'final_z', u'final_t', u'final_age', u'final_transp', u'traj_lon', u'traj_lat', u'traj_depth', u'traj_time', u'traj_temp', u'traj_salt', u'traj_dens']\n" ] } ], "prompt_number": 9 }, { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Closer Look" ] }, { "cell_type": "heading", "level": 4, "metadata": {}, "source": [ "River particle, December 14-15, 2006, 30 minute input and output, confined, 2 day trajectory, time 0.5" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "/ocean/nsoontie/MEOPAR/SalishSea/results/storm-surges/final/dec2006/all_forcing/30min/" ] }, { "cell_type": "code", "collapsed": false, "input": [ "lons = [lon1,lon2]\n", "lats = [lat1, lat2]\n", "titles = ['Surface particle - without tracers','Surface particle - with tracers']\n", "\n", "fig, axs = plt.subplots(1,2,figsize=(20,7))\n", "\n", "for ax,lon,lat,title in zip(axs,lons,lats,titles):\n", " viz_tools.plot_land_mask(ax,grid,coords='map')\n", " ax.set_xlim([-123.5,-123])\n", " ax.set_ylim([48.96,49.17])\n", "\n", " ax.set_title(title)\n", " ax.set_xlabel('lon')\n", " ax.set_ylabel('lat')\n", "\n", " ax.scatter(lon[1:,:],lat[1:,:],color='Sienna', marker='.', )\n", " ax.scatter(lon[0,:],lat[0,:],color='red',marker='s')\n", " ax.annotate('12',(lon[23,:],lat[23,:]),fontsize=15,color='black')\n", " ax.annotate('24',(lon[47,:],lat[47,:]),fontsize=15,color='black')\n", " ax.annotate('36',(lon[71,:],lat[71,:]),fontsize=15,color='black')\n", " ax.annotate('48',(lon[95,:],lat[95,:]),fontsize=15,color='black')\n", " \n", "#\n", "\n", "tracers = [temp,sal]\n", "tracers2 = [temp2,salt2]\n", "titles = ['Ariane: Temperature','Ariane: Salinity']\n", "titles2 = ['Model: Temperature at t=0','Model: Salinity at t=0']\n", "units = ['degC','psu']\n", "\n", "fig, axs = plt.subplots(2,2,figsize=(20,14))\n", "\n", "for ax,tracer2,title,unit in zip(axs[:,0],tracers2,titles,units):\n", " ax.plot(t2[0,:]*48,tracer2[0,:],'.r')\n", " ax.plot(t2[1:,:]*48,tracer2[1:,:],'.',color='Sienna')\n", " ax.annotate('12',(t2[23,:]*48,tracer2[23,:]),fontsize=15,color='black')\n", " ax.annotate('24',(t2[47,:]*48,tracer2[47,:]),fontsize=15,color='black')\n", " ax.annotate('36',(t2[71,:]*48,tracer2[71,:]),fontsize=15,color='black')\n", " ax.annotate('48',(t2[95,:]*48,tracer2[95,:]),fontsize=15,color='black')\n", " \n", " ax.set_title(title)\n", " ax.set_xlabel('hours')\n", " ax.set_ylabel(unit)\n", " \n", "grid = NC.Dataset('../../NEMO-forcing/grid/bathy_meter_SalishSea2.nc')\n", "lats = grid.variables['nav_lat']\n", "lons = grid.variables['nav_lon']\n", "\n", "for ax,tracer,title2 in zip(axs[:,1],tracers,titles2):\n", " viz_tools.set_aspect(ax, coords='map', lats=lats)\n", " cmap = plt.cm.get_cmap(\"ocean\")\n", " viz_tools.plot_coastline(ax, grid, coords='map')\n", " \n", " contour_fills = ax.contourf(lons, lats, tracer[0,0,:,:],cmap=cmap)\n", " cbar = plt.colorbar(contour_fills,ax=ax)\n", "\n", " ax.set_xlim([-123.5,-123])\n", " ax.set_ylim([48.96,49.17])\n", " ax.set_title(title2)\n", " \n", "\n", " ax.scatter(lon2[1:,:],lat2[1:,:],color='White', marker='.', )\n", " ax.scatter(lon2[0,:],lat2[0,:],color='red',marker='s')\n", " ax.annotate('12',(lon2[23,:],lat2[23,:]),fontsize=15,color='black')\n", " ax.annotate('24',(lon2[47,:],lat2[47,:]),fontsize=15,color='black')\n", " ax.annotate('36',(lon2[71,:],lat2[71,:]),fontsize=15,color='black')\n", " ax.annotate('48',(lon2[95,:],lat2[95,:]),fontsize=15,color='black')\n", "\n", "#\n", "\n", "fig, ax1 = plt.subplots(1,1,figsize=(9,6))\n", "ax1.plot(t2[0,:]*48,dens2[0,:],'.r')\n", "ax1.plot(t2[1:,:]*48,dens2[1:,:],'.',color='Sienna')\n", "ax1.annotate('12',(t2[23,:]*48,dens2[23,:]),fontsize=15,color='black')\n", "ax1.annotate('24',(t2[47,:]*48,dens2[47,:]),fontsize=15,color='black')\n", "ax1.annotate('36',(t2[71,:]*48,dens2[71,:]),fontsize=15,color='black')\n", "ax1.annotate('48',(t2[95,:]*48,dens2[95,:]),fontsize=15,color='black')\n", "ax1.set_title('Density calculated by Ariane using temperature and salinity')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 10, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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Pl156iSlTpnDzzTcD5Y3W9ddfz3333cewYcN44403GDFiBM8++6yVJYuISORTBpOIpwwm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\nfF4vJblZVpdziJL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RKsEoGJNmtus/lHb9hwZ8Pf5i9T4REanNCbc8SZeho2nUvA2pbUJr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\nVSGD+cgeANAVGhMAUE/28eVWlfHRkAKg0qqyw20a4wIA0Fu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WTp1ETlYmkdGxDBk7BUd8ktUhiYg0WncN7c3frz4LG9CpRSIPz1gU0PUWb9pN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\nbuCJpZspLDmOVxwKZvtT8wi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h0zwYFAfd1YYk9UuJGRGRIFLbkoiIQHhVz/y8dS/NbpkG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"text": [ "" ] } ], "prompt_number": 10 }, { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Replotting for docs" ] }, { "cell_type": "code", "collapsed": false, "input": [ "fig, axs = plt.subplots(1,3,figsize=(21,6))\n", "tracers = [temp2,salt2,dens2]\n", "titles = ['Temperature','Salinity','Density']\n", "for tracer,ax,title in zip(tracers,axs,titles):\n", " ax.plot(t2[0,:]*48,tracer[0,:],'.r',markersize=15)\n", " ax.plot(t2[1:,:]*48,tracer[1:,:],'-',color='Sienna')\n", " ax.set_title(title)\n", " ax.set_ylabel('NEMO unit')\n", " ax.set_xlabel('time [hr]')\n", " \n", "fig.savefig('result_tracers_doc.png')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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8ZWuatWxN2265tOuWe1Q5jqTmxHMPsDU1l49rvn8a+P7+dxo/fvwn1/Py8sjLy4tjJEmp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\nt5Jd7yyj96jTmfK1/yIz2+aXJEmSjp8NsHbsnVf/Rry6ipM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"text": [ "" ] } ], "prompt_number": 23 }, { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Salt wedge particle" ] }, { "cell_type": "code", "collapsed": false, "input": [ "fig, (ax1,ax2) = plt.subplots(1,2,figsize=(22,10))\n", "\n", "land_colour = 'burlywood'\n", "viz_tools.plot_land_mask(ax1,grid,coords='map',color=land_colour)\n", "ax1.set_xlim([-123.25,-123.05])\n", "ax1.set_ylim([49.04,49.14])\n", "\n", "ax1.set_title('Particle at 3 m')\n", "ax1.set_xlabel('lon')\n", "ax1.set_ylabel('lat')\n", "\n", "ax1.scatter(lon3[0,:],lat3[0,:],color='black',marker='s')\n", "ax1.scatter(lon3[1:23:1,:],lat3[1:23:1,:],color='red', marker='o', )\n", "ax1.scatter(lon3[22:30:1,:],lat3[22:30:1,:],color='OrangeRed', marker='o', )\n", "ax1.scatter(lon3[29:47:1,:],lat3[29:47:1,:],color='Gold', marker='o', )\n", "ax1.scatter(lon3[46:52:1,:],lat3[46:52:1,:],color='DarkGreen', marker='o', )\n", "ax1.scatter(lon3[51:67:1,:],lat3[51:67:1,:],color='Dodgerblue', marker='o', )\n", "ax1.scatter(lon3[66:,:],lat3[66:,:],color='DarkViolet', marker='o' )\n", "\n", "\n", "ax2.plot(t3[0,:]*48,salt3[0,:],'.k')\n", "ax2.plot(t3[1:23:1,:]*48,salt3[1:23:1,:],'-o',color='red')\n", "ax2.plot(t3[22:30:1,:]*48,salt3[22:30:1,:],'-o',color='OrangeRed')\n", "ax2.plot(t3[29:47:1,:]*48,salt3[29:47:1,:],'-o',color='Gold')\n", "ax2.plot(t3[46:52:1,:]*48,salt3[46:52:1,:],'-o',color='DarkGreen')\n", "ax2.plot(t3[51:67:1,:]*48,salt3[51:67:1,:],'-o',color='Dodgerblue')\n", "ax2.plot(t3[66:,:]*48,salt3[66:,:],'-o',color='DarkViolet')\n", "\n", "ax2.set_xlim(0,50)\n", "ax2.set_ylim(0,14)\n", "ax2.set_title('Ariane Salinity')\n", "ax2.set_xlabel('hours')\n", "ax2.set_ylabel('psu')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 12, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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KkqSMYHAYzUGc1EcGiFL6MzTMLgaHGc0xpyRJyggGh9EcxEn9ZIAopSdDw+xjcJjRHHNK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\nePdG2PF7K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