{ "cells": [ { "cell_type": "markdown", "id": "2fd4013f", "metadata": {}, "source": [ "(_perpignan)=\n", "# How to simulate a groundwater level time series influenced by groundwater pumping?\n", "\n", "This example is taken from the Gardenia tutorial {cite:p}`2013:thiery_didacticiel`.\n", "\n", "This example shows how to simulate a groundwater level time series influenced by a set of pumping wells from which historical time series are known. Data from this example comes from a piezometer located near the Perpignan town and were gathered and studied by {cite}`2010:dagneaux_etude` and provided by B. Ladouche and Y. Caballero from BRGM.\n", "\n", "The following data are available:\n", "- Daily rainfall and evapotranspiration from 1970-08-01 to 2006-07-31\n", "- Daily piezometric levels with some gaps from 1974-02-11 to 2006-12-06.\n", "- Monthly sum of nearby pumping well flow rates from 1998 to 2007 in m3.\n", "\n", "Monthly time series were transformed in daily time series in order to attribute a pumping rate to each daily time step. Each monthly pumped flow rates were attributed to each day of the month, divided by the number of days in the month.\n" ] }, { "cell_type": "markdown", "id": "0b8d8772", "metadata": {}, "source": [ "## TOML configuration file\n", "\n", "```{literalinclude} model.toml\n", ":language: toml\n", "```" ] }, { "cell_type": "markdown", "id": "5a6fbd8d", "metadata": {}, "source": [ "## Optimization" ] }, { "cell_type": "code", "execution_count": 8, "id": "872e2ffd", "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "\n", "import rameau as rm\n", "\n", "# Load model from a toml file\n", "model = rm.Model.from_toml(f\"model.toml\")\n", "\n", "# Run a simulation with parameters defined in the toml file\n", "sim = model.run_optimization()\n", "model.tree = sim.tree" ] }, { "cell_type": "markdown", "id": "9a99c5a8", "metadata": {}, "source": [ "Metrics are:" ] }, { "cell_type": "code", "execution_count": 9, "id": "d443fbda", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "watersheds Watershed 1\n", "metrics \n", "nse 0.896345\n" ] } ], "source": [ "# Print the groundwater level metrics\n", "scores = sim.get_opti_metrics(\"watertable\")\n", "print(scores)" ] }, { "cell_type": "markdown", "id": "95591715", "metadata": {}, "source": [ "We plot groundwater level time series resulting from the optimization and we compare it with observations." ] }, { "cell_type": "code", "execution_count": 10, "id": "1e3dfb16", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Get the watertable simulation from optimization 1 \n", "wtl_sim = sim.get_output(\"watertable\")\n", "\n", "# Get the watertable observation\n", "wtl_obs = model.get_input(\"groundwaterobs\")\n", "\n", "# Plot watertable\n", "df = pd.DataFrame(\n", " {\n", " \"Obs\":wtl_obs.iloc[:, 0],\n", " \"Sim\":wtl_sim.iloc[:, 0],\n", " }\n", ")\n", "df.loc[\"1998-08-01\":\"2006-07-31\", :].plot(\n", " grid=True,\n", " title=\"Simulated and observed groundwater levels\",\n", " ylabel=\"m NGF\",\n", " style=[\"+\", \"-\"]\n", ")\n", "plt.show() " ] }, { "cell_type": "markdown", "id": "d771dfd0", "metadata": {}, "source": [ "We plot the pulse response to an instantaneous pumped volume of $10^6$ $\\mathrm{m^3}$." ] }, { "cell_type": "code", "execution_count": 11, "id": "5c8ff388", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sim = model.create_simulation()\n", "\n", "data = sim._inputs.groundwaterpumping.data\n", "data[:, :] = 0.0\n", "data[0, :] = 1e6\n", "sim._inputs.groundwaterpumping.data = data\n", "\n", "data = sim._inputs.rainfall.data\n", "data[:, :] = 0.0\n", "sim._inputs.rainfall.data = data\n", "\n", "data = sim._inputs.pet.data\n", "data[:, :] = 0.0\n", "sim._inputs.pet.data = data\n", "\n", "sim.run(1, 200)\n", "\n", "wt_sim = sim.get_output(\"watertable\")\n", "wt_sim = wt_sim.iloc[0:200].max() - wt_sim\n", "wt_sim.iloc[0:200, :].plot(grid=True, ylabel=\"Groundwater level variations (m)\")" ] }, { "cell_type": "markdown", "id": "af946a90", "metadata": {}, "source": [ "Now we plot the response to a constant pumped volume of $10^4$ $\\mathrm{m^3}$." ] }, { "cell_type": "code", "execution_count": 12, "id": "437dcd23", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sim = model.create_simulation()\n", "\n", "data = sim._inputs.groundwaterpumping.data\n", "data[:, :] = 1e4\n", "sim._inputs.groundwaterpumping.data = data\n", "\n", "data = sim._inputs.rainfall.data\n", "data[:, :] = 0.0\n", "sim._inputs.rainfall.data = data\n", "\n", "data = sim._inputs.pet.data\n", "data[:, :] = 0.0\n", "sim._inputs.pet.data = data\n", "\n", "sim.run(1, 200)\n", "\n", "wt_sim = sim.get_output(\"watertable\")\n", "wt_sim = wt_sim.iloc[0:200].max() - wt_sim\n", "wt_sim.iloc[0:200, :].plot(grid=True, ylabel=\"Groundwater level variations (m)\")" ] }, { "cell_type": "markdown", "id": "cdbd2ef6", "metadata": {}, "source": [ "At last we plot the influence of the rainfall alone. The amplitude of the rainfall influence is of the order of 1 me, while the amplitude of the varitions in the piezometric level is of the ordre of 6 m. The piezometer is therefore more sensitive to pumping increase than rainfall decrease." ] }, { "cell_type": "code", "execution_count": 13, "id": "65d72d6b", "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": [ "sim = model.create_simulation()\n", "\n", "data = sim._inputs.groundwaterpumping.data\n", "data[:, :] = 0.0\n", "sim._inputs.groundwaterpumping.data = data\n", "\n", "sim.run(1, sim._ntimestep)\n", "\n", "wt_sim = sim.get_output(\"watertable\")\n", "wt_sim.plot(grid=True, ylabel=\"Groundwater level variations (m)\")" ] }, { "cell_type": "code", "execution_count": null, "id": "c88533d4", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "dev", "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": "3.12.3" } }, "nbformat": 4, "nbformat_minor": 5 }