{ "cells": [ { "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": 41, "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": "code", "execution_count": 44, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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fC2n7WVvuqX8PnWp0ClBCIYSv3FCfbPnudHqP3vR103nut+eY2Wum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\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.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 }