{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "Spectral filtering and (DCT) variance spectrum\n", "===" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here we want to compare some fields' spectra:\n", "\n", "* a raw field from an AROME simulation\n", "* the same field, _*filtered with a spectral round-trip at a lower truncation*_\n", "* the filtered field, to which we have added a white noise\n", "* the average spectrum of fields on the surrounding vertical levels (40:50)" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [], "source": [ "%matplotlib inline\n", "import numpy\n", "import epygram\n", "epygram.init_env()" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [], "source": [ "r = epygram.formats.resource('../inputs/ICMSHAROM+0001', 'a')" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [], "source": [ "t59 = r.readfield('S059TEMPERATURE')\n", "t59.sp2gp()\n", "sp59 = t59.dctspectrum()\n", "sp59.name = t59.fid['FA']" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(374, 359)\n" ] } ], "source": [ "# spectral filtering\n", "trunc_spgeom = r.spectral_geometry.deepcopy() # a spectral geometry is attached to a FA resource\n", "print(trunc_spgeom.truncation['in_X'], trunc_spgeom.truncation['in_Y'])\n", "trunc_spgeom.truncation['in_X'] = 320\n", "trunc_spgeom.truncation['in_Y'] = 300\n", "# spectral roundtrip\n", "t59.gp2sp(trunc_spgeom)\n", "t59.sp2gp()\n", "sp59f = t59.dctspectrum()\n", "sp59f.name = sp59.name + '(filtered)'" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# add a white noise\n", "noise = numpy.random.normal(0, size=t59.data.shape)\n", "t59.setdata(t59.data + noise)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [], "source": [ "sp59fn = t59.dctspectrum()\n", "sp59fn.name = sp59.name + '(filtered & noised)'" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": true }, "outputs": [], "source": [ "spectra = []\n", "for i in range(40,51):\n", " t = r.readfield('S0{}TEMPERATURE'.format(i))\n", " t.sp2gp()\n", " sp = t.dctspectrum()\n", " sp.name = t.fid['FA']\n", " spectra.append(sp)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [], "source": [ "sp_ave = spectra.pop(0)\n", "for sp in spectra:\n", " sp_ave += sp\n", "sp_ave /= len(spectra)\n", "sp_ave.name = 'S040:50TEMPERATURE'" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(,\n", " )" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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0T+CSY0/hgv/7OR6eu//8wuFwUFNTQ1VVFTabrV/ahzs7O1m/fj0VFRWkpqYycuRItS0P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\nrk7eOZlvj3xL0vgkHE0d61X9f5fVSktLq56Y6t8xuzo6Ojf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GhXHQe9/l8yoL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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "epygram.spectra.plotspectra([sp59, sp59f, sp59fn, sp_ave])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And finally let's get a 3rd field, truncated, with some noise added on..." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# and write back the field to the file\n", "t59.fid['FA'] = 'S059TEMP_NOISED'\n", "r.writefield(t59)" ] } ], "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": "2.7.13" } }, "nbformat": 4, "nbformat_minor": 0 }