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Last active April 22, 2024 13:23
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{
"cells": [
{
"cell_type": "markdown",
"id": "e9cd8d85-eb4a-45d6-925a-e3e770592043",
"metadata": {},
"source": [
"### Import modules and verify they work? "
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "ec7e710a-5aa4-40f9-a1cb-151e3cddbe04",
"metadata": {},
"outputs": [],
"source": [
"# general python\n",
"import warnings\n",
"warnings.filterwarnings(\"ignore\", category=UserWarning)\n",
"import numpy as np\n",
"import os\n",
"from pathlib import Path\n",
"import yaml\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"import xarray as xr"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "4569a0f2-4bea-48cc-b5a4-ca5384e368c6",
"metadata": {},
"outputs": [],
"source": [
"# general eWC\n",
"import ewatercycle\n",
"import ewatercycle.models\n",
"import ewatercycle.forcing"
]
},
{
"cell_type": "code",
"execution_count": 64,
"id": "d9173a25-e32e-4a1a-8b37-12633efa9d09",
"metadata": {},
"outputs": [],
"source": [
"# pip install ewatercycle-HBV"
]
},
{
"cell_type": "code",
"execution_count": 65,
"id": "4e987f92-f6ea-4161-8582-1a5b86b54984",
"metadata": {},
"outputs": [],
"source": [
"import ewatercycle_HBV"
]
},
{
"cell_type": "code",
"execution_count": 66,
"id": "60eb0ccb-d5e8-486a-aee0-e6962348c727",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'1.8.3'"
]
},
"execution_count": 66,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ewatercycle_HBV.__version__"
]
},
{
"cell_type": "markdown",
"id": "111bc65b-8299-43ba-95fd-e92df6b92707",
"metadata": {},
"source": [
"#### set up paths"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "df66893d-b667-4fcc-a841-683f32ed2cc7",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"PosixPath('/home/davidhaasnoot/eWaterCycle-WSL-WIP/Forcing')"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"path = Path.cwd()\n",
"forcing_path = path / \"Forcing\"\n",
"forcing_path"
]
},
{
"cell_type": "markdown",
"id": "4787c692-3f9c-402b-9b48-93daeeb47926",
"metadata": {},
"source": [
"#### add parameter info"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "33fbba0f-dbc0-4812-9125-79e0df831e7b",
"metadata": {},
"outputs": [],
"source": [
"## Array of initial storage terms - we keep these constant for now \n",
"## Si, Su, Sf, Ss, Sp\n",
"s_0 = np.array([0, 100, 0, 5, 0])\n",
"\n",
"## Array of parameters min/max bounds as a reference\n",
"## Imax, Ce, Sumax, beta, Pmax, T_lag, Kf, Ks, FM\n",
"p_min_initial= np.array([0, 0.2, 40, .5, .001, 1, .01, .0001, 6])\n",
"p_max_initial = np.array([8, 1, 800, 4, .3, 10, .1, .01, 0.1])\n",
"p_names = [\"$I_{max}$\", \"$C_e$\", \"$Su_{max}$\", \"β\", \"$P_{max}$\", \"$T_{lag}$\", \"$K_f$\", \"$K_s$\", \"FM\"]\n",
"S_names = [\"Interception storage\", \"Unsaturated Rootzone Storage\", \"Fastflow storage\", \"Groundwater storage\", \"Snowpack storage\"]\n",
"param_names = [\"Imax\",\"Ce\", \"Sumax\", \"beta\", \"Pmax\", \"Tlag\", \"Kf\", \"Ks\", \"FM\"]\n",
"\n",
"# set initial as mean of max,min\n",
"par_0 = (p_min_initial + p_max_initial)/2"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "03aea008-87ce-4d09-8d01-f12dfe6bb116",
"metadata": {},
"outputs": [],
"source": [
"experiment_start_date = \"1997-08-01T00:00:00Z\"\n",
"experiment_end_date = \"2000-08-31T00:00:00Z\"\n",
"HRU_id = 2479155\n",
"alpha = 1.2626"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "41855c32-2650-403e-bcad-332eab6c1ec4",
"metadata": {},
"outputs": [],
"source": [
"from ewatercycle.forcing import sources "
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "7b37cdcd-a85a-42db-8624-4ee77899702b",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"ForcingSources[\n",
" \"CaravanForcing\",\n",
" \"DistributedMakkinkForcing\",\n",
" \"DistributedUserForcing\",\n",
" \"GenericDistributedForcing\",\n",
" \"GenericLumpedForcing\",\n",
" \"HBVForcing\",\n",
" \"LorenzForcing\",\n",
" \"LumpedMakkinkForcing\",\n",
" \"LumpedUserForcing\"\n",
"]"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"sources"
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "6249ec9f-8ff2-4181-ac6f-cac309d8cf72",
"metadata": {},
"outputs": [],
"source": [
"test_forcing = ewatercycle.forcing.sources.HBVForcing(start_time = experiment_start_date,\n",
" end_time = experiment_end_date,\n",
" directory = forcing_path,\n",
" camels_file = f'test_forcing.txt',\n",
" test_data_bool=True\n",
" )"
]
},
{
"cell_type": "markdown",
"id": "7ab1b4e5-c1bf-48d1-a46a-19a7aeb8867c",
"metadata": {},
"source": [
"#### Can also run locally"
]
},
{
"cell_type": "code",
"execution_count": 68,
"id": "c13afe17-a7d9-4728-9fa7-bc9b70c94fee",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"ModelSources[\n",
" \"HBV\",\n",
" \"HBVLocal\",\n",
" \"Lorenz\"\n",
"]"
]
},
"execution_count": 68,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ewatercycle.models.sources"
]
},
{
"cell_type": "code",
"execution_count": 20,
"id": "ab699e15-e3d2-4504-bc02-202e16ea5818",
"metadata": {},
"outputs": [],
"source": [
"from ewatercycle.models import HBVLocal "
]
},
{
"cell_type": "code",
"execution_count": 21,
"id": "9aad16e2-272a-4fe3-a048-0801cbfa4a52",
"metadata": {
"editable": true,
"slideshow": {
"slide_type": ""
},
"tags": []
},
"outputs": [],
"source": [
"local_model = HBVLocal(forcing=test_forcing)"
]
},
{
"cell_type": "markdown",
"id": "b6f86ebb-37ed-4db7-b011-971b8eafbbb0",
"metadata": {},
"source": [
"need to add a local container to run"
]
},
{
"cell_type": "code",
"execution_count": 22,
"id": "a6c23e65-f652-444b-9782-238b8ad957a7",
"metadata": {},
"outputs": [],
"source": [
"config_file, _ = local_model.setup(\n",
" parameters=','.join([str(p) for p in par_0]),\n",
" initial_storage=','.join([str(s) for s in s_0]),\n",
" )"
]
},
{
"cell_type": "code",
"execution_count": 23,
"id": "33bec934-bd45-4274-9204-3c762564434c",
"metadata": {},
"outputs": [],
"source": [
"local_model.initialize(config_file)"
]
},
{
"cell_type": "code",
"execution_count": 24,
"id": "d232b347-c50a-487b-a04b-d18c0ef4ec27",
"metadata": {},
"outputs": [],
"source": [
"ds = xr.open_dataset(forcing_path / local_model.forcing.pr)"
]
},
{
"cell_type": "code",
"execution_count": 25,
"id": "5c67e834-9232-41a3-9e19-216c742e83da",
"metadata": {},
"outputs": [],
"source": [
"Q_m = []\n",
"time = []\n",
"while local_model.time < local_model.end_time:\n",
" local_model.update()\n",
" Q_m.append(local_model.get_value(\"Q\"))\n",
" time.append(local_model.time_as_datetime.date())"
]
},
{
"cell_type": "code",
"execution_count": 26,
"id": "d6d843b5-08d7-44da-b2ff-098b71091a9c",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x7fc076c2c4c0>]"
]
},
"execution_count": 26,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.plot(time[:-10], Q_m[:-10])"
]
},
{
"cell_type": "code",
"execution_count": 27,
"id": "1ff5c18f-7f4d-477b-9dcf-ce85c94c3185",
"metadata": {},
"outputs": [],
"source": [
"local_model.finalize()"
]
},
{
"cell_type": "markdown",
"id": "d638ed73-f837-453b-984c-d6e4e8cbdc21",
"metadata": {},
"source": [
"Test camels"
]
},
{
"cell_type": "code",
"execution_count": 29,
"id": "9f206132-2205-4bfc-9f27-4718969a94ed",
"metadata": {},
"outputs": [],
"source": [
"from ewatercycle.forcing import sources"
]
},
{
"cell_type": "code",
"execution_count": 30,
"id": "117bde42-4895-4a5f-9ab2-b9864ca25e7f",
"metadata": {},
"outputs": [],
"source": [
"experiment_start_date = \"1997-08-01T00:00:00Z\"\n",
"experiment_end_date = \"2005-09-01T00:00:00Z\"\n",
"HRU_id = 1620500\n",
"alpha = 1.26"
]
},
{
"cell_type": "code",
"execution_count": 31,
"id": "1c828693-a426-4526-a4c8-e866a460488d",
"metadata": {},
"outputs": [],
"source": [
"camels_forcing = sources.HBVForcing(start_time = experiment_start_date,\n",
" end_time = experiment_end_date,\n",
" directory = forcing_path,\n",
" camels_file = f'0{HRU_id}_lump_cida_forcing_leap.txt',\n",
" alpha = alpha,\n",
" )"
]
},
{
"cell_type": "code",
"execution_count": 34,
"id": "4e44ad44-a796-401b-aa5e-d571b18defcd",
"metadata": {},
"outputs": [],
"source": [
"local_model_camels = HBVLocal(forcing=camels_forcing)"
]
},
{
"cell_type": "code",
"execution_count": 35,
"id": "4972d5b5-ed5f-4d11-97f4-d88c0a88f755",
"metadata": {},
"outputs": [],
"source": [
"config_file, _ = local_model_camels.setup(\n",
" parameters=','.join([str(p) for p in par_0]),\n",
" initial_storage=','.join([str(s) for s in s_0]),\n",
" )"
]
},
{
"cell_type": "code",
"execution_count": 36,
"id": "d8faf65a-3f1a-4ce0-b072-d8dcfb8f6310",
"metadata": {},
"outputs": [],
"source": [
"local_model_camels.initialize(config_file)"
]
},
{
"cell_type": "code",
"execution_count": 37,
"id": "4782dc11-48d9-494f-8421-1d024e137422",
"metadata": {},
"outputs": [],
"source": [
"Q_m = []\n",
"time = []\n",
"while local_model_camels.time < local_model_camels.end_time:\n",
" local_model_camels.update()\n",
" Q_m.append(local_model_camels.get_value(\"Q\"))\n",
" time.append(local_model_camels.time_as_datetime.date())"
]
},
{
"cell_type": "code",
"execution_count": 38,
"id": "401f3655-8459-407c-bb74-2f88fe0f6590",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x7fc076a69f30>]"
]
},
"execution_count": 38,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.plot(time[:-10], Q_m[:-10])"
]
},
{
"cell_type": "markdown",
"id": "079e5a37-0155-421f-b5cb-2f175db20d60",
"metadata": {},
"source": [
"# makkink"
]
},
{
"cell_type": "code",
"execution_count": 39,
"id": "2e40862b-f269-4d10-99f7-3caf399ebecc",
"metadata": {},
"outputs": [],
"source": [
"#shapefile that describes the basin we want to study.\n",
"path = Path.cwd()\n",
"forcing_path = path / \"Forcing\"\n",
"shapeFile = forcing_path/ \"Rhine_shp\" / \"Rhine.shp\"\n",
"\n",
"#location to saved forcing results from previous notebook\n",
"forcingLocation = forcing_path / \"RhineForcing2000-2002\"\n",
"\n",
"#GRDC station ID for the observation station\n",
"grdc_station_id = \"6335020\" # GRDC station ID\n",
"basin_name = \"Rhine\"\n",
"observation_path = path / \"Observations\"\n",
"\n",
"#period of interest. Make sure that GRDC data is available for this period and that.\n",
"experiment_start_time=\"2000-01-01T00:00:00Z\"\n",
"experiment_end_time=\"2002-12-31T00:00:00Z\"\n"
]
},
{
"cell_type": "code",
"execution_count": 40,
"id": "5bc42599-c0b8-4909-a9bf-b3c46002b76c",
"metadata": {},
"outputs": [],
"source": [
"ERA5_forcing = ewatercycle.forcing.sources[\"LumpedMakkinkForcing\"].load(forcingLocation)"
]
},
{
"cell_type": "code",
"execution_count": 43,
"id": "93ea3380-52d4-4f62-96ed-6d3055ddf906",
"metadata": {},
"outputs": [],
"source": [
"local_model_era5 = HBVLocal(forcing=ERA5_forcing)"
]
},
{
"cell_type": "code",
"execution_count": 44,
"id": "fa0126a7-d20e-4dea-b398-780cb5d89b65",
"metadata": {},
"outputs": [],
"source": [
"config_file, _ = local_model_era5.setup(\n",
" parameters=','.join([str(p) for p in par_0]),\n",
" initial_storage=','.join([str(s) for s in s_0]),\n",
" )"
]
},
{
"cell_type": "code",
"execution_count": 45,
"id": "e199f93d-abb4-4511-8ae0-ad63ae4263d5",
"metadata": {},
"outputs": [],
"source": [
"local_model_era5.initialize(config_file)"
]
},
{
"cell_type": "code",
"execution_count": 46,
"id": "542c6524-c503-4752-8c59-2e97f9018fd2",
"metadata": {},
"outputs": [],
"source": [
"Q_m = []\n",
"time = []\n",
"while local_model_era5.time < local_model_era5.end_time:\n",
" local_model_era5.update()\n",
" Q_m.append(local_model_era5.get_value(\"Q\"))\n",
" time.append(local_model_era5.time_as_datetime.date())"
]
},
{
"cell_type": "code",
"execution_count": 47,
"id": "2ec298e2-0704-422a-8029-0e48909e580f",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x7fc076bf5270>]"
]
},
"execution_count": 47,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.plot(time[:-10], Q_m[:-10])"
]
},
{
"cell_type": "markdown",
"id": "b944e1b8-e225-483d-b39e-74ed4dea37cf",
"metadata": {},
"source": [
"# Containerised"
]
},
{
"cell_type": "code",
"execution_count": 51,
"id": "555a3c69-953c-403b-a259-125aa8370dd8",
"metadata": {},
"outputs": [],
"source": [
"from ewatercycle.models import HBV"
]
},
{
"cell_type": "code",
"execution_count": 52,
"id": "e58785c1-fe03-4f4f-b00c-ee5754de1bf5",
"metadata": {},
"outputs": [],
"source": [
"model = HBV(forcing=test_forcing) "
]
},
{
"cell_type": "code",
"execution_count": 53,
"id": "ebbd898f-b3cc-4d03-8050-21067d31c1e8",
"metadata": {},
"outputs": [],
"source": [
"config_file, _ = model.setup(\n",
" parameters=','.join([str(p) for p in par_0]),\n",
" initial_storage=','.join([str(s) for s in s_0]),\n",
" )"
]
},
{
"cell_type": "code",
"execution_count": 54,
"id": "ba14b408-e446-45aa-b406-91dc35f40bc1",
"metadata": {},
"outputs": [],
"source": [
"model.initialize(config_file)"
]
},
{
"cell_type": "code",
"execution_count": 55,
"id": "579fe3d8-0418-4e76-9d66-9c1a938812cc",
"metadata": {},
"outputs": [],
"source": [
"Q_m = []\n",
"time = []\n",
"while model.time < model.end_time:\n",
" model.update()\n",
" Q_m.append(model.get_value(\"Q\"))\n",
" time.append(pd.Timestamp(model.time_as_datetime.date()))"
]
},
{
"cell_type": "code",
"execution_count": 56,
"id": "a6fd6178-1059-497a-a91f-dd0fa983df2a",
"metadata": {},
"outputs": [],
"source": [
"model.finalize()"
]
},
{
"cell_type": "code",
"execution_count": 57,
"id": "ccde9dca-258d-409c-a602-d4abda553b32",
"metadata": {},
"outputs": [],
"source": [
"df = pd.DataFrame(data=Q_m,columns=[\"Modeled discharge\"],index=time)"
]
},
{
"cell_type": "code",
"execution_count": 58,
"id": "5a1fa61b-97ec-46a7-9fbd-65d415568371",
"metadata": {},
"outputs": [],
"source": [
"Q_m_in_ref = np.loadtxt(r\"Observations/Q_m_out_ref.txt\")"
]
},
{
"cell_type": "code",
"execution_count": 61,
"id": "a39c2e98-30d0-4658-adbd-b2feae7062f4",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x7fc06e671540>"
]
},
"execution_count": 61,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(1,1)\n",
"df.plot(ax=ax,label=\"Modeled discharge HBV-bmi\")\n",
"ax.plot(df.index, Q_m_in_ref[:-1],ls=\"--\",label=\"Modelled reference Q\");\n",
"ax.legend(bbox_to_anchor=(1,1))"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "f72d4492-b3e1-467f-8778-4925d0be0de3",
"metadata": {},
"outputs": [],
"source": []
}
],
"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": "3.10.14"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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