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+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "id": "f1d91883-4258-4eee-81e7-8d62fd938646",
+ "metadata": {},
+ "source": [
+ "# Digital bastards example\n",
+ "\n",
+ "This notebook is a prototype of the type of workflow that we envision for\n",
+ "\"digital bastards\" as discussed during the [Lorentz\n",
+ "Workshop](https://www.lorentzcenter.nl/digital-bastards-for-a-climate-resilient-delta.html)\n",
+ "in November 2023. \n",
+ "\n",
+ "## From climate to impact\n",
+ "\n",
+ "We present an online coupling between wflow (a hydrological model) and SFINCS (a\n",
+ "hydrodynamic model). This coupling is built upon the Basic Modelling Interface,\n",
+ "using [ewatercycle](https://ewatercycle.readthedocs.io/), as well as the\n",
+ "ewatercycle plugins for [wflow](https://github.com/eWaterCycle/pywflow) and\n",
+ "[sfincs](https://github.com/eWaterCycle/ewatercycle-sfincs). \n",
+ "\n",
+ "
\n",
+ "\n",
+ "## Case study: Humber\n",
+ "\n",
+ "The workflow is build around a case study for the [Humber\n",
+ "estuary](https://en.wikipedia.org/wiki/Humber), investigating the 2013 cyclone\n",
+ "[\"Xaver\"](https://en.wikipedia.org/wiki/Cyclone_Xaver).\n",
+ "\n",
+ "
\n",
+ "\n",
+ "Figure source: [AIR](https://www.air-worldwide.com/publications/air-currents/2019/Managing-Storm-Surge-Risk-in-Great-Britain--A-Look-Back-at-the-North-Sea-Flood-of-1953-and-Xaver-in-2013/)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "id": "2da490c4",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# %pip install ewatercycle\n",
+ "# %pip install git+https://github.com/eWaterCycle/grpc4bmi.git#egg=grpc4bmi[julia]\n",
+ "# %pip install ewatercycle-sfincs\n",
+ "# %pip install ewatercycle-wflowjl\n",
+ "\n",
+ "# from ewatercycle_wflowjl.model import install_wflow\n",
+ "# install_wflow()\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "id": "9a99a912-82ff-40cd-88c4-93ad8f594f3a",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "/home/peter/ewatercycle/ewatercycle/src/ewatercycle/config/__init__.py:196: UserWarning: Parameter set lisflood_fraser loaded in config but /home/peter/ewatercycle/ewatercycle/lisflood_fraser does not seem to exist.\n",
+ " warnings.warn(\n",
+ "/home/peter/ewatercycle/ewatercycle/src/ewatercycle/config/__init__.py:201: UserWarning: Parameter set lisflood_fraser loaded in config but /home/peter/ewatercycle/ewatercycle/lisflood_fraser/settings_lat_lon-Run.xml does not seem to exist.\n",
+ " warnings.warn(\n",
+ "/home/peter/ewatercycle/ewatercycle/src/ewatercycle/config/__init__.py:196: UserWarning: Parameter set pcrglobwb_rhinemeuse_30min loaded in config but /home/peter/ewatercycle/ewatercycle/pcrglobwb_rhinemeuse_30min does not seem to exist.\n",
+ " warnings.warn(\n",
+ "/home/peter/ewatercycle/ewatercycle/src/ewatercycle/config/__init__.py:201: UserWarning: Parameter set pcrglobwb_rhinemeuse_30min loaded in config but /home/peter/ewatercycle/ewatercycle/pcrglobwb_rhinemeuse_30min/setup_natural_test.ini does not seem to exist.\n",
+ " warnings.warn(\n",
+ "/home/peter/ewatercycle/ewatercycle/src/ewatercycle/config/__init__.py:196: UserWarning: Parameter set wflow_rhine_sbm_nc loaded in config but /home/peter/ewatercycle/ewatercycle/wflow_rhine_sbm_nc does not seem to exist.\n",
+ " warnings.warn(\n",
+ "/home/peter/ewatercycle/ewatercycle/src/ewatercycle/config/__init__.py:201: UserWarning: Parameter set wflow_rhine_sbm_nc loaded in config but /home/peter/ewatercycle/ewatercycle/wflow_rhine_sbm_nc/wflow_sbm_NC.ini does not seem to exist.\n",
+ " warnings.warn(\n",
+ "/home/peter/mambaforge/envs/ewatercycle/lib/python3.10/site-packages/esmvalcore/experimental/_warnings.py:13: UserWarning: \n",
+ " Thank you for trying out the new ESMValCore API.\n",
+ " Note that this API is experimental and may be subject to change.\n",
+ " More info: https://github.com/ESMValGroup/ESMValCore/issues/498\n"
+ ]
+ }
+ ],
+ "source": [
+ "from ewatercycle.models import WflowJl, Sfincs\n",
+ "from ewatercycle.base.parameter_set import ParameterSet\n",
+ "\n",
+ "import numpy as np\n",
+ "import matplotlib.pyplot as plt\n",
+ "from cartopy import crs as ccrs\n",
+ "from pathlib import Path\n",
+ "from rich import print\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "80ac3e4d-cfff-4976-ad95-7754308ef62d",
+ "metadata": {},
+ "source": [
+ "Each model needs parameters sets. Often the combination of model and parameter set is actually what is called \"model\". At Deltares, the combination of parameters for the humber and the wflow model would be called the \"wflow humber model\". In the context of eWaterCycle, we decided to call this a model instance, to make a distinction between the model as a piece of software and the model instance as a combination of model and data."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "cf04f8ee",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Parameter sets have been prepared by Deltares.\n",
+ "import ewatercycle.parameter_sets\n",
+ "\n",
+ "ps = ewatercycle.parameter_sets.available_parameter_sets()\n",
+ "parameters_wflow = ps[\"wflow_humber\"]\n",
+ "parameters_sfincs = ps[\"sfincs_humber\"]\n",
+ "\n",
+ "print(parameters_wflow)\n",
+ "print(parameters_sfincs)\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "cea728e7",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# In eWaterCycle, a model is instantiated by passing in a parameter set and\n",
+ "# (optionally) forcing. In this case the forcing is included in the parameter set.\n",
+ "\n",
+ "from ewatercycle.container import ContainerImage\n",
+ "\n",
+ "wflow = WflowJl(parameter_set=parameters_wflow)\n",
+ "sfincs = Sfincs(parameter_set=parameters_sfincs) \n",
+ "\n",
+ "print(wflow)\n",
+ "print(sfincs)\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "id": "3d8033b1-82c1-4098-b6ee-a6ed486ed38a",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "
/home/peter/ewatercycle/technicalPaperExampleNotebooks/wflowjl_20231106_093548/wflow_ewatercycle.toml\n", + "\n" + ], + "text/plain": [ + "\u001b[35m/home/peter/ewatercycle/technicalPaperExampleNotebooks/wflowjl_20231106_093548/\u001b[0m\u001b[95mwflow_ewatercycle.toml\u001b[0m\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "
/home/peter/ewatercycle/technicalPaperExampleNotebooks/sfincs_20231106_093552/sfincs.inp\n", + "\n" + ], + "text/plain": [ + "\u001b[35m/home/peter/ewatercycle/technicalPaperExampleNotebooks/sfincs_20231106_093552/\u001b[0m\u001b[95msfincs.inp\u001b[0m\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# The setup function returns default configuration file for the corresponding\n", + "# parameter set. You can view and modify this if needed.\n", + "\n", + "wflow_cfg_file, wflow_cfg_dir = wflow.setup()\n", + "print(wflow_cfg_file)\n", + "\n", + "sfincs_cfg_file, sfincs_cfg_dir = sfincs.setup()\n", + "print(sfincs_cfg_file)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "933140cd-6594-468d-82f9-ae4932927a08", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "[ Info: Initialize model variables for model type `sbm`.\n", + "[ Info: Cyclic parameters are provided by `/home/peter/ewatercycle/wflow_humber/staticmaps.nc`.\n", + "[ Info: Forcing parameters are provided by `/home/peter/ewatercycle/wflow_humber/inmaps-era5-2013_xaver.nc`.\n", + "[ Info: Set `vertical.precipitation` using NetCDF variable `precip` as forcing parameter.\n", + "[ Info: Set `vertical.temperature` using NetCDF variable `temp` as forcing parameter.\n", + "[ Info: Set `vertical.potential_evaporation` using NetCDF variable `pet` as forcing parameter.\n", + "[ Info: Set `vertical.leaf_area_index` using NetCDF variable `LAI` as cyclic parameter.\n", + "┌ Info: General model settings\n", + "│ reservoirs = true\n", + "│ lakes = false\n", + "│ snow = true\n", + "│ masswasting = true\n", + "└ glacier = false\n", + "[ Info: Set `subcatchment` using NetCDF variable `wflow_subcatch`.\n", + "[ Info: Set `river_location` using NetCDF variable `wflow_river`.\n", + "[ Info: Set `lateral.river.width` using NetCDF variable `wflow_riverwidth`.\n", + "[ Info: Set `lateral.river.length` using NetCDF variable `wflow_riverlength`.\n", + "[ Info: Set `vertical.cfmax` using NetCDF variable `Cfmax`.\n", + "[ Info: Set `vertical.tt` using NetCDF variable `TT`.\n", + "[ Info: Set `vertical.tti` using NetCDF variable `TTI`.\n", + "[ Info: Set `vertical.ttm` using NetCDF variable `TTM`.\n", + "[ Info: Set `vertical.whc` using default value `0.1`.\n", + "[ Info: Set `vertical.w_soil` using default value `0.1125`.\n", + "[ Info: Set `vertical.cf_soil` using NetCDF variable `cf_soil`.\n", + "[ Info: Set `vertical.g_tt` using default value `0.0`.\n", + "[ Info: Set `vertical.g_cfmax` using default value `3.0`.\n", + "[ Info: Set `vertical.g_sifrac` using default value `0.001`.\n", + "[ Info: Set `vertical.glacierfrac` using default value `0.0`.\n", + "[ Info: Set `vertical.glacierstore` using default value `5500.0`.\n", + "[ Info: Set `vertical.theta_s` using NetCDF variable `thetaS`.\n", + "[ Info: Set `vertical.theta_r` using NetCDF variable `thetaR`.\n", + "[ Info: Set `vertical.kv_0` using NetCDF variable `KsatVer`.\n", + "[ Info: Set `vertical.f` using NetCDF variable `f`.\n", + "[ Info: Set `vertical.hb` using default value `10.0`.\n", + "[ Info: Set `vertical.soilthickness` using NetCDF variable `SoilThickness`.\n", + "[ Info: Set `vertical.infiltcappath` using NetCDF variable `InfiltCapPath`.\n", + "[ Info: Set `vertical.infiltcapsoil` using NetCDF variable `InfiltCapSoil`.\n", + "[ Info: Set `vertical.maxleakage` using NetCDF variable `MaxLeakage`.\n", + "[ Info: Set `vertical.c` using NetCDF variable `c`.\n", + "[ Info: Set `vertical.kvfrac` using default value `1.0`.\n", + "[ Info: Set `vertical.waterfrac` using NetCDF variable `WaterFrac`.\n", + "[ Info: Set `vertical.pathfrac` using NetCDF variable `PathFrac`.\n", + "[ Info: Set `vertical.rootingdepth` using NetCDF variable `RootingDepth`.\n", + "[ Info: Set `vertical.rootdistpar` using NetCDF variable `rootdistpar`.\n", + "[ Info: Set `vertical.cap_hmax` using default value `2000.0`.\n", + "[ Info: Set `vertical.cap_n` using default value `2.0`.\n", + "[ Info: Set `vertical.et_reftopot` using default value `1.0`.\n", + "[ Info: Set `vertical.specific_leaf` using NetCDF variable `Sl`.\n", + "[ Info: Set `vertical.storage_wood` using NetCDF variable `Swood`.\n", + "[ Info: Set `vertical.kext` using NetCDF variable `Kext`.\n", + "[ Info: Set `lateral.river.reservoir.locs` using NetCDF variable `wflow_reservoirlocs`.\n", + "[ Info: Set `lateral.river.reservoir.areas` using NetCDF variable `wflow_reservoirareas`.\n", + "[ Info: Set `lateral.river.reservoir.demand` using NetCDF variable `ResDemand`.\n", + "[ Info: Set `lateral.river.reservoir.maxrelease` using NetCDF variable `ResMaxRelease`.\n", + "[ Info: Set `lateral.river.reservoir.maxvolume` using NetCDF variable `ResMaxVolume`.\n", + "[ Info: Set `lateral.river.reservoir.area` using NetCDF variable `ResSimpleArea`.\n", + "[ Info: Set `lateral.river.reservoir.targetfullfrac` using NetCDF variable `ResTargetFullFrac`.\n", + "[ Info: Set `lateral.river.reservoir.targetminfrac` using NetCDF variable `ResTargetMinFrac`.\n", + "[ Info: Read `3` reservoir locations.\n", + "[ Info: Set `ldd` using NetCDF variable `wflow_ldd`.\n", + "[ Info: Set `lateral.land.slope` using NetCDF variable `Slope`.\n", + "[ Info: Set `lateral.subsurface.ksathorfrac` using NetCDF variable `KsatHorFrac`.\n", + "┌ Info: Kinematic wave approach is used for overland flow.\n", + "└ iterate = true\n", + "[ Info: Using a fixed sub-timestep (seconds) 3600 for kinematic wave overland flow.\n", + "[ Info: Set `lateral.land.n` using NetCDF variable `N`.\n", + "┌ Info: Kinematic wave approach is used for river flow.\n", + "└ iterate = true\n", + "[ Info: Using a fixed sub-timestep (seconds) 900 for kinematic wave river flow.\n", + "[ Info: Set `lateral.river.n` using NetCDF variable `N_River`.\n", + "[ Info: Set `lateral.river.bankfull_depth` using NetCDF variable `RiverDepth`.\n", + "[ Info: Set `lateral.river.slope` using NetCDF variable `RiverSlope`.\n", + "[ Info: Create an output NetCDF file `/home/peter/ewatercycle/technicalPaperExampleNotebooks/wflowjl_20231106_093548/run_default/output.nc` for grid data, using compression level `0`.\n", + "[ Info: Create a state output NetCDF file `/home/peter/ewatercycle/technicalPaperExampleNotebooks/wflowjl_20231106_093548/run_default/outstate/outstates.nc`.\n", + "[ Info: Create an output NetCDF file `/home/peter/ewatercycle/technicalPaperExampleNotebooks/wflowjl_20231106_093548/run_default/outstate/outstates.nc` for scalar data.\n", + "[ Info: Set `gauges_src` using NetCDF variable `wflow_gauges_src`.\n", + "[ Info: Set `gauges_src` using NetCDF variable `wflow_gauges_src`.\n", + "┌ Info: Adding scalar output for a map with a reducer function.\n", + "│ fileformat = \"NetCDF\"\n", + "│ param = \"lateral.river.q\"\n", + "│ mapname = \"gauges_src\"\n", + "└ reducer_name = \"only\"\n", + "[ Info: Create an output CSV file `/home/peter/ewatercycle/technicalPaperExampleNotebooks/wflowjl_20231106_093548/run_default/output.csv` for scalar data.\n", + "[ Info: Set `gauges` using NetCDF variable `wflow_gauges`.\n", + "[ Info: Set `gauges_src` using NetCDF variable `wflow_gauges_src`.\n", + "[ Info: Set `gauges_src` using NetCDF variable `wflow_gauges_src`.\n", + "[ Info: Set `gauges` using NetCDF variable `wflow_gauges`.\n", + "┌ Info: Adding scalar output for a map with a reducer function.\n", + "│ fileformat = \"CSV\"\n", + "│ param = \"lateral.river.q_av\"\n", + "│ mapname = \"gauges\"\n", + "└ reducer_name = \"only\"\n", + "[ Info: Set `gauges_src` using NetCDF variable `wflow_gauges_src`.\n", + "┌ Info: Adding scalar output for a map with a reducer function.\n", + "│ fileformat = \"CSV\"\n", + "│ param = \"lateral.river.q_av\"\n", + "│ mapname = \"gauges_src\"\n", + "└ reducer_name = \"only\"\n", + "[ Info: Set `gauges_src` using NetCDF variable `wflow_gauges_src`.\n", + "┌ Info: Adding scalar output for a map with a reducer function.\n", + "│ fileformat = \"CSV\"\n", + "│ param = \"vertical.precipitation\"\n", + "│ mapname = \"gauges_src\"\n", + "└ reducer_name = \"only\"\n", + "[ Info: Set initial conditions from state file `/home/peter/ewatercycle/wflow_humber/instate/instates.nc`.\n", + "┌ Warning: The unit of `ssf` (lateral subsurface flow) is now m3 d-1. Please update your input state file if it was produced with a Wflow version up to v0.5.2.\n", + "└ @ Wflow ~/.julia/packages/Wflow/aXumd/src/sbm_model.jl:457\n", + "┌ Info: Setting initial state from NetCDF.\n", + "│ ncpath = \"/home/peter/ewatercycle/wflow_humber/instate/instates.nc\"\n", + "│ ncvarname = \"satwaterdepth\"\n", + "└ state = (:vertical, :satwaterdepth)\n", + "┌ Info: Setting initial state from NetCDF.\n", + "│ ncpath = \"/home/peter/ewatercycle/wflow_humber/instate/instates.nc\"\n", + "│ ncvarname = \"ssf\"\n", + "└ state = (:lateral, :subsurface, :ssf)\n", + "┌ Info: Setting initial state from NetCDF.\n", + "│ ncpath = \"/home/peter/ewatercycle/wflow_humber/instate/instates.nc\"\n", + "│ ncvarname = \"h_av_land\"\n", + "└ state = (:lateral, :land, :h_av)\n", + "┌ Info: Setting initial state from NetCDF.\n", + "│ ncpath = \"/home/peter/ewatercycle/wflow_humber/instate/instates.nc\"\n", + "│ ncvarname = \"canopystorage\"\n", + "└ state = (:vertical, :canopystorage)\n", + "┌ Info: Setting initial state from NetCDF.\n", + "│ ncpath = \"/home/peter/ewatercycle/wflow_humber/instate/instates.nc\"\n", + "│ ncvarname = \"q_river\"\n", + "└ state = (:lateral, :river, :q)\n", + "┌ Info: Setting initial state from NetCDF.\n", + "│ ncpath = \"/home/peter/ewatercycle/wflow_humber/instate/instates.nc\"\n", + "│ ncvarname = \"volume_reservoir\"\n", + "└ state = (:lateral, :river, :reservoir, :volume)\n", + "┌ Info: Setting initial state from NetCDF.\n", + "│ ncpath = \"/home/peter/ewatercycle/wflow_humber/instate/instates.nc\"\n", + "│ ncvarname = \"h_land\"\n", + "└ state = (:lateral, :land, :h)\n", + "┌ Info: Setting initial state from NetCDF.\n", + "│ ncpath = \"/home/peter/ewatercycle/wflow_humber/instate/instates.nc\"\n", + "│ ncvarname = \"tsoil\"\n", + "└ state = (:vertical, :tsoil)\n", + "┌ Info: Setting initial state from NetCDF.\n", + "│ ncpath = \"/home/peter/ewatercycle/wflow_humber/instate/instates.nc\"\n", + "│ ncvarname = \"h_river\"\n", + "└ state = (:lateral, :river, :h)\n", + "┌ Info: Setting initial state from NetCDF.\n", + "│ ncpath = \"/home/peter/ewatercycle/wflow_humber/instate/instates.nc\"\n", + "│ ncvarname = \"snowwater\"\n", + "└ state = (:vertical, :snowwater)\n", + "┌ Info: Setting initial state from NetCDF.\n", + "│ ncpath = \"/home/peter/ewatercycle/wflow_humber/instate/instates.nc\"\n", + "│ ncvarname = \"ustorelayerdepth\"\n", + "└ state = (:vertical, :ustorelayerdepth)\n", + "┌ Info: Setting initial state from NetCDF.\n", + "│ ncpath = \"/home/peter/ewatercycle/wflow_humber/instate/instates.nc\"\n", + "│ ncvarname = \"h_av_river\"\n", + "└ state = (:lateral, :river, :h_av)\n", + "┌ Info: Setting initial state from NetCDF.\n", + "│ ncpath = \"/home/peter/ewatercycle/wflow_humber/instate/instates.nc\"\n", + "│ ncvarname = \"q_land\"\n", + "└ state = (:lateral, :land, :q)\n", + "┌ Info: Setting initial state from NetCDF.\n", + "│ ncpath = \"/home/peter/ewatercycle/wflow_humber/instate/instates.nc\"\n", + "│ ncvarname = \"snow\"\n", + "└ state = (:vertical, :snow)\n", + "[ Info: Initialized model\n" + ] + } + ], + "source": [ + "# After possibly updating the settings, the configuration file is used to initalize the models\n", + "\n", + "wflow.initialize(wflow_cfg_file)\n", + "sfincs.initialize(sfincs_cfg_file)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "4e049a9f", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
<xarray.DataArray 'lateral.river.q_av' (time: 1, loc: 5453)>\n", + "array([[0., 0., 0., ..., 0., 0., 0.]])\n", + "Coordinates:\n", + " * time (time) datetime64[ns] 2013-11-25\n", + " * loc (loc) object MultiIndex\n", + " * lon (loc) float64 -1.795 -1.787 -1.778 -1.703 ... -1.753 -1.745 -1.77\n", + " * lat (loc) float64 52.38 52.38 52.38 52.38 ... 54.46 54.46 54.46 54.47\n", + "Attributes:\n", + " units: m3 s-1
('z_xz', 'z_yz', 'zs', 'zb', 'qsrc_1', 'qsrc_2', 'xsrc', 'ysrc', 'tsrc', 'zst_bnd')\n", + "\n" + ], + "text/plain": [ + "\u001b[1m(\u001b[0m\u001b[32m'z_xz'\u001b[0m, \u001b[32m'z_yz'\u001b[0m, \u001b[32m'zs'\u001b[0m, \u001b[32m'zb'\u001b[0m, \u001b[32m'qsrc_1'\u001b[0m, \u001b[32m'qsrc_2'\u001b[0m, \u001b[32m'xsrc'\u001b[0m, \u001b[32m'ysrc'\u001b[0m, \u001b[32m'tsrc'\u001b[0m, \u001b[32m'zst_bnd'\u001b[0m\u001b[1m)\u001b[0m\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "print(sfincs.output_var_names)" + ] + }, + { + "cell_type": "markdown", + "id": "0d359ebd-47b8-41b2-80ea-d2f3fc0cf1b8", + "metadata": {}, + "source": [ + "### Run models & capture output\n", + "This is the main loop of an eWaterCycle experiment. As long as the time variable of the model has not surpassed the end time of the experiment, `model.update()` runs a single timestep of a model. the `simulated_output` and `timestamps` arrays are filled with the calculated output of interest and timestamps respectivly using `model.get_value()` and `model.time`.\n", + "\n", + "Coupling is achieved by taking the values of 'discharge' from the hydrologic model at certain locations and setting them using the `model.set_value_at_ind()` function into the hydrodynamic model." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "7d263fd3-1e5c-417f-9a88-503dcf2f8625", + "metadata": {}, + "outputs": [], + "source": [ + "# Some helper functions that should become part of sfincs plugin.\n", + "\n", + "import pandas as pd\n", + "def as_datetime(sfincs_time):\n", + " sfincs_tref = pd.Timestamp('20131120')\n", + " return sfincs_tref + pd.Timedelta(seconds=sfincs.time)\n", + "\n", + "def as_sfincs_time(datetime):\n", + " sfincs_tref = pd.Timestamp('20131120')\n", + " return (datetime - sfincs_tref).total_seconds()" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "0b388929-cee4-4c21-ad06-18959677d8c6", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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Here it is assumed that\n", + " # the discharge calculated by the hydrological model represents the average discharge over the timestep just\n", + " # finished. This is given to the hydrodynamic model as (upstream) boundary condition\n", + " wflow.update()\n", + "\n", + " # Get discharge from hydrological model at the locations of interest\n", + " coupling_discharge_2 = wflow.get_value_at_coords(\n", + " \"lateral.river.q_av\",\n", + " lat=wflow_lats,\n", + " lon=wflow_lons,\n", + " )\n", + "\n", + " if wflow.time_as_datetime > as_datetime(sfincs.start_time):\n", + " # Set the boundary condition value in the hydrodynamic model.\n", + " t_left = as_sfincs_time(wflow.time_as_datetime - wflow_dt)\n", + " t_right = as_sfincs_time(wflow.time_as_datetime)\n", + " sfincs.set_value('tsrc', np.array([t_left-10, t_right+10], dtype='float32')) # note: 10 s margin for adaptive timestep\n", + "\n", + " sfincs.set_value(\"qsrc_1\", coupling_discharge_1.astype('float32')) # discharge at preceding time index (t_left)\n", + " sfincs.set_value(\"qsrc_2\", coupling_discharge_2.astype('float32')) # discharge at exceeding time index (t_right)\n", + " sfincs.bmi.update_until(t_right-sfincs.time) # Note: bug in sfincs bmi: supply dt instead of t_right\n", + "\n", + " print(wflow.time_as_datetime, as_datetime(sfincs.time))\n" + ] + }, + { + "cell_type": "markdown", + "id": "8196c1f2-dee5-494f-aef0-ac66c9ece9fa", + "metadata": {}, + "source": [ + "The `timestamps` and `simulated_output` variables are now filled with datetime values and outputs for each simulated day." + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "6237b8c3", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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