Index: wflow-py/notebooks/wflow-reservoir.ipynb =================================================================== diff -u -rc7729f6892d605358983926eefe72a86e3c5a3a5 -r88542a30670f441872d6c5f35c041e2e253127a1 --- wflow-py/notebooks/wflow-reservoir.ipynb (.../wflow-reservoir.ipynb) (revision c7729f6892d605358983926eefe72a86e3c5a3a5) +++ wflow-py/notebooks/wflow-reservoir.ipynb (.../wflow-reservoir.ipynb) (revision 88542a30670f441872d6c5f35c041e2e253127a1) @@ -1,739 +1,339 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Use of the wflow OpenStreams framework API to connect a reservoir model" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### http://ops-wflow.sourceforge.net/1.0RC7/" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "This ipython notebook demonstrates how to load an openstreams python model, execute it step-by-step and investigate the (intermediate) results. It also shows how to re-route surface water through a reservoir model. The first steps is to load the model and framework:\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "# First import the model. Here we use the HBV version\n", - "from wflow.wflow_sbm import *\n", - "import IPython\n", - "from IPython.display import display, clear_output\n", - "%pylab inline\n", - "#clear_output = IPython.core.display.clear_output" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "# Here we define a simple fictious reservoir\n", - "reservoirstorage = 15000\n", - "\n", - "def simplereservoir(inputq,storage):\n", - " K = 0.087\n", - " storage = storage + inputq\n", - " outflow = storage * K\n", - " storage = storage - outflow\n", - " \n", - " return outflow, storage" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Set model run-time parameters" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - " Set the:\n", - " \n", - " - start and time time\n", - " - set the runid (this is where the results are stored, relative to the casename)\n", - " - set the name of the configfile (stire in the case directory\n", - " - set the clone mape (usually the wflow_subcatch.map)\n", - " - set the casename. This is where all the model the model resides\n", - "\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "# define start and stop time of the run\n", - "startTime = 1\n", - "stopTime = 200\n", - "currentTime = 1\n", - " \n", - "# set runid, cl;onemap and casename. Also define the ini file\n", - "runId = \"reservoirtest_1\"\n", - "#configfile=\"wflow_hbv_mem.ini\"\n", - "configfile=\"wflow_sbm.ini\"\n", - "wflow_cloneMap = 'wflow_subcatch.map' \n", - "\n", - "# the casename points to the complete model setup with both static and dynamic input\n", - "caseName=\"../../examples/wflow_rhine_sbm/\"\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "#make a usermodel object \n", - "myModel = WflowModel(wflow_cloneMap, caseName,runId,configfile)\n", - "\n", - "# initialise the framework\n", - "dynModelFw = wf_DynamicFramework(myModel, stopTime,startTime)\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "dynModelFw.createRunId(NoOverWrite=False,level=logging.ERROR)\n", - "dynModelFw.setQuiet(1)\n", - "# Run the initial part of the model (reads parameters and sets initial values)\n", - "dynModelFw._runInitial() # Runs initial part" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "dynModelFw._runResume() # gets the state variables from disk\n", - "# Get list of variables supplied by the model\n", - "#print dynModelFw.wf_supplyVariableNamesAndRoles()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Here we make a pit in the middle of the main river. This will be the inflow to the reservoir" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "# A pit can be set in the ldd by specifying the direction 5 \n", - "# (see pcraster.eu for the ldd direction conventions)\n", - "ret = dynModelFw.wf_setValueLdd(\"TopoLdd\",5.0,8.40943,49.6682)\n", - "report(myModel.TopoLdd,\"n_ldd.map\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Run for a number of timesteps" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "f, ax = plt.subplots(1,3,figsize=(14, 4))\n", - "\n", - "plotar = []\n", - "plotarstorage = []\n", - "plotaroutflow = []\n", - "\n", - "for ts in range(1,45):\n", - " # Add inflow to outflow downstream of the pit\n", - " # See the API setion of the INI file \n", - " # Get Q value at pit, the reservoir inflow\n", - " inflowQ = dynModelFw.wf_supplyScalar(\"SurfaceRunoff\",8.40943,49.6682)\n", - " # save for plotting\n", - " plotar.append(inflowQ) \n", - " # Feed to the reservoir model\n", - " outflow, reservoirstorage = simplereservoir(inflowQ, reservoirstorage)\n", - " # save for plotting\n", - " plotarstorage.append(reservoirstorage)\n", - " plotaroutflow.append(outflow)\n", - " #dynModelFw._userModel().IF = cover(0.0)\n", - " dynModelFw.wf_setValue(\"IF\", outflow ,8.40943,49.7085)\n", - " # update runoff ONLY NEEDED IF YOU FIDDLE WITH THE KIN_WAVE RESERVOIR\n", - " myModel.updateRunOff() \n", - " dynModelFw._runDynamic(ts,ts) # runs for this timesteps \n", - " # Now get some results for display\n", - " run = dynModelFw.wf_supplyMapAsNumpy(\"SurfaceRunoff\")\n", - " uz = dynModelFw.wf_supplyMapAsNumpy(\"FirstZoneCapacity\")\n", - " sm = dynModelFw.wf_supplyMapAsNumpy(\"UStoreDepth\") \n", - " sm[sm == -999] = np.nan\n", - " uz[uz == -999] = np.nan\n", - " run[run == -999] = np.nan\n", - " ax[0].imshow(log(run))\n", - " ax[1].plot(plotarstorage,'k')\n", - " ax[1].set_title(\"Reservoir storage\")\n", - " ax[2].plot(plotar,'b')\n", - " ax[2].plot(plotaroutflow,'r')\n", - " \n", - " ax[2].set_title(\"Blue inflow, red outflow:\" + str(ts))\n", - " clear_output()\n", - " display(f)\n", - " \n", - "plt.close()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "dynModelFw._runSuspend() # saves the state variables\n", - "dynModelFw._wf_shutdown()" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 13, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAARoAAAD/CAYAAAAuTRk/AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", - "AAALEgAACxIB0t1+/AAAIABJREFUeJzsnXd4XFeZ/z9n+mg0kkbdlqzqInc7jrsdO4lTnB5SSAiw\n", - "gcBSAuwC+4PQlgBLC50FQgsJgRASElLZVCeOncR23HtX710aTS/n98eZ6xnJ6sWS7Pk+zzwzc+fc\n", - "c8+9c8/3vuetQkpJHHHEEcdYQjfeA4gjjjjOf8SJJo444hhzxIkmjjjiGHPEiSaOOOIYc8SJJo44\n", - 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It also shows how to re-route surface water through a reservoir model. The first steps is to load the model and framework:\n" + ] + }, + { + "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" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "WARNING: pylab import has clobbered these variables: ['uniform', 'tan', 'sin', 'fromstring', 'normal', 'average', 'random', 'datetime', 'cos', 'sqrt', 'percentile', 'log10', 'exp']\n", + "`%matplotlib` prevents importing * from pylab and numpy\n" + ] + } + ], + "source": [ + "# First import the model. Here we use the HBV version\n", + "from wflow.wflow_sbm import *\n", + "import IPython\n", + "from IPython.display import display, clear_output\n", + "%pylab inline\n", + "#clear_output = IPython.core.display.clear_output" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "# Here we define a simple fictious reservoir\n", + "reservoirstorage = 15000\n", + "\n", + "def simplereservoir(inputq,storage):\n", + " K = 0.087\n", + " storage = storage + inputq\n", + " outflow = storage * K\n", + " storage = storage - outflow\n", + " \n", + " return outflow, storage" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Set model run-time parameters" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + " Set the:\n", + " \n", + " - start and time time\n", + " - set the runid (this is where the results are stored, relative to the casename)\n", + " - set the name of the configfile (stire in the case directory\n", + " - set the clone mape (usually the wflow_subcatch.map)\n", + " - set the casename. This is where all the model the model resides\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "# define start and stop time of the run\n", + "startTime = 1\n", + "stopTime = 200\n", + "currentTime = 1\n", + " \n", + "# set runid, cl;onemap and casename. Also define the ini file\n", + "runId = \"reservoirtest_1\"\n", + "#configfile=\"wflow_hbv_mem.ini\"\n", + "configfile=\"wflow_sbm.ini\"\n", + "wflow_cloneMap = 'wflow_subcatch.map' \n", + "\n", + "# the casename points to the complete model setup with both static and dynamic input\n", + "caseName=\"../../examples/wflow_rhine_sbm/\"\n" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "#make a usermodel object \n", + "myModel = WflowModel(wflow_cloneMap, caseName,runId,configfile)\n", + "\n", + "# initialise the framework\n", + "dynModelFw = wf_DynamicFramework(myModel, stopTime,startTime)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "dynModelFw.createRunId(NoOverWrite=False,level=logging.ERROR)\n", + "dynModelFw.setQuiet(1)\n", + "# Run the initial part of the model (reads parameters and sets initial values)\n", + "dynModelFw._runInitial() # Runs initial part" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "dynModelFw._runResume() # gets the state variables from disk\n", + "# Get list of variables supplied by the model\n", + "#print dynModelFw.wf_supplyVariableNamesAndRoles()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Here we make a pit in the middle of the main river. This will be the inflow to the reservoir" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/jaap/repos/wflow/wflow-py/wflow/wflow_lib.py:524: RuntimeWarning: invalid value encountered in less_equal\n", + " col_ = numpy.absolute(diffx) <= (XX[0,0] * tolerance) # cellsize\n", + "/home/jaap/repos/wflow/wflow-py/wflow/wflow_lib.py:525: RuntimeWarning: invalid value encountered in less_equal\n", + " row_ = numpy.absolute(diffy) <= (XX[0,0] * tolerance)# cellsize\n" + ] + } + ], + "source": [ + "# A pit can be set in the ldd by specifying the direction 5 \n", + "# (see pcraster.eu for the ldd direction conventions)\n", + "ret = dynModelFw.wf_setValueLdd(\"TopoLdd\",5.0,8.40943,49.6682)\n", + "report(myModel.TopoLdd,\"n_ldd.map\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Run for a number of timesteps" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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SxAJrkNT/Am1gzIkQGQELNsHbt8L5t4LXD6500LYQbgtRn0lIkBKswf9FiB/e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\n5gZpNJovhoi4cZKaB5RST2V2N4hImVKqXkT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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "f, ax = plt.subplots(1,3,figsize=(14, 4))\n", + "\n", + "plotar = []\n", + "plotarstorage = []\n", + "plotaroutflow = []\n", + "\n", + "for ts in range(1,45):\n", + " # Add inflow to outflow downstream of the pit\n", + " # See the API setion of the INI file \n", + " # Get Q value at pit, the reservoir inflow\n", + " inflowQ = dynModelFw.wf_supplyScalar(\"SurfaceRunoff\",8.40943,49.6682)\n", + " # save for plotting\n", + " plotar.append(inflowQ) \n", + " # Feed to the reservoir model\n", + " outflow, reservoirstorage = simplereservoir(inflowQ, reservoirstorage)\n", + " # save for plotting\n", + " plotarstorage.append(reservoirstorage)\n", + " plotaroutflow.append(outflow)\n", + " #dynModelFw._userModel().IF = cover(0.0)\n", + " dynModelFw.wf_setValue(\"IF\", outflow ,8.40943,49.7085)\n", + " # update runoff ONLY NEEDED IF YOU FIDDLE WITH THE KIN_WAVE RESERVOIR\n", + " myModel.updateRunOff() \n", + " dynModelFw._runDynamic(ts,ts) # runs for this timesteps \n", + " # Now get some results for display\n", + " run = dynModelFw.wf_supplyMapAsNumpy(\"SurfaceRunoff\")\n", + " uz = dynModelFw.wf_supplyMapAsNumpy(\"FirstZoneCapacity\")\n", + " sm = dynModelFw.wf_supplyMapAsNumpy(\"UStoreDepth\") \n", + " sm[sm == -999] = np.nan\n", + " uz[uz == -999] = np.nan\n", + " run[run == -999] = np.nan\n", + " ax[0].imshow(log(run))\n", + " ax[1].plot(plotarstorage,'k')\n", + " ax[1].set_title(\"Reservoir storage\")\n", + " ax[2].plot(plotar,'b')\n", + " ax[2].plot(plotaroutflow,'r')\n", + " \n", + " ax[2].set_title(\"Blue inflow, red outflow:\" + str(ts))\n", + " clear_output()\n", + " display(f)\n", + " \n", + "plt.close()" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "dynModelFw._runSuspend() # saves the state variables\n", + "dynModelFw._wf_shutdown()" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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YCkwBViTY3gusR+xH1cisWDbxAQcQIfSQe1tSZhSF0Ggd8AMoNTJFGY+MAtaI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\nRiipkh7U2T8NRW+7CAVpWjP95wZ16TQ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