{ "cells": [ { "cell_type": "markdown", "id": "e77b4d45-66e5-468d-9b7e-ee45d4e96f6a", "metadata": {}, "source": [ "# RADOLAN adjustment example with OpenMRG CML data " ] }, { "cell_type": "code", "execution_count": 1, "id": "38d4b80c-ad77-44a4-ba0d-e909a301ebba", "metadata": {}, "outputs": [], "source": [ "# %load_ext autoreload\n", "# %autoreload 2" ] }, { "cell_type": "code", "execution_count": 2, "id": "777f8206-5b77-4291-b1d1-ded55fb935ed", "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import poligrain as plg\n", "import xarray as xr\n", "\n", "import mergeplg as mrg" ] }, { "cell_type": "markdown", "id": "ec1e7b34-6c8a-4498-a46b-a8011bb36456", "metadata": {}, "source": [ "## Load and prepare OpenMRG data" ] }, { "cell_type": "code", "execution_count": 3, "id": "107ce127-0235-485e-ab0b-a10c89ded094", "metadata": {}, "outputs": [], "source": [ "ds_rad, ds_cmls, ds_gauges, ds_gauges_smhi = mrg.io.load_and_transform_openmrg_data()\n", "\n", "# UTM32N: https://epsg.io/32632\n", "ref_str = \"EPSG:32632\"\n", "\n", "# Fix error where lat/lon was set to variable\n", "ds_rad = ds_rad.set_coords([\"longitudes\", \"latitudes\"])\n", "ds_rad = ds_rad.rename({\"rainfall_amount\": \"rainfall_radar\"})\n", "\n", "# Fix naming errors\n", "ds_rad = ds_rad.rename({\"longitudes\": \"lon\", \"latitudes\": \"lat\"})\n", "\n", "# Reproject radar and CML coordinates to UTM32N\n", "# For CML\n", "(\n", " ds_cmls.coords[\"site_0_x\"],\n", " ds_cmls.coords[\"site_0_y\"],\n", ") = plg.spatial.project_point_coordinates(\n", " ds_cmls.site_0_lon, ds_cmls.site_0_lat, ref_str\n", ")\n", "(\n", " ds_cmls.coords[\"site_1_x\"],\n", " ds_cmls.coords[\"site_1_y\"],\n", ") = plg.spatial.project_point_coordinates(\n", " ds_cmls.site_1_lon, ds_cmls.site_1_lat, ref_str\n", ")\n", "\n", "# Midpoint\n", "ds_cmls.coords[\"x\"] = (ds_cmls.site_0_x + ds_cmls.site_1_x) / 2\n", "ds_cmls.coords[\"y\"] = (ds_cmls.site_0_y + ds_cmls.site_1_y) / 2\n", "\n", "# Projected radar coords\n", "ds_rad.coords[\"x_grid\"], ds_rad.coords[\"y_grid\"] = (\n", " plg.spatial.project_point_coordinates(ds_rad.lon, ds_rad.lat, ref_str)\n", ")" ] }, { "cell_type": "markdown", "id": "5dee3735", "metadata": {}, "source": [ "## Set up RADOLAN merger object and loop over time steps to apply adjustment" ] }, { "cell_type": "code", "execution_count": 4, "id": "52e78771", "metadata": {}, "outputs": [], "source": [ "merger = mrg.merge.MergeRADOLAN(\n", " ds_rad=ds_rad.rainfall_radar,\n", " ds_cmls=ds_cmls,\n", " max_distance=30e3,\n", " grid_location_radar=\"lower_left\",\n", ")\n", "\n", "rainfall = []\n", "for time in ds_cmls.time.data:\n", " rainfall.append(\n", " merger(\n", " da_rad=ds_rad.sel(time=time).rainfall_radar,\n", " da_cmls=ds_cmls.R.sel(time=time),\n", " start_index_in_relevant_stations=\"random\",\n", " )\n", " )\n", "ds_radolan = xr.concat(rainfall, dim=\"time\")" ] }, { "cell_type": "markdown", "id": "213f1440-14bb-4741-909b-f57a4a0af582", "metadata": {}, "source": [ "The adjusted product is called `RW`. Note that for DWD's radar-adjustment product, the `RW` product is an hourly radar-gauge adjustment. Here, we apply the same adjustment steps to the 5min data. Radar-adjustment at this temporal resolution is challenging due to spatio-temporal mismatch of radar observations and ground observations from gauge and/or CML." ] }, { "cell_type": "markdown", "id": "037a17cb-5293-46ab-a26e-05148caaff3b", "metadata": {}, "source": [ "All intermediate products of the RADOLAN adjustment method are stored in the returned xr.Dataset" ] }, { "cell_type": "code", "execution_count": 5, "id": "a75536f5-daa1-4a9b-a583-a1ec31018fad", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Data variables:\n", " RH (time, y, x) float64 440kB 0.01078 ... 0.05403\n", " RG (time, y, x) float64 440kB 0.01078 ... 0.05403\n", " RB (time, y, x) float64 440kB 0.01078 ... 0.05403\n", " dbr_interim (time, y, x) float64 440kB 0.0 0.0 ... 0.0 0.0\n", " fbr_interim (time, y, x) float64 440kB 1.0 1.0 ... 1.0 1.0\n", " addiff_interim (time, y, x) float64 440kB 0.01078 ... 0.05403\n", " mulfak_interim (time, y, x) float64 440kB 0.01078 ... 0.05403\n", " weight_addiff_interim_audit (time, y, x) float64 440kB 0.5 0.5 ... 0.5 0.5\n", " weight_mulfak_interim_audit (time, y, x) float64 440kB 0.5 0.5 ... 0.5 0.5\n", " dbr_relevant (time, y, x) float64 440kB 0.0 0.0 ... 0.0 0.0\n", " fbr_relevant (time, y, x) float64 440kB 1.0 1.0 ... 1.0 1.0\n", " addiff_relevant (time, y, x) float64 440kB 0.01078 ... 0.05403\n", " mulfak_relevant (time, y, x) float64 440kB 0.01078 ... 0.05403\n", " RW_not_rounded (time, y, x) float64 440kB 0.01078 ... 0.05403\n", " RW (time, y, x) float64 440kB 0.0 0.0 ... 0.0 0.0\n", " RW_interim (time, y, x) float64 440kB 0.01078 ... 0.05403\n", " RR (time, y, x) float64 440kB nan nan ... nan nan\n", " RW_no_station_fill (time, y, x) float64 440kB 0.0 0.0 ... 0.0 0.0" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ds_radolan.data_vars" ] }, { "cell_type": "markdown", "id": "c75e6ce4-cbb0-4e7b-aa69-7d594bb9a983", "metadata": {}, "source": [ "## Compare unadjusted and adjusted radar rainfall fields" ] }, { "cell_type": "markdown", "id": "c69d4030-efd5-4423-b0d8-81a22708ab6b", "metadata": {}, "source": [ "### Look at rainfall sum of example dataset" ] }, { "cell_type": "code", "execution_count": 6, "id": "12a699de-e00a-4476-b4b1-433e36f2a7e0", "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": [ "vmin, vmax = 0, 10\n", "cmap = \"turbo\"\n", "fig, axs = plt.subplots(1, 3, figsize=(16, 5))\n", "ds_radolan.sum(dim=\"time\").RH.plot(ax=axs[0], vmin=vmin, vmax=vmax, cmap=cmap)\n", "ds_radolan.sum(dim=\"time\").RW.plot(ax=axs[1], vmin=vmin, vmax=vmax, cmap=cmap)\n", "(ds_radolan.sum(dim=\"time\").RH - ds_radolan.sum(dim=\"time\").RW).plot(\n", " ax=axs[2],\n", " vmin=-5,\n", " vmax=5,\n", " cmap=\"RdBu\",\n", ")\n", "\n", "plg.plot_map.scatter_lines(\n", " x0=ds_cmls.site_0_x,\n", " x1=ds_cmls.site_1_x,\n", " y0=ds_cmls.site_0_y,\n", " y1=ds_cmls.site_1_y,\n", " ax=axs[1],\n", " s=1,\n", " c=\"k\",\n", ")" ] }, { "cell_type": "markdown", "id": "9515103a-ab0e-4d70-a4ea-a407044517bb", "metadata": {}, "source": [ "### Look at individual time stamps" ] }, { "cell_type": "code", "execution_count": 7, "id": "d60b5410-8374-4bae-b4e4-cffa49f24dec", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for t in ds_radolan.time.data[5:8]:\n", " vmin, vmax = 0, 5\n", " cmap = \"turbo\"\n", " fig, axs = plt.subplots(1, 3, figsize=(16, 5))\n", " ds_radolan.sel(time=t).RH.plot(ax=axs[0], vmin=vmin, vmax=vmax, cmap=cmap)\n", " ds_radolan.sel(time=t).RW.plot(ax=axs[1], vmin=vmin, vmax=vmax, cmap=cmap)\n", " (ds_radolan.sel(time=t).RH - ds_radolan.sel(time=t).RW).plot(\n", " ax=axs[2],\n", " vmin=-1,\n", " vmax=1,\n", " cmap=\"RdBu\",\n", " )" ] }, { "cell_type": "markdown", "id": "f91273e1-c9eb-4daf-b3b1-1357e7fb3a4d", "metadata": {}, "source": [ "## Validate unadjusted and adjusted radar rainfall fields at gauge locations" ] }, { "cell_type": "code", "execution_count": 8, "id": "d1b71271-c11f-4f6b-a0c1-13ccec19798b", "metadata": {}, "outputs": [], "source": [ "# We need to add these to comply with the OPENSENSE naming conventions\n", "# ds_rad.coords[\"lon\"] = ds_rad.longitudes\n", "# ds_rad.coords[\"lat\"] = ds_rad.latitudes\n", "# x_grid, y_grid = np.meshgrid(ds_rad.x.values, ds_rad.y.values)\n", "# ds_rad.coords[\"x_grid\"] = ((\"y\", \"x\"), x_grid)\n", "# ds_rad.coords[\"y_grid\"] = ((\"y\", \"x\"), y_grid)\n", "\n", "grid_at_points = plg.spatial.GridAtPoints(\n", " da_gridded_data=ds_rad.rainfall_radar,\n", " da_point_data=ds_gauges.rainfall_amount.rename({\"station_id\": \"id\"}),\n", " nnear=1,\n", ")\n", "\n", "ds_gauges.coords[\"id\"] = ds_gauges.station_id" ] }, { "cell_type": "code", "execution_count": 9, "id": "0bf9b6c6-e594-48e0-b2ee-0fe37128259d", "metadata": {}, "outputs": [], "source": [ "radar_at_gauges = grid_at_points(\n", " da_gridded_data=ds_rad.rainfall_radar,\n", " da_point_data=ds_gauges.rainfall_amount,\n", ")\n", "\n", "RW_at_gauges = grid_at_points(\n", " da_gridded_data=ds_radolan.RW_not_rounded,\n", " da_point_data=ds_gauges.rainfall_amount,\n", ")" ] }, { "cell_type": "code", "execution_count": 10, "id": "9fea86e6-4cf9-481d-bb69-9be755682f22", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "extent = [0, 1.5, 0, 1.5]\n", "gridsize = 15\n", "\n", "fig, axs = plt.subplots(1, 2, figsize=(12, 5))\n", "\n", "axs[0].hexbin(\n", " ds_gauges.rainfall_amount,\n", " radar_at_gauges,\n", " mincnt=1,\n", " extent=extent,\n", " gridsize=gridsize,\n", " bins=\"log\",\n", ")\n", "\n", "axs[1].hexbin(\n", " ds_gauges.rainfall_amount,\n", " RW_at_gauges,\n", " mincnt=1,\n", " extent=extent,\n", " gridsize=gridsize,\n", " bins=\"log\",\n", ");" ] }, { "cell_type": "code", "execution_count": 11, "id": "6545ce2d-b318-4df8-8d27-707c766c51df", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " unadjusted adjusted\n", "PCC: 0.63 0.87\n", "RMSE: 0.20 0.11\n" ] } ], "source": [ "R_gauge = ds_gauges.rainfall_amount.data.flatten()\n", "R_unadjusted = radar_at_gauges.data.flatten()\n", "R_adjusted = RW_at_gauges.data.flatten()\n", "\n", "corr_unadjusted = np.corrcoef(R_gauge, R_unadjusted)[0, 1]\n", "corr_adjusted = np.corrcoef(R_gauge, R_adjusted)[0, 1]\n", "\n", "rmse_unadjusted = np.sqrt(np.mean((R_gauge - R_unadjusted) ** 2))\n", "rmse_adjusted = np.sqrt(np.mean((R_gauge - R_adjusted) ** 2))\n", "\n", "print(\" unadjusted adjusted\")\n", "print(f\"PCC: {corr_unadjusted:0.2f} {corr_adjusted:0.2f}\")\n", "print(f\"RMSE: {rmse_unadjusted:0.2f} {rmse_adjusted:0.2f}\")" ] }, { "cell_type": "code", "execution_count": null, "id": "729cfebc", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "mergeplg-py3.12 (3.12.10)", "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": "3.12.10" } }, "nbformat": 4, "nbformat_minor": 5 }