{ "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": 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/anaconda/lib/python2.7/site-packages/wflow-2015.1a1-py2.7.egg/wflow/wflow_lib.py:526: RuntimeWarning: invalid value encountered in less_equal\n", "/home/jaap/anaconda/lib/python2.7/site-packages/wflow-2015.1a1-py2.7.egg/wflow/wflow_lib.py:527: RuntimeWarning: invalid value encountered in less_equal\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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p5HbCMip5xn0P6Z/uJItZeodiIBfseDnBvZIcRyahkVWsbteTP6e8Cl2h3eIt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xFaPzdBC/vyMfpY5l9Atf8KHXGLReTrR6JxQqOI0a9lna4PGPc5ZQUVFRUamznJ9lqnnzK9eP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\n5IcDFATamT1iArmY1+HYZIKcdJC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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": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "dynModelFw._runSuspend() # saves the state variables\n", "dynModelFw._wf_shutdown()" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "imshow(dynModelFw.wf_supplyMapAsNumpy(\"SurfaceRunoff\"))\n", " " ] }, { "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 }