{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Using a Modflow model as a stressmodel in Pastas\n", "\n", "This notebook shows how to use a simple Modflow model as stress model in Pastas.\n", "\n", "Please note that the showcased workflow is not how we intend to keep things. Major breaking changes in the next release." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Packages" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The autoreload extension is already loaded. To reload it, use:\n", " %reload_ext autoreload\n" ] } ], "source": [ "import os\n", "\n", "import flopy\n", "import pandas as pd\n", "import pastas as ps\n", "from pastas.timer import SolveTimer\n", "\n", "import pastas_plugins.modflow as ppmf\n", "\n", "ps.set_log_level(\"ERROR\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Download MODFLOW executable" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "bindir = \"bin\"\n", "mf6_exe = os.path.join(bindir, \"mf6\")\n", "if not os.path.isfile(mf6_exe):\n", " if not os.path.isdir(bindir):\n", " os.makedirs(bindir)\n", " flopy.utils.get_modflow(\"bin\", repo=\"modflow6\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Data" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# %%\n", "tmin = pd.Timestamp(\"2001-01-01\")\n", "tmax = pd.Timestamp(\"2014-12-31\")\n", "\n", "tmin_wu = tmin - pd.Timedelta(days=3651)\n", "tmin_wu = pd.Timestamp(\"1986-01-01\")\n", "\n", "ds = ps.load_dataset(\"collenteur_2019\")\n", "head = ds[\"head\"].squeeze()\n", "prec = ds[\"rain\"].squeeze().resample(\"D\").asfreq().fillna(0.0)\n", "evap = ds[\"evap\"].squeeze()\n", "\n", "# head = pd.read_csv(\"data/obs.csv\", index_col=0, parse_dates=True).squeeze()\n", "# prec = (\n", "# pd.read_csv(\"data/rain.csv\", index_col=0, parse_dates=True)\n", "# .squeeze()\n", "# .resample(\"D\")\n", "# .asfreq()\n", "# .fillna(0.0)\n", "# )\n", "# evap = pd.read_csv(\"data/evap.csv\", index_col=0, parse_dates=True).squeeze()\n", "\n", "ps.plots.series(head, [prec, evap], hist=False);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Time series models\n", "\n", "### Standard exponential model" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Fit report Head Fit Statistics\n", "================================================\n", "nfev 10 EVP 87.68\n", "nobs 4291 R2 0.88\n", "noise False RMSE 0.42\n", "tmin 2003-01-01 00:00:00 AICc -7500.17\n", "tmax 2014-12-31 00:00:00 BIC -7474.72\n", "freq D Obj 372.93\n", "warmup 3650 days 00:00:00 ___ \n", "solver LeastSquares Interp. No\n", "\n", "Parameters (4 optimized)\n", "================================================\n", " optimal initial vary\n", "test_exp_A 341.874957 29.925748 True\n", "test_exp_a 97.909322 10.000000 True\n", "test_exp_f -0.878938 -1.000000 True\n", "constant_d -14.227685 -11.740288 True\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# %%\n", "# create model with exponential response function\n", "mlexp = ps.Model(head)\n", "mlexp.add_stressmodel(\n", " ps.RechargeModel(prec=prec, evap=evap, rfunc=ps.Exponential(), name=\"test_exp\")\n", ")\n", "mlexp.solve(tmin=tmin, tmax=tmax)\n", "mlexp.plot();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Uncalibrated MODFLOW time series model\n", "\n", "Using parameters based on the Pastas Exponential model." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "# %%\n", "# extract resistance and sy from exponential model\n", "# transform exponential parameters to modflow resistance and sy\n", "mlexp_c = mlexp.parameters.loc[\"test_exp_A\", \"optimal\"]\n", "mlexp_c_i = mlexp.parameters.loc[\"test_exp_A\", \"initial\"]\n", "mlexp_s = (\n", " mlexp.parameters.loc[\"test_exp_a\", \"optimal\"]\n", " / mlexp.parameters.loc[\"test_exp_A\", \"optimal\"]\n", ")\n", "mlexp_s_i = (\n", " mlexp.parameters.loc[\"test_exp_a\", \"initial\"]\n", " / mlexp.parameters.loc[\"test_exp_A\", \"initial\"]\n", ")\n", "mlexp_d = mlexp.parameters.loc[\"constant_d\", \"optimal\"]\n", "mlexp_d_i = mlexp.parameters.loc[\"constant_d\", \"initial\"]\n", "mlexp_f = mlexp.parameters.loc[\"test_exp_f\", \"optimal\"]\n", "mlexp_f_i = mlexp.parameters.loc[\"test_exp_f\", \"initial\"]" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# create modflow pastas model with c and sy\n", "mlexpmf = ps.Model(head)\n", "# shorten the warmup to speed up the modflow calculation somewhat.\n", "mlexpmf.settings[\"warmup\"] = pd.Timedelta(days=4 * 365)\n", "expmf = ppmf.ModflowRch(exe_name=mf6_exe, sim_ws=\"mf_files/test_expmf\", head=head)\n", "expsm = ppmf.ModflowModel(prec=prec, evap=evap, modflow=expmf, name=\"test_expmfsm\")\n", "mlexpmf.add_stressmodel(expsm)\n", "mlexpmf.set_parameter(f\"{expsm.name}_s\", initial=mlexp_s, vary=False)\n", "mlexpmf.set_parameter(f\"{expsm.name}_c\", initial=mlexp_c, vary=False)\n", "mlexpmf.set_parameter(f\"{expsm.name}_f\", initial=mlexp_f, vary=False)\n", "if \"constant_d\" in mlexpmf.parameters.index:\n", " mlexpmf.set_parameter(\"constant_d\", initial=mlexp_d, vary=False)\n", " if expmf._head is not None:\n", " mlexpmf.del_constant()\n", " mlexpmf.set_parameter(f\"{expsm.name}_d\", initial=mlexp_d, vary=False)\n", "\n", "sim = mlexpmf.simulate()\n", "ax = mlexpmf.observations().plot(marker=\".\", color=\"k\", linestyle=\"None\", legend=False)\n", "sim.plot(ax=ax)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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initialpminpmaxvarynamediststderroptimal
test_expmfsm_d-14.227685-14.500-5.420000e+00Falsetest_expmfsmuniformNaNNaN
test_expmfsm_c341.87495710.0001.000000e+08Falsetest_expmfsmuniformNaNNaN
test_expmfsm_s0.2863890.0015.000000e-01Falsetest_expmfsmuniformNaNNaN
test_expmfsm_f-0.878938-2.0000.000000e+00Falsetest_expmfsmuniformNaNNaN
\n", "
" ], "text/plain": [ " initial pmin pmax vary name \\\n", "test_expmfsm_d -14.227685 -14.500 -5.420000e+00 False test_expmfsm \n", "test_expmfsm_c 341.874957 10.000 1.000000e+08 False test_expmfsm \n", "test_expmfsm_s 0.286389 0.001 5.000000e-01 False test_expmfsm \n", "test_expmfsm_f -0.878938 -2.000 0.000000e+00 False test_expmfsm \n", "\n", " dist stderr optimal \n", "test_expmfsm_d uniform NaN NaN \n", "test_expmfsm_c uniform NaN NaN \n", "test_expmfsm_s uniform NaN NaN \n", "test_expmfsm_f uniform NaN NaN " ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mlexpmf.parameters" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Calibrated MODFLOW time series model\n", "\n", "Now fit a Pastas Model using the Modflow model as a response function. This takes some\n", "time, as the modflow model has to be recomputed for every iteration in the optimization\n", "process." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Optimization progress: 53it [02:19, 2.63s/it]" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Fit report Head Fit Statistics\n", "================================================\n", "nfev 17 EVP 86.85\n", "nobs 5737 R2 0.87\n", "noise False RMSE 0.43\n", "tmin 2003-01-01 00:00:00 AICc -9760.95\n", "tmax 2018-12-25 00:00:00 BIC -9734.34\n", "freq D Obj 522.56\n", "warmup 1460 days 00:00:00 ___ \n", "solver LeastSquares Interp. No\n", "\n", "Parameters (4 optimized)\n", "================================================\n", " optimal initial vary\n", "test_mfsm_d -13.843900 -11.740288 True\n", "test_mfsm_c 319.022453 29.925748 True\n", "test_mfsm_s 0.315744 0.334160 True\n", "test_mfsm_f -0.980087 -1.000000 True\n", "\n", "Warnings! (1)\n", "================================================\n", "Response tmax for 'test_mfsm' > than calibration period.\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "\n" ] } ], "source": [ "ml = ps.Model(head)\n", "ml.del_constant()\n", "# shorten the warmup to speed up the modflow calculation somewhat.\n", "ml.settings[\"warmup\"] = pd.Timedelta(days=4 * 365)\n", "mf = ppmf.ModflowRch(exe_name=mf6_exe, sim_ws=\"mf_files/test_mfrch\", head=head)\n", "sm = ppmf.ModflowModel(prec, evap, modflow=mf, name=\"test_mfsm\")\n", "ml.add_stressmodel(sm)\n", "\n", "ml.set_parameter(f\"{sm.name}_s\", initial=mlexp_s_i, vary=True)\n", "ml.set_parameter(f\"{sm.name}_c\", initial=mlexp_c_i, vary=True)\n", "ml.set_parameter(f\"{sm.name}_f\", initial=mlexp_f_i, vary=True)\n", "# ml.set_parameter(\"constant_d\", initial=mlexp_d_i, vary=True)\n", "\n", "with SolveTimer() as st:\n", " ml.solve(callback=st.timer)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ml.plot();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Results\n", "\n", "### Parameters" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
Pastas-Modflow
 initialpminpmaxvarynamediststderroptimal
test_mfsm_d-11.740288-14.500000-5.420000Truetest_mfsmuniform0.023597-13.843900
test_mfsm_c29.92574810.000000100000000.000000Truetest_mfsmuniform2.552015319.022453
test_mfsm_s0.3341600.0010000.500000Truetest_mfsmuniform0.0033360.315744
test_mfsm_f-1.000000-2.0000000.000000Truetest_mfsmuniform0.004257-0.980087
\n" ], "text/plain": [ "" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ml.parameters.style.set_table_attributes('style=\"font-size: 12px\"').set_caption(\n", " \"Pastas-Modflow\"\n", ")" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
Pastas-Exponential
 initialpminpmaxvarynamediststderroptimal
test_exp_A29.9257480.0000102992.574763Truetest_expuniform2.845206341.874957
test_exp_a10.0000000.0100001000.000000Truetest_expuniform0.89585197.909322
test_exp_f-1.000000-2.0000000.000000Truetest_expuniform0.010571-0.878938
constant_d-11.740288nannanTrueconstantuniform0.034303-14.227685
\n" ], "text/plain": [ "" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mlexp.parameters.style.set_table_attributes('style=\"font-size: 12px\"').set_caption(\n", " \"Pastas-Exponential\"\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Compare parameters from the Pastas-Modflow model to the \"true\" parameters derived from\n", "the Pastas exponential model." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
 TrueMF6Difference% Difference
test_mfsm_d-14.23-13.840.38-2.70
test_mfsm_c341.87319.02-22.85-6.68
test_mfsm_s0.290.320.0310.25
test_mfsm_f-0.88-0.98-0.1011.51
\n" ], "text/plain": [ "" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "comparison = pd.DataFrame(\n", " {\n", " \"True\": mlexpmf.parameters[\"initial\"].values,\n", " \"MF6\": ml.parameters[\"optimal\"].values,\n", " },\n", " index=ml.parameters.index,\n", ")\n", "comparison[\"Difference\"] = comparison[\"MF6\"] - comparison[\"True\"]\n", "comparison[\"% Difference\"] = (comparison[\"Difference\"] / comparison[\"True\"]) * 100\n", "comparison.style.format(precision=2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Plots\n", "\n", "Compare the Pastas-Modflow simulation to the Pastas-Exponential simulation." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = ml.plot() # Pastas-Modflow\n", "mlexp.plot(ax=ax) # Pastas-Exponential\n", "handles, labels = ax.get_legend_handles_labels()\n", "ax.legend(\n", " handles[0:2] + handles[3:],\n", " labels[0:1] + [\"MODFLOW\", \"Exponential\"],\n", " loc=\"upper left\",\n", ")" ] } ], "metadata": { "kernelspec": { "display_name": "pastas-env-yLiFYOJv-py3.10", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.12" } }, "nbformat": 4, "nbformat_minor": 4 }