{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "A notebook to test the calculation of the buuoyancy frequency as implemented in froude.py." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import netCDF4 as nc\n", "import froude\n", "import os\n", "import numpy as np\n", "import datetime\n", "\n", "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Load some data to experiment with" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [], "source": [ "path = '/data/nsoontie/MEOPAR/SalishSea/results/2Ddomain/3.6'\n", "directory = 'base_aug'\n", "file_part = 'SalishSea_1d_20030819_20030927_{}.nc'\n", "\n", "dT = nc.Dataset(os.path.join(path,directory,file_part.format('grid_T')))\n", "sal = dT.variables['vosaline'][:]\n", "sal = np.ma.masked_values(sal,0)\n", "deps = dT.variables['deptht'][:]\n", "temp = dT.variables['votemper'][:]\n", "temp = np.ma.masked_values(temp,0)\n", "ssh = dT.variables['sossheig'][:]\n", "n2 = dT.variables['buoy_n2'][:]\n", "n2 = np.ma.masked_values(n2,0)\n", "times = dT.variables['time_counter'][:]\n", "time_origin = datetime.datetime.strptime(dT.variables['time_counter'].time_origin, '%Y-%m-%d %H:%M:%S')\n", "\n", "dU = nc.Dataset(os.path.join(path,directory,file_part.format('grid_U')))\n", "U = dU.variables['vozocrtx'][:]\n", "U = np.ma.masked_values(U,0)\n", "depsU=dU.variables['depthu'][:]\n", "\n", "dW = nc.Dataset(os.path.join(path,directory,file_part.format('grid_W')))\n", "avt = dW.variables['vert_eddy_diff'][:]\n", "avt = np.ma.masked_values(avt,0)\n", "avm = dW.variables['vert_eddy_visc'][:]\n", "avm = np.ma.masked_values(avm,0)\n", "depsW=dW.variables['depthw'][:]\n", "diss = dW.variables['dissipation'][:]\n", "diss = np.ma.masked_values(diss,0)\n", "\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Load the mesh_mask file for scale factors" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": true }, "outputs": [], "source": [ "mesh = nc.Dataset('/data/nsoontie/MEOPAR/2Ddomain/grid/mesh_mask.nc')\n", "\n", "e3w = mesh.variables['e3w'][0,:,:,:] # NEMO uses e3w." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": true }, "outputs": [], "source": [ "rho = froude.calculate_density(temp, sal)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Calculate buoyancy frequency with froude module" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "reload(froude)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [], "source": [ "n2_f = froude.calculate_buoyancy_frequency(temp, sal, e3w, 1)\n", "n2_f = np.ma.masked_values(n2_f,0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Plot n2_f to see that it makes sense. " ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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szrdPB+6MTruTTPRCiDEgXQpRTaRNIaqJtClENZE2hagefa+SlrsIvhf4NXdf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\nOgarxuDY3CqOKRQ4AWvIumu6xG9PT0bP7Y3P/rmTlfnQYP0lzuAP+Oy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DpGttZlWPnTRe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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "yslice=5\n", "fig, axs = plt.subplots(8,5,figsize=(20,10))\n", "for t, ax in zip (np.arange(times.shape[0]), axs.flat):\n", " ax.pcolor(np.arange(n2_f.shape[-1]),deps,n2_f[t,:,yslice,:],vmin=-0.01,vmax = 0.01)\n", " ax.set_title(t)\n", " ax.set_ylim([400,0])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Compare with NEMO's buoyancy frequency." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.0637975778828\n", "-0.0582721825923\n", "-9.82715828842e-05\n" ] } ], "source": [ "diff = n2-n2_f;\n", "\n", "print np.ma.max(diff)\n", "print np.ma.min(diff)\n", "print np.ma.mean(diff)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(0, 4, 4, 1098)" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ind = np.unravel_index(np.ma.argmax(diff), diff.shape)\n", "ind" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0 (4, 4, 1098) 0.0637975778828\n", "1 (4, 4, 1098) 0.0608109813299\n", "2 (4, 3, 1098) 0.0397740351603\n", "3 (4, 6, 1098) 0.0209874000337\n", "4 (5, 4, 1098) 0.00988855767693\n", "5 (5, 3, 1098) 0.00900880743467\n", "6 (5, 2, 1098) 0.00978058835956\n", "7 (9, 7, 1098) 0.0110632234048\n", "8 (9, 7, 1098) 0.0124031425429\n", "9 (9, 6, 1098) 0.012225554126\n", "10 (9, 7, 1098) 0.0116716421533\n", "11 (9, 7, 1098) 0.0125277705359\n", "12 (9, 2, 1098) 0.0118110675493\n", "13 (9, 6, 1098) 0.0117886870289\n", "14 (9, 3, 1098) 0.0107564743981\n", "15 (5, 7, 1098) 0.0112179594198\n", "16 (5, 3, 1098) 0.0144991979914\n", "17 (9, 3, 1098) 0.00875587577357\n", "18 (9, 3, 1098) 0.0106275686009\n", "19 (9, 4, 1098) 0.012333180511\n", "20 (9, 7, 1098) 0.0118250392402\n", "21 (9, 4, 1098) 0.0129439677513\n", "22 (9, 7, 1098) 0.0125979529458\n", "23 (9, 6, 1098) 0.0126424818841\n", "24 (9, 3, 1098) 0.0113636432119\n", "25 (9, 6, 1098) 0.0125236500263\n", "26 (9, 6, 1098) 0.0125499353037\n", "27 (9, 2, 1098) 0.0117528877319\n", "28 (9, 4, 1098) 0.011401231538\n", "29 (9, 5, 1098) 0.0112679367465\n", "30 (9, 5, 1098) 0.0102891201313\n", "31 (9, 2, 1098) 0.0100897596802\n", "32 (9, 6, 1098) 0.0113250296708\n", "33 (9, 7, 1098) 0.0126732391574\n", "34 (9, 6, 1098) 0.0116363472431\n", "35 (9, 5, 1098) 0.0126982071884\n", "36 (5, 4, 1098) 0.011294103198\n", "37 (9, 5, 1098) 0.0124413324398\n", "38 (9, 3, 1098) 0.0122079726973\n", "39 (4, 2, 1098) 0.0138501868888\n" ] } ], "source": [ "for t in np.arange(times.shape[0]):\n", " max = np.ma.max(diff[t,...])\n", " ind = np.unravel_index(np.ma.argmax(diff[t,...]), diff[t,:,:,:].shape)\n", " print t, ind, max" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "I think the major differences have to do with the vertical stretching of the grid due to vvl. This is largest at the right side of the domain. I'm not particularly interated in the buoyany frequency in that location, so can I neglec this? Probably. \n", "\n", "What do the differences look like elsewhere?" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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EC7LAqsdmSHJOFqra9i9NI1WV1+XQAoPUd5GUMRUwCGE2WEoWZ/s4xkmWMsKm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PYknpuRJoM69nYUNxu0uZwvAyqyXf/empu2DVZjOHoWhtuEqT/N39fki44ONW1jbe+2rSheM13I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wHo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\n3EuCtLiY5B6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UFRVbai4r//Ke7WeVc2yPqr0DlyhG7ITQsuoa7XZiVu+NIsjU3FYzue/D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6/WEuv/+50DySTyal4VJ0Tba+Ov5OZ0MK/chPyFqb7eOItc/7nttfFnrf2MMea+gdK6TeBl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\nr6a4VcLVlEXUrW64lQ3t2r5KJ1pZWaHJ0dgi2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Bs3j/AwBsvJM6cPrD57kGWMLM4XDXle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zDw3IQr9r2nG5SULl0KljPvf0fK29BTQGSVYdgh8eJmh5XjnSH37YVhJCktTRjNzyfS9A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\n8gjJOckas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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "yslice=5\n", "fig, axs = plt.subplots(8,5,figsize=(20,10))\n", "for t, ax in zip (np.arange(times.shape[0]), axs.flat):\n", " ax.pcolor(diff[t,:,yslice,:],vmin=-0.01,vmax = 0.01)\n", " ax.set_title(t)\n", " ax.set_ylim([40,0])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "How do these differences affect my Froude number calculations?" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/nsoontie/anaconda/lib/python2.7/site-packages/numpy/ma/core.py:3900: UserWarning: Warning: converting a masked element to nan.\n", " warnings.warn(\"Warning: converting a masked element to nan.\")\n" ] } ], "source": [ "n2_f_slice= n2_f[:,:,yslice,:]\n", "rho_slice = rho[:,:,yslice,:]\n", "u_slice = U[:,:,yslice,:]\n", "\n", "n2_slice= n2[:,:,yslice,:]\n", "\n", "\n", "Fr_mys, cs, uvgs, dates = froude.froude_time_series(n2_f_slice,rho_slice,u_slice,\n", " deps,depsU,times, time_origin)\n", "Fr_NEMO, cs, uvgs, dates = froude.froude_time_series(n2_slice,rho_slice,u_slice,\n", " deps,depsU,times, time_origin)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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rgBZJx0n6JPCTcRz3b8DZI22UdC5wbEQcB1wIfHpCWttgEXFTs9tg+zge+eJ4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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "xmin = 300; xmax=700\n", "fig,axs = plt.subplots(2,1,figsize=(10,5),sharex=True)\n", "ax=axs[0]\n", "ax.plot(dates,Fr_mys, label = 'with my N2')\n", "ax.plot(dates,Fr_NEMO, label = 'with NEMOs n2')\n", "ax.set_ylabel('Froude number')\n", "ax.set_title('Average Froude number in region xind = {} -{}'.format(xmin,xmax))\n", "ax.set_ylim([0,2.5])\n", "ax.grid()\n", "ax.legend(loc=0)\n", "ax=axs[1]\n", "ax.plot(dates,np.array(Fr_mys)-np.array(Fr_NEMO))\n", "ax.set_ylabel('Difference')\n", "ax.set_title('Difference, mine-NEMO')\n", "ax.set_ylim([-.05,.05])\n", "ax.grid()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Differences are so small that I'm not going to worry about it. I'm interested in Froude numbers around 1. Calculating buoyancy frequency my own way doens't affect the results to the precision I need. But in the future, I should output n2 as part of the simulation. " ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 2", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.10" } }, "nbformat": 4, "nbformat_minor": 0 }