{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Example 2: Analysis of groundwater monitoring networks using Pastas\n", "\n", "This notebook is supplementary material to the following paper submitted to Groundwater:\n", "\n", "*Collenteur, R.A., Bakker, M., Caljé, R., Klop, S.A., Schaars, F. (2019) [Pastas: open source software for the analysis of groundwater time series](https://ngwa.onlinelibrary.wiley.com/doi/abs/10.1111/gwat.12925). Groundwater. doi: 10.1111/gwat.12925.*\n", "\n", "In this second example, it is demonstrated how scripts can be used to analyze a large number of time series. Consider a pumping well field surrounded by a number of observations wells. The pumping wells are screened in the middle aquifer of a three-aquifer system. The objective is to estimate the drawdown caused by the groundwater pumping in each observation well.\n", "\n", "\n", "## 1. Import the packages" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Pastas version: 1.12.0\n", "Python version: 3.13.5\n", "NumPy version: 2.3.5\n", "Pandas version: 2.3.3\n", "SciPy version: 1.16.3\n", "Matplotlib version: 3.10.7\n", "Numba version: 0.62.1\n" ] } ], "source": [ "# Import the packages\n", "import os\n", "\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pandas as pd\n", "\n", "import pastas as ps\n", "\n", "ps.show_versions()\n", "ps.set_log_level(\"ERROR\")\n", "\n", "try:\n", " from timml import ModelMaq, Well\n", "\n", " plot_timml = True\n", "except ImportError:\n", " plot_timml = False\n", "\n", "plot_results = False" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 2. Importing the time series\n", "In this codeblock the time series are imported. The following time series are imported:\n", "\n", "- 44 time series with head observations [m] from the monitoring network;\n", "- precipitation [m/d] from KNMI station Oudenbosch;\n", "- potential evaporation [m/d] from KNMI station de Bilt;\n", "- Total pumping rate [m3/d] from well field Seppe." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# Dictionary to hold all heads\n", "heads = {}\n", "\n", "# Load a metadata-file with xy-coordinates from the groundwater heads\n", "metadata_heads = pd.read_csv(\"data/metadata_heads.csv\", index_col=0)\n", "distances = pd.read_csv(\"data/distances.csv\", index_col=0)\n", "\n", "# Add the groundwater head observations to the database\n", "for fname in os.listdir(\"./data/heads/\"):\n", " fname = os.path.join(\"./data/heads/\", fname)\n", " obs = pd.read_csv(fname, parse_dates=True, index_col=0).squeeze()\n", " heads[obs.name] = obs" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Load a metadata-file with xy-coordinates from the explanatory variables\n", "metadata = pd.read_csv(\"data/metadata_stresses.csv\", index_col=0)\n", "\n", "# Import the precipitation, evaporation and well time series\n", "rain = pd.read_csv(\"data/rain.csv\", parse_dates=True, index_col=0).squeeze()\n", "evap = pd.read_csv(\"data/evap.csv\", parse_dates=True, index_col=0).squeeze()\n", "well = pd.read_csv(\"data/well.csv\", parse_dates=True, index_col=0).squeeze()\n", "\n", "# Plot the stresses\n", "fig, [ax1, ax2, ax3] = plt.subplots(3, 1, figsize=(10, 5), sharex=True)\n", "rain.plot(ax=ax1)\n", "evap.plot(ax=ax2)\n", "well.plot(ax=ax3)\n", "plt.xlim(\"1960\", \"2018\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 3/4/5. Creating and optimizing the Time Series Model\n", "\n", "For each time series of groundwater head observations a TFN model is constructed with the following model components:\n", "- A Constant\n", "- A NoiseModel\n", "- A RechargeModel object to simulate the effect of recharge\n", "- A StressModel object to simulate the effect of groundwater extraction\n", "\n", "\n", "***Calibrating all models can take a couple of minutes!!***" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The number of models where the well is dropped from the model is 10\n" ] } ], "source": [ "# Create folder to save the model figures\n", "mls = {}\n", "mlpath = \"models\"\n", "if not os.path.exists(mlpath):\n", " os.mkdir(mlpath)\n", "\n", "# Choose the calibration period\n", "tmin = \"1970\"\n", "tmax = \"2017-09\"\n", "num = 0\n", "\n", "for name, head in heads.items():\n", " # Create a Model for each time series and add a StressModel2 for the recharge\n", " ml = ps.Model(head, name=name)\n", "\n", " # Add the RechargeModel to simulate the effect of rainfall and evaporation\n", " rm = ps.RechargeModel(rain, evap, rfunc=ps.Gamma(), name=\"recharge\")\n", " ml.add_stressmodel(rm)\n", "\n", " # Add a StressModel to simulate the effect of the groundwater extractions\n", " sm = ps.StressModel(\n", " well / 1e6, rfunc=ps.Hantush(), name=\"well\", settings=\"well\", up=False\n", " )\n", " ml.add_stressmodel(sm)\n", "\n", " # Add a NoiseModel (explicitly required since Pastas 1.5)\n", " nm = ps.ArNoiseModel()\n", " ml.add_noisemodel(nm)\n", "\n", " # Estimate the model parameters\n", " ml.solve(tmin=tmin, tmax=tmax, report=False, solver=ps.LmfitSolve())\n", "\n", " # Check if the estimated effect of the groundwater extraction is significant.\n", " # If not, delete the stressmodel and calibrate the model again.\n", " gain, stderr = ml.parameters.loc[\"well_A\", [\"optimal\", \"stderr\"]]\n", " if stderr is None:\n", " stderr = 10.0\n", " if 1.96 * stderr > -gain:\n", " num += 1\n", " ml.del_stressmodel(\"well\")\n", " ml.solve(tmin=tmin, tmax=tmax, report=False)\n", "\n", " # Plot the results and store the plot\n", " mls[name] = ml\n", " if plot_results:\n", " ml.plots.results()\n", " path = os.path.join(mlpath, name + \".png\")\n", " plt.savefig(path, bbox_inches=\"tight\")\n", " plt.close()\n", "print(f\"The number of models where the well is dropped from the model is {num}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Make plots for publication\n", "In the next codeblocks the Figures used in the Pastas paper are created. The following figures are created:\n", "\n", "- Figure of the drawdown estimated for each observations well; \n", "- Figure of the decomposition of the different contributions;\n", "- Figure of the pumping rate of the well field." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Figure of the drawdown estimated for each observations well" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "x = np.linspace(100, 5000, 100)\n", "\n", "if plot_timml:\n", " # Values from REGIS II v2.2 (Site id B49F0240)\n", " z = [9, -25, -83, -115, -190] # Reference to NAP\n", " kv = np.array(\n", " [\n", " 1e-3,\n", " 5e-3,\n", " ]\n", " ) # Min-Max of Vertical hydraulic conductivity for both leaky layer\n", " D1 = z[0] - z[1] # Estimated thickness of leaky layer\n", " c1 = D1 / kv # Estimated resistance\n", " D2 = z[2] - z[3]\n", " c2 = D2 / kv\n", "\n", " kh1 = np.array(\n", " [\n", " 1e0,\n", " 2.5e0,\n", " ]\n", " ) # Min-Max of Horizontal hydraulic conductivity for aquifer 1\n", " kh2 = np.array(\n", " [\n", " 1e1,\n", " 2.5e1,\n", " ]\n", " ) # Min-Max of Horizontal hydraulic conductivity for aquifer 2\n", "\n", " mlm = ModelMaq(\n", " kaq=[kh1.mean(), 35], z=z, c=[c1.max(), c2.mean()], topboundary=\"semi\", hstar=0\n", " )\n", " w = Well(mlm, 0, 0, 34791, layers=1)\n", " mlm.solve()\n", " h = mlm.headalongline(x, 0)\n", " np.savetxt(\"head_timml.out\", h)\n", "else:\n", " h = np.loadtxt(\"head_timml.out\")" ] }, { "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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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Get the parameters and distances to plot\n", "params = pd.DataFrame(index=mls.keys(), columns=[\"optimal\", \"stderr\"], dtype=float)\n", "for name, ml in mls.items():\n", " if \"well\" in ml.stressmodels.keys():\n", " params.loc[name] = (\n", " ml.parameters.loc[\"well_A\", [\"optimal\", \"stderr\"]]\n", " * well.loc[\"2007\":].mean()\n", " / 1e6\n", " )\n", "\n", "# Select model per aquifer\n", "shallow = metadata_heads.z.loc[(metadata_heads.z < 96)].index\n", "aquifer = metadata_heads.z.loc[(metadata_heads.z < 186) & (metadata_heads.z > 96)].index\n", "\n", "# Make the plot\n", "fig = plt.figure(figsize=(8, 5))\n", "plt.grid(zorder=-10)\n", "\n", "display_error_bars = True\n", "\n", "if display_error_bars:\n", " plt.errorbar(\n", " distances.loc[shallow, \"Seppe\"],\n", " params.loc[shallow, \"optimal\"],\n", " yerr=1.96 * params.loc[shallow, \"stderr\"],\n", " linestyle=\"\",\n", " elinewidth=2,\n", " marker=\"\",\n", " markersize=10,\n", " capsize=4,\n", " )\n", " plt.errorbar(\n", " distances.loc[aquifer, \"Seppe\"],\n", " params.loc[aquifer, \"optimal\"],\n", " yerr=1.96 * params.loc[aquifer, \"stderr\"],\n", " linestyle=\"\",\n", " elinewidth=2,\n", " marker=\"\",\n", " capsize=4,\n", " )\n", "\n", "plt.scatter(\n", " distances.loc[shallow],\n", " params.loc[shallow, \"optimal\"],\n", " marker=\"^\",\n", " s=80,\n", " label=\"aquifer 1\",\n", ")\n", "plt.scatter(\n", " distances.loc[aquifer],\n", " params.loc[aquifer, \"optimal\"],\n", " marker=\"s\",\n", " s=80,\n", " label=\"aquifer 2\",\n", ")\n", "\n", "# Plot two-layer TimML model for comparison\n", "plt.plot(x, h[0], color=\"C0\", linestyle=\"--\", label=\"TimML L1\")\n", "plt.plot(x, h[1], color=\"C1\", linestyle=\"--\", label=\"TimML L2\")\n", "\n", "plt.ylabel(\"steady drawdown (m)\")\n", "plt.xlabel(\"radial distance from the center of the well field (m)\")\n", "plt.xlim(0, 4501)\n", "plt.legend(loc=4)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Example figure of a TFN model " ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'pumping well')" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Select a model to plot\n", "ml = mls[\"B49F0232_5\"]\n", "\n", "# Create the figure\n", "[ax1, ax2, ax3] = ml.plots.decomposition(\n", " split=False, figsize=(7, 6), ytick_base=1, tmin=\"1985\"\n", ")\n", "plt.xticks(rotation=0)\n", "ax1.set_yticks([2, 0, -2])\n", "ax1.set_ylabel(\"head (m)\")\n", "ax1.legend().set_visible(False)\n", "ax3.set_yticks([-4, -6])\n", "ax2.set_ylabel(\n", " \"contributions (m) \"\n", ") # Little trick to get the label right\n", "ax3.set_xlabel(\"year\")\n", "ax3.set_ylabel(\"\")\n", "ax3.set_title(\"pumping well\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Figure of the pumping rate of the well field" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(np.float64(-6940.0), np.float64(17532.0))" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1, 1, figsize=(8, 2.5), sharex=True)\n", "ax.plot(well, color=\"k\")\n", "ax.set_ylabel(\"pumping rate\\n[m$^3$/day]\")\n", "ax.set_xlabel(\"year\")\n", "ax.set_xlim(pd.Timestamp(\"1951\"), pd.Timestamp(\"2018\"))" ] } ], "metadata": { "kernelspec": { "display_name": "pastas (3.13.5)", "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": "3.13.5" } }, "nbformat": 4, "nbformat_minor": 4 }