{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "Translating Susan's grid into NEMO parameters" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Can we use the same number of vertical points, give up some resolution from 15 - 25 m to increase our resolution below to 250 m? Our current resolution:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ " level gdept_1d gdepw_1d e3t_1d e3w_1d \n", " 1 0.50 0.00 1.00 1.00\n", " 2 1.50 1.00 1.00 1.00\n", " 3 2.50 2.00 1.00 1.00\n", " 4 3.50 3.00 1.00 1.00\n", " 5 4.50 4.00 1.00 1.00\n", " 6 5.50 5.00 1.00 1.00\n", " 7 6.50 6.00 1.00 1.00\n", " 8 7.50 7.00 1.00 1.00\n", " 9 8.50 8.00 1.00 1.00\n", " 10 9.50 9.00 1.00 1.00\n", " 11 10.50 10.00 1.00 1.00\n", " 12 11.51 11.01 1.01 1.00\n", " 13 12.52 12.01 1.01 1.01\n", " 14 13.54 13.03 1.02 1.02\n", " 15 14.57 14.05 1.05 1.03\n", " 16 15.63 15.10 1.09 1.06\n", " 17 16.76 16.19 1.17 1.12\n", " 18 18.01 17.36 1.34 1.24\n", " 19 19.48 18.71 1.65 1.47\n", " 20 21.39 20.36 2.23 1.89\n", " 21 24.10 22.61 3.29 2.68\n", " 22 28.23 25.94 5.12 4.09\n", " 23 34.69 31.10 7.97 6.41\n", " 24 44.52 39.12 11.83 9.80\n", " 25 58.48 50.96 16.11 13.97\n", " 26 76.59 67.05 19.96 18.14\n", " 27 98.06 86.97 22.81 21.52\n", " 28 121.87 109.74 24.64 23.84\n", " 29 147.09 134.35 25.70 25.25\n", " 30 173.11 160.03 26.29 26.04\n", " 31 199.57 186.31 26.60 26.47\n", " 32 226.26 212.90 26.76 26.69\n", " 33 253.07 239.65 26.84 26.81\n", " 34 279.93 266.50 26.89 26.87\n", " 35 306.83 293.38 26.91 26.90\n", " 36 333.75 320.29 26.92 26.92\n", " 37 360.67 347.21 26.93 26.92\n", " 38 387.60 374.14 26.93 26.93\n", " 39 414.53 401.07 26.93 26.93\n", " 40 441.47 428.00 26.93 26.93\n" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# Original Grid Spacing\n", "depth_orig = np.array([0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11.01, 12.01, 13.03, 14.05, 15.1,\n", " 16.19, 17.36, 18.71, 20.36, 22.61, 25.94, 31.1, 39.12, 50.96, 67.05, 86.97, 109.74,\n", " 134.35, 160.03, 186.31, 212.9, 239.65, 266.5, 293.38, 320.29, 347.21, 374.14,\n", " 401.07, 428])\n", "delta_depth_orig = np.zeros([39]); central_depth_orig = np.zeros([39])\n", "delta_depth_orig = depth_orig[1:40] - depth_orig[0:39]\n", "central_depth_orig = depth_orig[0:39] + delta_depth_orig/2." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def NEMO_tanh(ks, a, kth, acr):\n", " \"\"\"A generic tanh used in NEMO\"\"\"\n", " return a* np.tanh((ks-kth)/acr)\n", "\n", "def NEMO_tanh_integral(ks, a, kth, acr):\n", " \"\"\"A generic integrated tanh used in NEMO grid\"\"\"\n", " return a*acr*np.log(np.cosh((ks-kth)/acr))" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Surface cell Size = 0.999999999996 Bottom Depth = 428.000577161\n" ] } ], "source": [ "# Proposed Grid Spacing\n", "# Top grid point, corrected for tails of tanh functions\n", "a = 1-0.02068635-0.00153595-0.00000149177\n", "# first tanh function (change across tanh, width, position)\n", "b = 3; c = 6; d = 16.7 - 1.\n", "# second tanh function\n", "e = 13; f = 5.5; g = 22 - 1.\n", "# third tanh function\n", "h = 16; i = 5; j = 33.877- 1.\n", "p = np.arange(39)\n", "delta_depth_new = a + b/2.*(1+np.tanh((p-d)/c)) + e/2.*(1+np.tanh((p-g)/f)) + h/2.*(1+np.tanh((p-j)/i))\n", "depth_new = np.zeros([40]); central_depth_new = np.zeros([30])\n", "depth_new[0] = 0.\n", "for ip in p:\n", " depth_new[ip+1] = depth_new[ip] + delta_depth_new[ip]\n", "central_depth_new = depth_new[0:39] + delta_depth_new/2.\n", "print 'Surface cell Size = ',depth_new[1], 'Bottom Depth = ',depth_new[-1]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Proposed grid spacing\n", "$$ z(k) = ppsur + ppa0k + ppa1 ppacr \\log(\\cosh(\\frac{k-ppkth}{ppacr})) + ppa2 ppacr2 \\log\\cosh(\\frac{k-ppkth2} {ppacr2})) + ppa3 ppacr3 \\log\\cosh(\\frac{k-ppkth3} {ppacr3})) $$ \n", "\n", "$$ e3(k) = ppa0 + ppa1 \\tanh(\\frac{k-ppkth}{ppacr}) + ppa2\\tanh(\\frac{k-ppkth2}{ppacr2}) + ppa3\\tanh(\\frac{k-ppkth3}{ppacr3})$$\n", "\n", "Also need e3(1) = 1, z(1) = 0" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "ppa0 16.9777762082\n", "ppsur -381.364772219\n", "0.0 443.304590924\n", "1.0 31.6859033266\n" ] } ], "source": [ "ks = np.arange(1,41)\n", "\n", "#translated from above\n", "ppa1 = 3/2.; ppkth = 16.7; ppacr = 6.; \n", "ppa2 = 13/2.; ppkth2 = 22.; ppacr2 = 5.5;\n", "ppa3 = 16/2.; ppkth3 = 33.877; ppacr3 = 5.;\n", "\n", "#setting e3(1) = 1\n", "ppa0 = 1 - (NEMO_tanh(ks[0], ppa1, ppkth, ppacr) + NEMO_tanh(ks[0], ppa2, ppkth2, ppacr2) +\n", " NEMO_tanh(ks[0], ppa3, ppkth3, ppacr3) )\n", "#setting z(1) = 0\n", "ppsur = -(NEMO_tanh_integral(ks[0], ppa1, ppkth, ppacr) + NEMO_tanh_integral(ks[0], ppa2, ppkth2, ppacr2) +\n", " (NEMO_tanh_integral(ks[0], ppa3, ppkth3, ppacr3) + ppa0*ks[0]))\n", "\n", "print 'ppa0', ppa0\n", "print 'ppsur', ppsur\n", "\n", "dz = ppa0 + NEMO_tanh(ks, ppa1, ppkth, ppacr) + NEMO_tanh(ks, ppa2, ppkth2, ppacr2) + NEMO_tanh(ks, ppa3, ppkth3, ppacr3) \n", "z = ppsur + ppa0*ks + (NEMO_tanh_integral(ks, ppa1, ppkth, ppacr) + NEMO_tanh_integral(ks, ppa2, ppkth2, ppacr2) +\n", " NEMO_tanh_integral(ks, ppa3, ppkth3, ppacr3))\n", "\n", "print z[0], z[-1]\n", "print dz[0], dz[-1]" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA3oAAAJeCAYAAADiGXfsAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nxbihZ2ZmZmZmVjFu6JmZmZmZmVXM/webMjtqdysY4gAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(1,3,figsize=(15,10))\n", "axs[0].set_ylim(top = depth_orig[0], bottom = depth_orig[-1])\n", "axs[0].set_xlim(right = 33)\n", "axs[1].set_ylim(top = depth_orig[0], bottom = 80.)\n", "axs[1].set_xlim(right = 22)\n", "axs[2].set_ylim(top = depth_orig[0], bottom = 30.)\n", "axs[2].set_xlim(right = 7)\n", "for ax in axs:\n", " ax.plot(delta_depth_orig, central_depth_orig, label=\"Original\")\n", " ax.plot(delta_depth_new, central_depth_new, label=\"Proposed\")\n", " ax.plot(dz,z, label = 'Translated to NEMO')\n", " ax.set_xlabel('Grid Spacing (m)')\n", " ax.set_ylabel('Depth (m)')\n", " ax.legend(); ax.grid()" ] }, { "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 }