{ "metadata": { "name": "" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "An analysis of the open boundary conditions at the north. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "These runs have been crashing, so look at an abort file:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "%matplotlib inline\n", "from matplotlib import pylab\n", "import matplotlib.pyplot as plt\n", "import netCDF4 as NC\n", "import numpy as np" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 1 }, { "cell_type": "code", "collapsed": false, "input": [ "# Load the data. Path name can be changed to look at different data. \n", "path = '/data/nsoontie/MEOPAR/SalishSea/results/north/tides/'\n", "\n", "fU = NC.Dataset(path +'SalishSea_4h_20020915_20020915_grid_U.nc','r');\n", "fV = NC.Dataset(path +'SalishSea_4h_20020915_20020915_grid_V.nc','r');\n", "fT = NC.Dataset(path +'SalishSea_4h_20020915_20020915_grid_T.nc','r');\n", "grid = NC.Dataset('/data/nsoontie/MEOPAR/NEMO-forcing/grid/bathy_meter_SalishSea2.nc','r')\n", "bathy = grid.variables['Bathymetry'][:,:]\n" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 2 }, { "cell_type": "code", "collapsed": false, "input": [ "u_vel = fU.variables['vozocrtx'] #u currents\n", "t=fU.variables['time_counter']\n", "ssh=fT.variables['sossheig']\n", "v_vel=fV.variables['vomecrty'] # v currents\n", "sal = fT.variables['vosaline']\n", "depths = fT.variables['deptht']\n", "temp=fT.variables['votemper']\n", "\n" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 3 }, { "cell_type": "markdown", "metadata": {}, "source": [ "First, let's look at the bathymetry near the Johnstone Strait boundary. NEMO suggests that the depth should be constant over the first 4 grid cells. We may consider some smoothing as we did with JdF. " ] }, { "cell_type": "code", "collapsed": false, "input": [ "plt.figure(figsize=(8,8))\n", "ax=[30, 100,880,898]\n", "cmin=0; cmax=400;\n", "mu =bathy == 0\n", "bathy= np.ma.array(bathy,mask=mu)\n", "pylab.pcolor(bathy,vmin=cmin,vmax=cmax)\n", "pylab.colorbar()\n", "pylab.axis(ax)\n" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 19, "text": [ "[30, 100, 880, 898]" ] }, { "metadata": {}, "output_type": "display_data", "png": 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srMk2VVmKiEiblxIGcwf+fbva6dOnqaqqAqCmpoZt27aRmJjIli1bWLx4MTk5OXTs2NGz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\nRxqGYRg//vGPjbVr13qOnzZtmrFx40Z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"text": [ "" ] } ], "prompt_number": 19 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's look at the u and v velocity fields, concentrating at the North in the lower plots. " ] }, { "cell_type": "code", "collapsed": false, "input": [ "#quick plot of the u field\n", "depth=0\n", "ts = 4\n", "\n", "plt.figure(figsize=(10,10))\n", "cmin=-2; cmax=2;\n", "\n", "#plot U\n", "U=u_vel[ts,depth,:,:]\n", "print 'min/max U'\n", "print U.min()\n", "print U.max()\n", "mu =U == 0\n", "U= np.ma.array(U,mask=mu)\n", "pylab.subplot(2,2,1)\n", "pylab.pcolor(U,vmin=cmin,vmax=cmax)\n", "pylab.colorbar()\n", "pylab.title('U')\n", "#pylab.axis(ax)\n", "\n", "#plot V\n", "pylab.subplot(2,2,2)\n", "V=v_vel[ts,depth,:,:]\n", "mu =V == 0\n", "V= np.ma.array(V,mask=mu)\n", "pylab.pcolor(V,vmin=cmin,vmax=cmax)\n", "pylab.colorbar()\n", "pylab.title('V')\n", "#pylab.axis(ax)\n", "\n", "print 'min/max V'\n", "print V.min()\n", "print V.max()\n", "\n", "#plot U\n", "mu =U == 0\n", "U= np.ma.array(U,mask=mu)\n", "pylab.subplot(2,2,3)\n", "pylab.pcolor(U,vmin=-1,vmax=1)\n", "pylab.colorbar()\n", "pylab.title('U')\n", "pylab.axis(ax)\n", "\n", "#plot V\n", "pylab.subplot(2,2,4)\n", "V= np.ma.array(V,mask=mu)\n", "pylab.pcolor(V,vmin=-1,vmax=1)\n", "pylab.colorbar()\n", "pylab.title('V')\n", "pylab.axis(ax)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "min/max U\n", "-1.83501\n", "2.08435\n", "min/max V" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "\n", "-2.11239\n", "2.38542\n" ] }, { "metadata": {}, "output_type": "pyout", "prompt_number": 28, "text": [ "[30, 100, 880, 898]" ] }, { "metadata": {}, "output_type": "display_data", "png": 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WikPJORvGvo+2/fgN5kyYyy+/nO3bt3Pw4EGampro7u7mo48+AmDx4sUsWrSI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\nPv4ao+Xbb781Br288cYbqaioaLFMaWkp1113HYMGDWLw4MGsX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"text": [ "" ] } ], "prompt_number": 28 }, { "cell_type": "markdown", "metadata": {}, "source": [ "I want to check the tide forcing files to see if we have to make the correction that Susan made to her T+S. I don't think we accounted for Fortran counting when making the forcing files. \n", "\n", "Quick look at the surface salinity and temperature." ] }, { "cell_type": "code", "collapsed": false, "input": [ "smin=20; smax=32;\n", "tmin=7; tmax=25;\n", "\n", "plt.figure(figsize=(16,8))\n", "\n", "S=sal[ts,depth,:,:]\n", "mu =S == 0\n", "S= np.ma.array(S,mask=mu)\n", "pylab.subplot(1,2,1)\n", "pylab.pcolor(S,vmin=smin,vmax=smax,cmap='winter')\n", "pylab.colorbar()\n", "#pylab.axis(ax)\n", "\n", "pylab.subplot(1,2,2)\n", "T=temp[ts,depth,:,:]\n", "mu =T == 0\n", "T= np.ma.array(T,mask=mu)\n", "pylab.pcolor(T,vmin=tmin,vmax=tmax,cmap='hot')\n", "pylab.colorbar()\n", "#pylab.axis(ax)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 29, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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ag6FZUKx3tZGBsDIZyWoiVcj/SuI111wDRSk/29YHH3xgux+GxAjQB0AxaSz/W1INiEIC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AQmqFPNiRu99QVgc9bkPAqBrfisShZrcfUa4H3wFOf5zm7mPMlLp9nEZkPZnEMzeT5WoqQD/Jmt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\nyKmUQhcOu2CRUNLuoHIO4CjA9bYmkOdpYZD0e6JSCjj/XGLjVTg6Iu/d8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"text": [ "" ] } ], "prompt_number": 29 }, { "cell_type": "markdown", "metadata": {}, "source": [ "SSH" ] }, { "cell_type": "code", "collapsed": false, "input": [ "emin=-2;emax=2;\n", "\n", "plt.figure(figsize=(8,8))\n", "\n", "E=ssh[ts,:,:]\n", "mu =E == 0\n", "E= np.ma.array(E,mask=mu)\n", "pylab.pcolor(E,vmin=emin,vmax=emax,cmap='jet')\n", "pylab.colorbar()\n", "#pylab.axis(ax)\n" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 40, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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OCRMDP9dmOUKqBw7py1bCWKTJKSmSU1IZEc1eO5SYbW+qbz2hvXvTUdbozFH5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\nUdSFe/HFF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"text": [ "" ] } ], "prompt_number": 40 }, { "cell_type": "markdown", "metadata": {}, "source": [ "I should look for a simulation without northern tides for comparison. I think the elevation in Johnstone is lower than other cases. Perhaps I should also reconsider the atmospheric forcing. I could turn off for now to isolate the effects of the tides. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "SSH at North over time." ] }, { "cell_type": "code", "collapsed": false, "input": [ "pylab.plot(ssh[:,895,45])\n", "pylab.xlabel('output time')\n", "pylab.ylabel('ssh (m)')\n", "pylab.axis([0,5,-1.5,1.5])" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 41, "text": [ "[0, 5, -1.5, 1.5]" ] }, { "metadata": {}, "output_type": "display_data", "png": 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"text": [ "" ] } ], "prompt_number": 41 }, { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Summary" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This simulation used:\n", "\n", "North - flather with tidal forcing (barotropic), relaxation to initial conditions (T+S), nothing (baroclinic)\n", "\n", "West - flather with tides+external SSH clim (barotropic), relaxation to Masson clim (T+S), zero gradient (baroclinic)\n", "\n", "viscosity = 100\n", "\n", "Susan's suggestion for turning off the T+S boundary forcing and her corrections to the namelist worked nicely. This run was stable for one day. I think I am ready to lower viscosity to 50 and run for longer...\n", "\n", "Note: it may be useful to output the hourly stations as well. At least to look at Campbell River. \n", "\n", "Questions:\n", " \n", "1. How can I tell if the forcing at the North is what I expect?\n", "\n", "2. How does the forcing at the North affect the results? It may be worthwhile to design a control experiment.\n", "\n", "3. Do I have to correct the tidal forcing files to account for Fortran counting like Susan did?" ] }, { "cell_type": "code", "collapsed": false, "input": [], "language": "python", "metadata": {}, "outputs": [] } ], "metadata": {} } ] }