{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Using a Modflow UZF model as a stressmodel 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": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "DeprecationWarning: As of Pastas 1.5, no noisemodel is added to the pastas Model class by default anymore. To solve your model using a noisemodel, you have to explicitly add a noisemodel to your model before solving. For more information, and how to adapt your code, please see this issue on GitHub: https://github.com/pastas/pastas/issues/735IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html" ] } ], "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\")\n", "\n", "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 Groundwater Article" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "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", "tmin = pd.Timestamp(\"2003-01-01\")\n", "tmax = pd.Timestamp(\"2018-12-25\")\n", "\n", "ps.plots.series(head, [prec, evap], hist=False);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Standard exponential model" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Fit report Head Fit Statistics\n", "================================================\n", "nfev 11 EVP 87.10\n", "nobs 5737 R2 0.87\n", "noise False RMSE 0.42\n", "tmin 2003-01-01 00:00:00 AICc -9870.13\n", "tmax 2018-12-25 00:00:00 BIC -9843.52\n", "freq D Obj 512.71\n", "warmup 3650 days 00:00:00 ___ \n", "solver LeastSquares Interp. No\n", "\n", "Parameters (4 optimized)\n", "================================================\n", " optimal initial vary\n", "exp_A 331.311203 29.925748 True\n", "exp_a 98.430976 10.000000 True\n", "exp_f -0.854493 -1.000000 True\n", "constant_d -14.150486 -11.740288 True\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mlexp = ps.Model(head)\n", "mlexp.add_stressmodel(\n", " ps.RechargeModel(prec=prec, evap=evap, rfunc=ps.Exponential(), name=\"exp\")\n", ")\n", "mlexp.solve(tmin=tmin, tmax=tmax)\n", "mlexp.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## FLEX model" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Fit report Head Fit Statistics\n", "=================================================\n", "nfev 32 EVP 89.09\n", "nobs 5737 R2 0.89\n", "noise False RMSE 0.39\n", "tmin 2003-01-01 00:00:00 AICc -10827.00\n", "tmax 2018-12-25 00:00:00 BIC -10787.08\n", "freq D Obj 433.65\n", "warmup 3650 days 00:00:00 ___ \n", "solver LeastSquares Interp. No\n", "\n", "Parameters (6 optimized)\n", "=================================================\n", " optimal initial vary\n", "flex_A 0.472212 0.074380 True\n", "flex_a 99.246846 10.000000 True\n", "flex_srmax 250.000000 250.000000 False\n", "flex_lp 0.250000 0.250000 False\n", "flex_ks 167.022904 100.000000 True\n", "flex_gamma 3.833278 2.000000 True\n", "flex_kv 0.956051 1.000000 True\n", "flex_simax 2.000000 2.000000 False\n", "constant_d -15.288913 -11.740288 True\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mlflex = ps.Model(head)\n", "rm = ps.RechargeModel(\n", " prec=prec.multiply(1e3),\n", " evap=evap.multiply(1e3),\n", " rfunc=ps.Exponential(),\n", " recharge=ps.rch.FlexModel(),\n", " name=\"flex\",\n", ")\n", "mlflex.add_stressmodel(rm)\n", "mlflex.set_parameter(f\"{rm.name}_srmax\", vary=False)\n", "mlflex.solve(tmin=tmin, tmax=tmax)\n", "mlflex.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### UZF model\n", "\n", "With some optimal parameters from exponential model" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mlumf = ps.Model(head)\n", "\n", "expmf = ppmf.ModflowUzf(exe_name=mf6_exe, sim_ws=\"mf_files/uzf_gw\", head=head)\n", "expsm = ppmf.ModflowModel(prec=prec, evap=evap, modflow=expmf, name=\"uzfsm\")\n", "mlumf.add_stressmodel(expsm)\n", "mlumf.set_parameter(\n", " f\"{expsm.name}_s\",\n", " initial=mlexp.parameters.at[\"exp_a\", \"optimal\"]\n", " / mlexp.parameters.at[\"exp_A\", \"optimal\"],\n", " vary=False,\n", ")\n", "mlumf.set_parameter(\n", " f\"{expsm.name}_c\", initial=mlexp.parameters.at[\"exp_A\", \"optimal\"], vary=False\n", ")\n", "constant_d = mlexp.parameters.at[\"constant_d\", \"optimal\"]\n", "if \"constant_d\" in mlumf.parameters.index:\n", " mlumf.set_parameter(\"constant_d\", initial=constant_d, vary=False)\n", " if expmf._head is not None:\n", " mlumf.del_constant()\n", " mlumf.set_parameter(f\"{expsm.name}_d\", initial=constant_d, vary=False)\n", "\n", "# choose height high enough above constant_d and the largest head value\n", "# otherwise you get runoff via the drn package (originally simulate_gwseep=True)\n", "mlumf.set_parameter(f\"{expsm.name}_height\", initial=10.0, vary=False)\n", "\n", "ax = mlumf.plot()" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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initialpminpmaxvarynamediststderroptimal
uzfsm_d-14.150486-14.500-5.420000e+00FalseuzfsmuniformNaNNaN
uzfsm_c331.31120310.0001.000000e+08FalseuzfsmuniformNaNNaN
uzfsm_s0.2970950.0015.000000e-01FalseuzfsmuniformNaNNaN
uzfsm_height10.0000000.0101.000000e+01FalseuzfsmuniformNaNNaN
uzfsm_vks1.0000000.0001.000000e+01TrueuzfsmuniformNaNNaN
uzfsm_thtr0.1000000.0002.000000e-01TrueuzfsmuniformNaNNaN
uzfsm_thts0.3000000.2004.000000e-01TrueuzfsmuniformNaNNaN
uzfsm_thextfrac0.1000000.0001.000000e+00TrueuzfsmuniformNaNNaN
uzfsm_eps5.0000003.5001.000000e+01TrueuzfsmuniformNaNNaN
uzfsm_extdpfrac0.5000000.0001.000000e+00TrueuzfsmuniformNaNNaN
\n", "
" ], "text/plain": [ " initial pmin pmax vary name dist \\\n", "uzfsm_d -14.150486 -14.500 -5.420000e+00 False uzfsm uniform \n", "uzfsm_c 331.311203 10.000 1.000000e+08 False uzfsm uniform \n", "uzfsm_s 0.297095 0.001 5.000000e-01 False uzfsm uniform \n", "uzfsm_height 10.000000 0.010 1.000000e+01 False uzfsm uniform \n", "uzfsm_vks 1.000000 0.000 1.000000e+01 True uzfsm uniform \n", "uzfsm_thtr 0.100000 0.000 2.000000e-01 True uzfsm uniform \n", "uzfsm_thts 0.300000 0.200 4.000000e-01 True uzfsm uniform \n", "uzfsm_thextfrac 0.100000 0.000 1.000000e+00 True uzfsm uniform \n", "uzfsm_eps 5.000000 3.500 1.000000e+01 True uzfsm uniform \n", "uzfsm_extdpfrac 0.500000 0.000 1.000000e+00 True uzfsm uniform \n", "\n", " stderr optimal \n", "uzfsm_d NaN NaN \n", "uzfsm_c NaN NaN \n", "uzfsm_s NaN NaN \n", "uzfsm_height NaN NaN \n", "uzfsm_vks NaN NaN \n", "uzfsm_thtr NaN NaN \n", "uzfsm_thts NaN NaN \n", "uzfsm_thextfrac NaN NaN \n", "uzfsm_eps NaN NaN \n", "uzfsm_extdpfrac NaN NaN " ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mlumf.parameters" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### UZF model calibrated" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Optimization progress: 0it [00:00, ?it/s]" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Optimization progress: 201it [18:38, 5.56s/it]" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Fit report Head Fit Statistics\n", "=================================================\n", "nfev 30 EVP 91.54\n", "nobs 5737 R2 0.92\n", "noise False RMSE 0.34\n", "tmin 2003-01-01 00:00:00 AICc -12279.67\n", "tmax 2018-12-25 00:00:00 BIC -12219.81\n", "freq D Obj 336.29\n", "warmup 1460 days 00:00:00 ___ \n", "solver LeastSquares Interp. No\n", "\n", "Parameters (9 optimized)\n", "=================================================\n", " optimal initial vary\n", "mfsm_d -14.214659 -11.740288 True\n", "mfsm_c 315.829023 220.000000 True\n", "mfsm_s 0.275418 0.050000 True\n", "mfsm_height 8.603391 1.000000 True\n", "mfsm_vks 9.477940 1.000000 True\n", "mfsm_thtr 0.032361 0.100000 True\n", "mfsm_thts 0.237595 0.300000 True\n", "mfsm_eps 5.854889 5.000000 True\n", "mfsm_extdpfrac 1.000000 0.500000 True\n", "\n", "Warnings! (2)\n", "=================================================\n", "Parameter 'mfsm_extdpfrac' on upper bound: 1.00e+00\n", "Response tmax for 'mfsm' > than calibration period.\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "\n" ] } ], "source": [ "ml = ps.Model(head)\n", "ml.del_constant()\n", "\n", "# shorten the warmup to speed up the modflow calculation somewhat.\n", "ml.settings[\"warmup\"] = pd.Timedelta(days=4 * 365)\n", "mf = ppmf.ModflowUzf(\n", " exe_name=mf6_exe,\n", " sim_ws=\"mf_files/mfuzf_gw\",\n", " head=head,\n", " ntrailwaves=35,\n", " nwavesets=100,\n", ")\n", "sm = ppmf.ModflowModel(prec, evap, modflow=mf, name=\"mfsm\")\n", "ml.add_stressmodel(sm)\n", "\n", "ml.set_parameter(f\"{sm.name}_d\", pmin=-15.0)\n", "\n", "with SolveTimer() as st:\n", " ml.solve(callback=st.timer, tmin=tmin, tmax=tmax, diff_step=0.1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Compare" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(12783.0, 17890.0)" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = ml.observations().plot(\n", " marker=\".\", color=\"k\", linestyle=\"None\", legend=False, figsize=(7.5, 6)\n", ")\n", "mlexp.simulate().plot(ax=ax, label=\"Exponential\")\n", "mlflex.simulate().plot(ax=ax, label=\"FlexModel\")\n", "ml.simulate().plot(ax=ax, label=\"UZF\")\n", "ax.legend(ncol=4, loc=\"upper right\")\n", "ax.set_xlim(tmin + pd.Timedelta(days=2 * 365), tmax)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Synthetic data" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "ds = ps.load_dataset(\"vonk_2024\")\n", "head = ds[\"heads\"].loc[:, (\"SandyLoam\", \"D85\", \"x00\")].rename(\"usg_head\").iloc[1:]\n", "prec = ds[\"stresses\"].loc[:, \"prec [m/d]\"].rename(\"prec\")\n", "evap = ds[\"stresses\"].loc[:, \"evap [m/d]\"].rename(\"evap\")\n", "\n", "tmin = pd.Timestamp(\"2000-01-01\")\n", "tmax = head.index[-1]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### UZF model with parameters we \"know\" from USG" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mlu = ps.Model(head)\n", "mlu.del_constant()\n", "\n", "mf = ppmf.ModflowUzf(\n", " exe_name=mf6_exe,\n", " sim_ws=\"mf_files/mfuzf_usg\",\n", " head=head,\n", " ntrailwaves=35,\n", " nwavesets=100,\n", ")\n", "sm = ppmf.ModflowModel(prec, evap, modflow=mf, name=\"mfsm\")\n", "mlu.add_stressmodel(sm)\n", "\n", "# only parameter we don't know\n", "mlu.set_parameter(f\"{sm.name}_c\", initial=100.0) # select by hand\n", "# plugin \"true\" parameters from modflow usg model\n", "mlu.set_parameter(f\"{sm.name}_d\", initial=8.5) # level in canal\n", "mlu.set_parameter(\n", " f\"{sm.name}_s\", initial=0.271\n", ") # specific yield from theta_s - theta_fc\n", "mlu.set_parameter(f\"{sm.name}_height\", initial=1.5) # freeboard\n", "mlu.set_parameter(f\"{sm.name}_vks\", initial=1.0061) # m/day\n", "mlu.set_parameter(f\"{sm.name}_thtr\", initial=0.065) # theta_r\n", "mlu.set_parameter(f\"{sm.name}_thts\", initial=0.41, pmax=0.45) # theta_s\n", "mlu.set_parameter(f\"{sm.name}_eps\", initial=4.954) # brooks in mfusg\n", "mlu.set_parameter(f\"{sm.name}_extdpfrac\", initial=1.0 / 1.5) # root depth 1 m\n", "\n", "mlu.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### UZF model calibrated" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Optimization progress: 160it [42:34, 15.96s/it]" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Fit report usg_head Fit Statistics\n", "=================================================\n", "nfev 16 EVP 97.57\n", "nobs 9862 R2 0.98\n", "noise False RMSE 0.02\n", "tmin 1996-01-01 00:00:00 AICc -76352.72\n", "tmax 2022-12-31 00:00:00 BIC -76287.97\n", "freq D Obj 2.14\n", "warmup 3650 days 00:00:00 ___ \n", "solver LeastSquares Interp. No\n", "\n", "Parameters (9 optimized)\n", "=================================================\n", " optimal initial vary\n", "mfsm_d 8.454669 8.500000 True\n", "mfsm_c 161.112127 100.000000 True\n", "mfsm_s 0.217382 0.271000 True\n", "mfsm_height 2.429316 1.500000 True\n", "mfsm_vks 1.074913 1.006100 True\n", "mfsm_thtr 0.124601 0.065000 True\n", "mfsm_thts 0.250819 0.410000 True\n", "mfsm_eps 4.862579 4.954000 True\n", "mfsm_extdpfrac 0.926662 0.666667 True\n", "\n", "Warnings! (1)\n", "=================================================\n", "Response tmax for 'mfsm' > than calibration period.\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "\n" ] } ], "source": [ "with SolveTimer() as st:\n", " mlu.solve(callback=st.timer, diff_step=0.1)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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