From 31759743c04e45603cc70c4aa2774feff1422cf1 Mon Sep 17 00:00:00 2001 From: Eline Date: Mon, 6 Jan 2025 16:44:15 +0100 Subject: [PATCH] approximation groundwater recharge --- .../sonoran_desert_CMIP_2025_approx.ipynb | 684 ++++++++++++++++++ 1 file changed, 684 insertions(+) create mode 100644 book/thesis_projects/BSc/2024_Q2_ElineMol_CEG/Deliverables/sonoran_desert_CMIP_2025_approx.ipynb diff --git a/book/thesis_projects/BSc/2024_Q2_ElineMol_CEG/Deliverables/sonoran_desert_CMIP_2025_approx.ipynb b/book/thesis_projects/BSc/2024_Q2_ElineMol_CEG/Deliverables/sonoran_desert_CMIP_2025_approx.ipynb new file mode 100644 index 0000000..a4e6427 --- /dev/null +++ b/book/thesis_projects/BSc/2024_Q2_ElineMol_CEG/Deliverables/sonoran_desert_CMIP_2025_approx.ipynb @@ -0,0 +1,684 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "d4d13fc0-6d2f-453f-b045-39555dc93f4f", + "metadata": {}, + "source": [ + "# Sonoran Desert: CMIP6 projections\n", + "#### Evaporation in 2025\n", + "Evaporation in 2025, 2050, 2075 and 2100 for the climate scenarios SSP1-2.6, SSP2-4.5 and SSP5-8.5. The camel that is used for this notebook is: hysets_09488650" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "ddba7aa6-2113-4e4d-b642-5aed6107211a", + "metadata": {}, + "outputs": [], + "source": [ + "import warnings\n", + "warnings.filterwarnings(\"ignore\", category=UserWarning)\n", + "\n", + "import matplotlib.pyplot as plt\n", + "from cartopy import crs\n", + "from cartopy import feature as cfeature\n", + "import fiona\n", + "import shapely.geometry\n", + "from pyproj import Geod\n", + "from rich import print\n", + "import pandas as pd\n", + "import xarray as xr\n", + "\n", + "import ewatercycle.forcing\n", + "import ewatercycle.models\n", + "import ewatercycle.parameter_sets" + ] + }, + { + "cell_type": "markdown", + "id": "a3fd9deb-bdbe-469f-b5d2-57f0236ba4a3", + "metadata": {}, + "source": [ + "### Setting up the model: SSP1-2.6\n", + "Location of the groundwater recharge: Gila river near Yuma." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "3036b0d0-1f6e-4502-8638-3a63e5756b94", + "metadata": {}, + "outputs": [], + "source": [ + "station_latitude = 32.71555556\n", + "station_longitude = -114.533386" + ] + }, + { + "cell_type": "markdown", + "id": "301ecb08-2f39-4e80-ac25-2d74d30376f7", + "metadata": {}, + "source": [ + "Loading the parameter set and forcing set. Setting up the PCR-GlobWB model. " + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "9e3e0cc8-8e50-4066-86cc-55628f64da46", + "metadata": {}, + "outputs": [], + "source": [ + "parameter_set = ewatercycle.parameter_sets.ParameterSet(\n", + " name=\"custom_parameter_set\",\n", + " directory= \"/data/shared/parameter-sets/pcrglobwb_global\",\n", + " config=\"./pcrglobwb_sonoran_ERA5_05min.ini\",\n", + " target_model=\"pcrglobwb\",\n", + " supported_model_versions={\"setters\"},\n", + ")\n", + "#print(parameter_set)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "706d3bba-db77-46f2-bff2-090dcb00019d", + "metadata": {}, + "outputs": [], + "source": [ + "forcing126 = ewatercycle.forcing.sources[\"PCRGlobWBForcing\"].load(\n", + " directory=\"/home/emol/forcing/sonoran_desert_CMIP_SSP126/work/diagnostic/script\",\n", + ")\n", + "#print(forcing)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "13cd01f4-0e0e-4dd4-836b-1a5f9eccc6b5", + "metadata": {}, + "outputs": [], + "source": [ + "pcrglob126 = ewatercycle.models.PCRGlobWB(\n", + " parameter_set=parameter_set,\n", + " forcing=forcing126\n", + ")\n", + "#print(pcrglob)" + ] + }, + { + "cell_type": "markdown", + "id": "ba4d3e92-38a1-4316-82e5-4a2f0311425c", + "metadata": {}, + "source": [ + "Starting and initializing the model" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "6cfa8860-2782-47d1-af1c-aeeafef73561", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "('/home/emol/repos/projects/book/thesis_projects/BSc/2024_Q2_ElineMol_CEG/Deliverables/pcrglobwb_20250106_152501/pcrglobwb_ewatercycle.ini',\n", + " '/home/emol/repos/projects/book/thesis_projects/BSc/2024_Q2_ElineMol_CEG/Deliverables/pcrglobwb_20250106_152501')" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#start_time = \"2025-01-01T00:00:00Z\"\n", + "#end_time = \"2025-12-31T00:00:00Z\"\n", + "\n", + "cfg_file126, cfg_dir126 = pcrglob126.setup(\n", + " end_time=\"2025-09-30T00:00:00Z\",\n", + " max_spinups_in_years=0\n", + ")\n", + "cfg_file126, cfg_dir126" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "fcf19a7a-59e3-41af-9290-990379cbff6d", + "metadata": {}, + "outputs": [], + "source": [ + "pcrglob126.initialize(cfg_file126)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "6f9d70d7-9673-4dfd-bd06-b6f20608a5e8", + "metadata": {}, + "outputs": [], + "source": [ + "time126 = pd.date_range(pcrglob126.start_time_as_isostr, pcrglob126.end_time_as_isostr)\n", + "timeseries126 = pd.DataFrame(\n", + " index=pd.Index(time126, name=\"time\"), columns=[\"PCRGlobWB: Sonoran Desert\"]\n", + ")\n", + "recharge126 = pd.DataFrame(\n", + " index=pd.Index(time126, name=\"time\"), columns=[\"PCRGlobWB: Sonoran Desert\"]\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "30c0a13d-3c93-434f-8ff6-aedaf80f3dee", + "metadata": {}, + "outputs": [], + "source": [ + "while pcrglob126.time < pcrglob126.end_time:\n", + " pcrglob126.update()\n", + "\n", + " precipitation_at_station126 = pcrglob126.get_value_at_coords(\n", + " \"precipitation\", lat=[station_latitude], lon=[station_longitude]\n", + " )\n", + "\n", + " landsurface_at_station126 = pcrglob126.get_value_at_coords(\n", + " \"land_surface_runoff\", lat=[station_latitude], lon=[station_longitude]\n", + " )\n", + " \n", + " evaporation_at_station126 = pcrglob126.get_value_at_coords(\n", + " \"total_evaporation\", lat=[station_latitude], lon=[station_longitude]\n", + " )\n", + "\n", + " recharge_at_station126 = pcrglob126.get_value_at_coords(\n", + " \"groundwater_recharge\", lat=[station_latitude], lon=[station_longitude]\n", + " )\n", + " \n", + " time126 = pcrglob126.time_as_isostr\n", + " timeseries126[\"PCRGlobWB: Sonoran Desert\"][time126] = precipitation_at_station126[0] + landsurface_at_station126[0] - evaporation_at_station126[0] \n", + " recharge126[\"PCRGlobWB: Sonoran Desert\"][time126] = recharge_at_station126[0]\n", + "\n", + " # Show progress\n", + " #print(time126,end='\\r') # \"\\r\" clears the output before printing the next timestamp\n" + ] + }, + { + "cell_type": "markdown", + "id": "4da39fec-7b29-4d96-ad91-0659c3cf57f9", + "metadata": {}, + "source": [ + "Approximation of groundwater recharge of SSP1-2.6." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "4861e840-1501-4f93-8070-e69d6f12ab82", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "timeseries126.plot()\n", + "plt.title(\"Approximation Groundwater Recharge\");" + ] + }, + { + "cell_type": "markdown", + "id": "d145747f-bd55-4111-8932-c6f962548d04", + "metadata": {}, + "source": [ + "Comparing the approximation with the groundwater recharge that is simulated with PCR-GlobWB." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "64a62425-8a58-455e-a6fd-5c1efef91d90", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(recharge126, label=\"PCR-GlobWB Recharge\", color=\"blue\")\n", + "plt.plot(timeseries126, label=\"Approximates Recharge\", color=\"green\")\n", + "plt.title(\"PCR-GlobWB vs approximated groundwater recharge\")\n", + "plt.ylabel(\"Groundwater recharge [m/day]\")\n", + "plt.xlabel(\"Time\")\n", + "plt.xticks(rotation=45, ha='right')\n", + "plt.legend();" + ] + }, + { + "cell_type": "markdown", + "id": "e34fe514-d9df-4b9d-9b7a-71ea07382107", + "metadata": {}, + "source": [ + "### Now for SSP4-6.0\n", + "First, set up the forcing that will be used in the model." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "3677eeee-25f6-4630-ad0e-b5691ad0e050", + "metadata": {}, + "outputs": [], + "source": [ + "parameter_set = ewatercycle.parameter_sets.ParameterSet(\n", + " name=\"custom_parameter_set\",\n", + " directory= \"/data/shared/parameter-sets/pcrglobwb_global\",\n", + " config=\"./pcrglobwb_sonoran_ERA5_05min.ini\",\n", + " target_model=\"pcrglobwb\",\n", + " supported_model_versions={\"setters\"},\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "bac804af-28e9-46e7-8e3e-0254009ebf11", + "metadata": {}, + "outputs": [], + "source": [ + "forcing245 = ewatercycle.forcing.sources[\"PCRGlobWBForcing\"].load(\n", + " directory=\"/home/emol/forcing/sonoran_desert_CMIP_SSP245/work/diagnostic/script\",\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "72866c75-a7e3-4028-8adc-43075591833d", + "metadata": {}, + "outputs": [], + "source": [ + "pcrglob245 = ewatercycle.models.PCRGlobWB(\n", + " parameter_set=parameter_set,\n", + " forcing=forcing245\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "11d50b22-cf60-44cb-92f8-dec10807cd6b", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "('/home/emol/repos/projects/book/thesis_projects/BSc/2024_Q2_ElineMol_CEG/Deliverables/pcrglobwb_20250106_152908/pcrglobwb_ewatercycle.ini',\n", + " '/home/emol/repos/projects/book/thesis_projects/BSc/2024_Q2_ElineMol_CEG/Deliverables/pcrglobwb_20250106_152908')" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#start_time = \"2025-01-01T00:00:00Z\"\n", + "#end_time = \"2025-12-31T00:00:00Z\"\n", + "\n", + "cfg_file245, cfg_dir245 = pcrglob245.setup(\n", + " end_time=\"2025-09-30T00:00:00Z\",\n", + " max_spinups_in_years=0\n", + ")\n", + "cfg_file245, cfg_dir245" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "e53b1244-ca3f-4824-b227-f900343b3871", + "metadata": {}, + "outputs": [], + "source": [ + "pcrglob245.initialize(cfg_file245)" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "509ea6fd-30d0-49d7-ab08-7bbd5f8c27ab", + "metadata": {}, + "outputs": [], + "source": [ + "time245 = pd.date_range(pcrglob245.start_time_as_isostr, pcrglob245.end_time_as_isostr)\n", + "timeseries245 = pd.DataFrame(\n", + " index=pd.Index(time245, name=\"time\"), columns=[\"PCRGlobWB: Sonoran Desert\"]\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "ff5ac20b-2a79-4de3-80ec-8b1f1ff92ef0", + "metadata": {}, + "outputs": [], + "source": [ + "while pcrglob245.time < pcrglob245.end_time:\n", + " pcrglob245.update()\n", + " \n", + " precipitation_at_station245 = pcrglob245.get_value_at_coords(\n", + " \"precipitation\", lat=[station_latitude], lon=[station_longitude]\n", + " )\n", + "\n", + " landsurface_at_station245 = pcrglob245.get_value_at_coords(\n", + " \"land_surface_runoff\", lat=[station_latitude], lon=[station_longitude]\n", + " )\n", + " \n", + " evaporation_at_station245 = pcrglob245.get_value_at_coords(\n", + " \"total_evaporation\", lat=[station_latitude], lon=[station_longitude]\n", + " )\n", + " \n", + " time245 = pcrglob245.time_as_isostr\n", + " timeseries245[\"PCRGlobWB: Sonoran Desert\"][time245] = precipitation_at_station245[0] + landsurface_at_station245[0] - evaporation_at_station245[0] \n", + " # Show progress\n", + " #print(time245,end='\\r') # \"\\r\" clears the output before printing the next timestamp\n" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "b737effc-35a3-4bcd-914d-e7c40864107d", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "timeseries245.plot()" + ] + }, + { + "cell_type": "markdown", + "id": "febb76b8-1990-494e-aa87-ab8bb72a14e0", + "metadata": {}, + "source": [ + "### Now for SSP5-8.5\n", + "First, set up the forcing." + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "3662294b-edb4-43a0-b843-34662415a949", + "metadata": {}, + "outputs": [], + "source": [ + "parameter_set = ewatercycle.parameter_sets.ParameterSet(\n", + " name=\"custom_parameter_set\",\n", + " directory= \"/data/shared/parameter-sets/pcrglobwb_global\",\n", + " config=\"./pcrglobwb_sonoran_ERA5_05min.ini\",\n", + " target_model=\"pcrglobwb\",\n", + " supported_model_versions={\"setters\"},\n", + ")\n", + "#print(parameter_set)" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "6f60a5f7-0fbc-489a-80d5-6da781029b3a", + "metadata": {}, + "outputs": [], + "source": [ + "forcing585 = ewatercycle.forcing.sources[\"PCRGlobWBForcing\"].load(\n", + " directory=\"/home/emol/forcing/sonoran_desert_CMIP_SSP585/work/diagnostic/script\",\n", + ")\n", + "#print(forcing)" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "a2b305b0-26d0-4a85-8cc1-d46c0897d3bc", + "metadata": {}, + "outputs": [], + "source": [ + "pcrglob585 = ewatercycle.models.PCRGlobWB(\n", + " parameter_set=parameter_set,\n", + " forcing=forcing585\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "13f65ae0-7964-43fe-afe4-ef82d170343f", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "('/home/emol/repos/projects/book/thesis_projects/BSc/2024_Q2_ElineMol_CEG/Deliverables/pcrglobwb_20250106_153215/pcrglobwb_ewatercycle.ini',\n", + " '/home/emol/repos/projects/book/thesis_projects/BSc/2024_Q2_ElineMol_CEG/Deliverables/pcrglobwb_20250106_153215')" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#start_time = \"2025-01-01T00:00:00Z\"\n", + "#end_time = \"2025-12-31T00:00:00Z\"\n", + "\n", + "cfg_file585, cfg_dir585 = pcrglob585.setup(\n", + " end_time=\"2025-09-30T00:00:00Z\",\n", + " max_spinups_in_years=0\n", + ")\n", + "cfg_file585, cfg_dir585" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "e4a5a284-f81c-40fd-9181-eaa9369eb8a8", + "metadata": {}, + "outputs": [], + "source": [ + "pcrglob585.initialize(cfg_file585)" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "2da2e165-ffe4-404b-9836-d3ebba8e20c7", + "metadata": {}, + "outputs": [], + "source": [ + "time585 = pd.date_range(pcrglob585.start_time_as_isostr, pcrglob585.end_time_as_isostr)\n", + "timeseries585 = pd.DataFrame(\n", + " index=pd.Index(time585, name=\"time\"), columns=[\"PCRGlobWB: Sonoran Desert\"]\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "637e5f77-1364-4615-8959-75ff18a431bd", + "metadata": {}, + "outputs": [], + "source": [ + "while pcrglob585.time < pcrglob585.end_time:\n", + " pcrglob585.update()\n", + "\n", + " precipitation_at_station585 = pcrglob585.get_value_at_coords(\n", + " \"precipitation\", lat=[station_latitude], lon=[station_longitude]\n", + " )\n", + "\n", + " landsurface_at_station585 = pcrglob585.get_value_at_coords(\n", + " \"land_surface_runoff\", lat=[station_latitude], lon=[station_longitude]\n", + " )\n", + " \n", + " evaporation_at_station585 = pcrglob585.get_value_at_coords(\n", + " \"total_evaporation\", lat=[station_latitude], lon=[station_longitude]\n", + " )\n", + " \n", + " time585 = pcrglob585.time_as_isostr\n", + " timeseries585[\"PCRGlobWB: Sonoran Desert\"][time585] = precipitation_at_station585[0] + landsurface_at_station585[0] - evaporation_at_station585[0] \n", + "\n", + " # Show progress\n", + " #print(time585,end='\\r') # \"\\r\" clears the output before printing the next timestamp\n" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "0962ced0-38c6-41d7-879b-2ca5c77cced0", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "timeseries585.plot()" + ] + }, + { + "cell_type": "markdown", + "id": "e0715da0-88a2-4d51-8fd1-1d2de40a9c9a", + "metadata": {}, + "source": [ + "### Plotting the timeseries" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "0c3bf6f1-0576-417d-9454-d996cb17c40b", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(timeseries126, label=\"SSP1-2.6\", color=\"green\")\n", + "plt.plot(timeseries245, label=\"SSP2-4.5\", color=\"blue\")\n", + "plt.plot(timeseries585, label=\"SSP5-8.5\", color=\"orange\")\n", + "\n", + "plt.title(\"Comparison SSPs approximation groundwater recharge (aug 2025)\")\n", + "plt.xlabel(\"Time\")\n", + "plt.ylabel(\"Groundwater Recharge [m/day]\")\n", + "plt.xticks(rotation=45, ha='right')\n", + "plt.legend(loc=2);" + ] + }, + { + "cell_type": "markdown", + "id": "6e36bdb2-072a-4ff2-a512-6b9c9449d370", + "metadata": {}, + "source": [ + "### Comparing to PCR-GlobWB groundwater recharge" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "be2b87cb-e085-4267-a888-f53114c0da89", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "14b7a686-644f-48d8-a957-8ca6415673af", + "metadata": {}, + "outputs": [], + "source": [ + "pcrglob126.finalize()\n", + "pcrglob245.finalize()\n", + "pcrglob585.finalize()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "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": "3.12.5" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}