{ "metadata": { "name": "" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Use of the wflow OpenStreams framework API to connect a reservoir model" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This ipython notebook demonstrates how to load an openstreams python model and execute it step-by-step and investigate the (intermediate) results. The first steps is to load the model and framework:\n" ] }, { "cell_type": "code", "collapsed": false, "input": [ "# 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", "\n", "#clear_output = IPython.core.display.clear_output" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 25 }, { "cell_type": "code", "collapsed": false, "input": [ "reservoirstorage = 1800\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" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 26 }, { "cell_type": "heading", "level": 2, "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", "collapsed": false, "input": [ "# 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 = \"memtest\"\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" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 27 }, { "cell_type": "code", "collapsed": false, "input": [ "#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" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 28 }, { "cell_type": "code", "collapsed": false, "input": [ "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" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 29 }, { "cell_type": "code", "collapsed": false, "input": [ "dynModelFw._runResume() # gets the state variables from disk\n", "# Get list of variables supplied by the model\n", "#print dynModelFw.wf_supplyVariableNamesAndRoles()" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 30 }, { "cell_type": "heading", "level": 2, "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", "collapsed": false, "input": [ "# A ppit can be set in the ldd by specifying the direction 5 \n", "# (see pcraster.eu for the ldd directio conventions)\n", "ret = dynModelFw.wf_setValueLdd(\"TopoLdd\",5.0,8.40943,49.6682)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 31 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Run for a number of timesteps" ] }, { "cell_type": "code", "collapsed": false, "input": [ "f, ax = plt.subplots(1,3,figsize=(16, 6))\n", "\n", "plotar = []\n", "plotarstorage = []\n", "plotaroutflow = []\n", "\n", "for ts in range(1,60):\n", " \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", "\n", " # Add inflow to outflow\n", " dynModelFw.wf_setValue(\"SurfaceRunoff\", 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 all timesteps\n", " \n", " run = dynModelFw.wf_supplyMapAsNumpy(\"SurfaceRunoff\")\n", " uz = dynModelFw.wf_supplyMapAsNumpy(\"FirstZoneCapacity\")\n", " sm = dynModelFw.wf_supplyMapAsNumpy(\"UStoreDepth\")\n", " \n", " sm[sm == -999] = np.nan\n", " #dynModelFw.wf_setValues(\"UpperZoneStorage\",uz * 10.1)\n", " uz[uz == -999] = np.nan\n", " run[run == -999] = np.nan\n", " ax[0].imshow(uz)\n", " ax[1].plot(plotarstorage,'k')\n", " ax[1].set_title(\"Reservoir storage\")\n", " #ax[2].imshow(log(run))\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()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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T7++ePXuyf/9+9uzZQ11dHfPnz3cdQ6PRMGvWLB544AFX4pSTk3PRY7TPt16Jjo5mwIAB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\nd+3aNaTnE3EC30hqw21ViotNojljxqU9RzTt0lRaGii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"text": [ "" ] } ], "prompt_number": 33 }, { "cell_type": "code", "collapsed": false, "input": [ "dynModelFw._runSuspend() # saves the state variables\n", "dynModelFw._wf_shutdown()" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 13 } ], "metadata": {} } ] }