{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "We're going to test a volume spreading method in this notebook" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Populating the interactive namespace from numpy and matplotlib\n" ] } ], "source": [ "%pylab inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [], "source": [ "import pcraster as pcr\n", "import numpy as np\n", "from hydrotools import gis\n", "\n", "ldd_map = r'd:\\projects\\1220657-Afghanistan\\rhine_toy\\staticmaps\\wflow_ldd.map'\n", "dem_map = r'd:\\projects\\1220657-Afghanistan\\rhine_toy\\staticmaps\\wflow_dem.map'\n", "catch_map = r'd:\\projects\\1220657-Afghanistan\\rhine_toy\\staticmaps\\wflow_catchment.map'" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [], "source": [ "ldd = pcr.readmap(ldd_map)\n", "dem = pcr.readmap(dem_map)\n", "catch = pcr.readmap(catch_map)\n", "ldd = pcr.ifthen(pcr.boolean(catch), ldd)\n", "dem = pcr.ifthen(pcr.boolean(catch), dem)\n", "# make a subcatchment map\n", "stream_ge, subcatch = gis.subcatch_stream(ldd, 5)\n", "\n", "pcr.report(stream_ge, 'stream.map')\n", "# stream_ge, subcatch_4 = gis.subcatch_stream(ldd, 2)\n", "\n", "hand, dist = gis.derive_HAND(dem, ldd, 3000, rivers=stream_ge)\n", "pcr.report(hand, 'hand.map')" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false, "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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9V4B//Landl8y9dlo9hngxDxhuV0v7V0q93u5XPsiycoo/qghaUD2kEp8kXuX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\nb47DMVQB903Rc6MOo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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.imshow(pcr.pcr2numpy(hand, 0))" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false, "scrolled": true }, "outputs": [ { "data": { "image/png": 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VL6yPaR5npYGSH1pGLYCTsirDjvGNU5OQ3clqSp1g5WbAjh5vAWjAgREbBhxu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L7sJEqqNF7dWUdlrZ0ZgnAvIpyNb3OLc+3u78B1Tqs81S5Hd+1vzjBbjTOgniZRAT1+3cfkh+Zw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\nCEKDQ0SwIAiCIAiC0OD4f974CpaAuzzDAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "subcatch = pcr.ordinal(pcr.scalar(subcatch) + 1)\n", "plt.figure(figsize(12,6))\n", "plt.subplot(121)\n", "plt.imshow(pcr.pcr2numpy(subcatch, -100))\n", "plt.subplot(122)\n", "plt.imshow(pcr.pcr2numpy(stream_ge, 0))\n", "pcr.report(subcatch, 'subcatch.map')" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# now make a volume map, each cell with more than xx amount of upstream cells receives some flood volume" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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GCRddRbMA51hQNsZELkGZ8YfreP2DxPpzWGacaL7NuP6ArMDdg4cxZ/CQut/LGGNMtGyq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\n74ydc865xP4D2ZLvP1pngrAAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "volume = pcr.ifthenelse(stream_ge > 0, pcr.accuflux(ldd, 100), 0)\n", "plt.imshow(pcr.pcr2numpy(volume, 0))\n", "plt.colorbar()" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# now we have some nice volume. Now we need to redistribute!\n", "inundation = gis.volume_spread(ldd, hand, subcatch, volume, volume_thres=0., area_multiplier=12e9, iterations=15)\n" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "collapsed": false, "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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24HVygguypZuqWJRdoW4GuL/yPLlfPWHLxmscdNjAqBO2LGtjzeoD9tx5Bf8ObkR0dDQm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\nbpeaNf9s1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NNY6vOA29XNOguvJrAND6yHiOQSkT1YyrvZGPMbnlePL4EhwP1ExzytDmB5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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.imshow(np.ma.masked_where(pcr.pcr2numpy(inundation, 0)==0, pcr.pcr2numpy(inundation, 0)), vmax=2)\n", "plt.colorbar()" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": true }, "outputs": [], "source": [ "pcr.report(inundation, 'inun.map')" ] }, { "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": "2.7.6" } }, "nbformat": 4, "nbformat_minor": 0 }