Index: wflow-py/notebooks/wflow-reservoir.ipynb =================================================================== diff -u -r448e5e495de6c7703fa393bb7926cebec867ecf6 -r4c0e255ab525c5f91b535decd479f8ce3c038741 --- wflow-py/notebooks/wflow-reservoir.ipynb (.../wflow-reservoir.ipynb) (revision 448e5e495de6c7703fa393bb7926cebec867ecf6) +++ wflow-py/notebooks/wflow-reservoir.ipynb (.../wflow-reservoir.ipynb) (revision 4c0e255ab525c5f91b535decd479f8ce3c038741) @@ -1,316 +1,344 @@ -{ - "metadata": { - "name": "", - "signature": "sha256:7b762ec971f63948dbf69a3631f2af3b6e2fbbac365d66df1342cc817b0710ab" - }, - "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": "heading", - "level": 3, - "metadata": {}, - "source": [ - "http://wflow.googlecode.com" - ] - }, - { - "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", - "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", - "%pylab inline\n", - "#clear_output = IPython.core.display.clear_output" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "Populating the interactive namespace from numpy and matplotlib\n" - ] - }, - { - "output_type": "stream", - "stream": "stderr", - "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" - ] - } - ], - "prompt_number": 1 - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "# 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" - ], - "language": "python", - "metadata": {}, - "outputs": [], - "prompt_number": 2 - }, - { - "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 = \"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" - ], - "language": "python", - "metadata": {}, - "outputs": [], - "prompt_number": 3 - }, - { - "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": 4 - }, - { - "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": [ - { - "output_type": "stream", - "stream": "stderr", - "text": [ - "2015-02-19 14:36:19,555 - model - ERROR - Parameter line in ini not valid: monthlyclim/ROOT,monthlyclim,75\n" - ] - }, - { - "output_type": "stream", - "stream": "stderr", - "text": [ - "ERROR:model:Parameter line in ini not valid: monthlyclim/ROOT,monthlyclim,75\n" - ] - } - ], - "prompt_number": 5 - }, - { - "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": 6 - }, - { - "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 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\")" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "stream": "stderr", - "text": [ - "c:\\repos\\wflow\\wflow-py\\wflow\\wflow_lib.py:524: RuntimeWarning: invalid value encountered in absolute\n", - " col_ = numpy.absolute(diffx) <= (XX[0,0] * tolerance) # cellsize\n", - "c:\\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", - "c:\\repos\\wflow\\wflow-py\\wflow\\wflow_lib.py:525: RuntimeWarning: invalid value encountered in absolute\n", - " row_ = numpy.absolute(diffy) <= (XX[0,0] * tolerance)# cellsize\n", - "c:\\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" - ] - } - ], - "prompt_number": 7 - }, - { - "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=(14, 4))\n", - "\n", - "plotar = []\n", - "plotarstorage = []\n", - "plotaroutflow = []\n", - "\n", - "for ts in range(1,30):\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()" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "metadata": {}, - "output_type": "display_data", - "png": "iVBORw0KGgoAAAANSUhEUgAAAzYAAAEKCAYAAADAaMC+AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", - "text": [ - "" - ] - } - ], - "prompt_number": 8 - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "dynModelFw._runSuspend() # saves the state variables\n", - "dynModelFw._wf_shutdown()" - ], - "language": "python", - "metadata": {}, - "outputs": [] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [], - "language": "python", - "metadata": {}, - "outputs": [] - } - ], - "metadata": {} - } - ] +{ + "metadata": { + "name": "", + "signature": "sha256:7235a5837e497f583f03c2f27e40cdf1dc61207a08f0518680d1a6971cb8bd90" + }, + "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": "heading", + "level": 3, + "metadata": {}, + "source": [ + "http://wflow.googlecode.com" + ] + }, + { + "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", + "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", + "%pylab inline\n", + "#clear_output = IPython.core.display.clear_output" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "Populating the interactive namespace from numpy and matplotlib\n" + ] + }, + { + "output_type": "stream", + "stream": "stderr", + "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" + ] + } + ], + "prompt_number": 1 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "# 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" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 2 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "def 2dreservoir(pitlayer,Q,Level,reservoirlevel, reservoirvol,timestepsecs=86400):\n", + " \"\"\"\n", + " The reservoir layers contains values only at the pits (reservoir outlets)\n", + " \n", + " :var pitlayer: location of all reservoir/lake outflows. A non missing value indicates\n", + " the height of the spillway [m]\n", + " :var Q: kinematic wave input discharge [m^3/s]\n", + " :var Level: kinematic wave water level [m]\n", + " :var reservoirlevel: reservoir level of previous timestep [m]\n", + " :var reservoirvol: reservoir volume of previous timestep [m]\n", + " \n", + " :returns: reservoirlevel - state of the reservoir layer at the end of the timestep [m]\n", + " :returns: reservoirvol - volume of the reservoir layer at the end of the timestep [m^3]\n", + " :returns: Qout - reservoir outflow [m^3/s]\n", + " \"\"\"\n", + " outflow = 0.0 # for now\n", + " reservoirvol = reservoirvol + Q * timestepsecs\n", + " reservoirlevel = # USe algorithim from flood mapping here!!!!!\n", + " # Probably also make other simpler one that only uses a level storage function" + ], + "language": "python", + "metadata": {}, + "outputs": [] + }, + { + "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 = \"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" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 3 + }, + { + "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": 4 + }, + { + "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": [ + { + "output_type": "stream", + "stream": "stderr", + "text": [ + "2015-02-19 14:36:19,555 - model - ERROR - Parameter line in ini not valid: monthlyclim/ROOT,monthlyclim,75\n" + ] + }, + { + "output_type": "stream", + "stream": "stderr", + "text": [ + "ERROR:model:Parameter line in ini not valid: monthlyclim/ROOT,monthlyclim,75\n" + ] + } + ], + "prompt_number": 5 + }, + { + "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": 6 + }, + { + "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 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\")" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "output_type": "stream", + "stream": "stderr", + "text": [ + "c:\\repos\\wflow\\wflow-py\\wflow\\wflow_lib.py:524: RuntimeWarning: invalid value encountered in absolute\n", + " col_ = numpy.absolute(diffx) <= (XX[0,0] * tolerance) # cellsize\n", + "c:\\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", + "c:\\repos\\wflow\\wflow-py\\wflow\\wflow_lib.py:525: RuntimeWarning: invalid value encountered in absolute\n", + " row_ = numpy.absolute(diffy) <= (XX[0,0] * tolerance)# cellsize\n", + "c:\\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" + ] + } + ], + "prompt_number": 7 + }, + { + "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=(14, 4))\n", + "\n", + "plotar = []\n", + "plotarstorage = []\n", + "plotaroutflow = []\n", + "\n", + "for ts in range(1,30):\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()" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "display_data", + "png": "iVBORw0KGgoAAAANSUhEUgAAAzYAAAEKCAYAAADAaMC+AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", + "text": [ + "" + ] + } + ], + "prompt_number": 8 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "dynModelFw._runSuspend() # saves the state variables\n", + "dynModelFw._wf_shutdown()" + ], + "language": "python", + "metadata": {}, + "outputs": [] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [], + "language": "python", + "metadata": {}, + "outputs": [] + } + ], + "metadata": {} + } + ] } \ No newline at end of file