{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Compare wet-dry classification methods" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import matplotlib as mpl\n", "import tqdm\n", "import xarray as xr\n", "import pandas as pd\n", "import pycomlink as pycml\n", "\n", "import pycomlink.processing.wet_dry.mlp as mlp" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Load and preprocess example data \n", "\n", "These steps are similar to the steps performed in the notebook \"Basic CML processing workflow.ipynb\". " ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "# Load data\n", "data_path = pycml.io.examples.get_example_data_path()\n", "cmls = xr.open_dataset(data_path + '/example_cml_data.nc')\n", "\n", "# select 3 different CMLs to study\n", "cmls = cmls.isel(cml_id = [0, 10, 370])\n", "\n", "# Remove outliers, compute tl and interpolate missing values\n", "cmls['tsl'] = cmls.tsl.where(cmls.tsl != 255.0)\n", "cmls['rsl'] = cmls.rsl.where(cmls.rsl != -99.9)\n", "cmls['tl'] = cmls.tsl - cmls.rsl # calculate total loss (previous TRSL)\n", "cmls['tl'] = cmls.tl.interpolate_na(dim='time', method='linear', max_gap='5min')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Estimate rainy (wet) periods and determine baseline\n", "\n", "In this notebook, we will compare three different methods of estimating rainfall periods in the CML time series:\n", "1. The first method uses a Rolling Standard Deviation approach ([Schleiss et al. 2010](https://ieeexplore.ieee.org/document/5438724)).\n", "2. The second method employs a Multilayer Perceptron (MLP), which is trained on high-resolution weather radar data ([Øydvin et al. 2024](https://egusphere.copernicus.org/preprints/2024/egusphere-2024-647)).\n", "7. The third method improves upon the second by detrending the signal attenuation using the first-order derivative, enabling real-time rainfall classification. Note that this approach has not yet been published or undergone extensive testing.\n", "\n", "Please note that the Convolutional Neural Network (CNN) previously featured in this notebook has been removed due to the removal of TensorFlow from pycomlink. However, it can still be installed from these repositories:\n", "- [cml_wd_pytorch](https://github.com/jpolz/cml_wd_pytorch)\n", "- [cnn_cml_wet-dry_example](https://github.com/jpolz/cnn_cml_wet-dry_example?tab=readme-ov-file)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|███████████████████████████████████████████████████████████████████████████| 3/3 [00:00<00:00, 38.22it/s]\n", "100%|███████████████████████████████████████████████████████████████████████████| 3/3 [00:00<00:00, 42.00it/s]\n" ] } ], "source": [ "# 1. wet dry detection using rsd\n", "cmls['wet_rsd'] = cmls.tl.rolling(time=60, center=True).std() > 0.8\n", "\n", "# 2. wet dry detection using MLP rain gauge model\n", "cmls['wet_mlp_rad'] = (('cml_id', 'time'), np.zeros([cmls.cml_id.size, cmls.time.size]))\n", "for cml_id in tqdm.tqdm(cmls.cml_id.values):\n", " mlp_out = mlp.mlp_wet_dry(\n", " trsl_channel_1 = cmls.sel(cml_id = cml_id).isel(channel_id = 0).tl,\n", " trsl_channel_2 = cmls.sel(cml_id = cml_id).isel(channel_id = 1).tl,\n", " model_sel = 'rad' # model based on rain gauge training data\n", " )\n", " cmls['wet_mlp_rad'].loc[{'cml_id':cml_id}]= np.argmax(mlp_out, axis = 1)\n", "\n", "# 3. wet dry detection using MLP rain gauge online model\n", "cmls['wet_mlp_rad_online'] = (('cml_id', 'time'), np.zeros([cmls.cml_id.size, cmls.time.size]))\n", "for cml_id in tqdm.tqdm(cmls.cml_id.values):\n", " mlp_out = mlp.mlp_wet_dry(\n", " trsl_channel_1 = cmls.sel(cml_id = cml_id).isel(channel_id = 0).tl,\n", " trsl_channel_2 = cmls.sel(cml_id = cml_id).isel(channel_id = 1).tl,\n", " model_sel = 'rad_online' # model based on radar training data, online capabilities\n", " )\n", " cmls['wet_mlp_rad_online'].loc[{'cml_id':cml_id}]= np.argmax(mlp_out, axis = 1)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "# Determine baseline RSD\n", "cmls['baseline_rsd'] = pycml.processing.baseline.baseline_constant(\n", " trsl=cmls.tl, \n", " wet=cmls.wet_rsd, \n", " n_average_last_dry=5\n", ")\n", "\n", "# Determine baseline mlp_rad\n", "cmls['baseline_mlp_rad'] = pycml.processing.baseline.baseline_constant(\n", " trsl=cmls.tl, \n", " wet=cmls.wet_mlp_rad, \n", " n_average_last_dry=5\n", ")\n", "\n", "# Determine baseline mlp_rad_online\n", "cmls['baseline_mlp_rad_online'] = pycml.processing.baseline.baseline_constant(\n", " trsl=cmls.tl, \n", " wet=cmls.wet_mlp_rad_online, \n", " n_average_last_dry=5\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plot TL and baseline for a CML" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "start = '2018-05-13T22'\n", "end = '2018-05-14'\n", "cml_plot = cmls.sel(time = slice(start, end)).isel(cml_id = 0, channel_id = 0)\n", "\n", "# convert float to bool for plotting the shaded areas\n", "cml_plot['wet_rsd'] = cml_plot.fillna(0).wet_rsd.astype(bool)\n", "cml_plot['wet_mlp_rad'] = cml_plot.fillna(0).wet_mlp_rad.astype(bool)\n", "cml_plot['wet_mlp_rad_online'] = cml_plot.fillna(0).wet_mlp_rad_online.astype(bool)\n", "\n", "fig, axs = plt.subplots(3, 1, figsize=(12,5), sharex=True)\n", "cml_plot.tl.plot.line(x='time', ax=axs[0], label = 'TL');\n", "cml_plot.tl.plot.line(x='time', ax=axs[1], label = 'TL');\n", "cml_plot.tl.plot.line(x='time', ax=axs[2], label = 'TL');\n", "\n", "# shaded rsd\n", "cml_plot['wet_rsd'][0] = 0 \n", "cml_plot['wet_rsd'][-1] = 0 \n", "wet_start = np.roll(cml_plot.wet_rsd, -1) & ~cml_plot.wet_rsd\n", "wet_end = np.roll(cml_plot.wet_rsd, 1) & ~cml_plot.wet_rsd\n", "for wet_start_i, wet_end_i in zip(\n", " wet_start.data.nonzero()[0],\n", " wet_end.data.nonzero()[0],\n", "):\n", " axs[0].axvspan(cml_plot.time.data[wet_start_i], cml_plot.time.data[wet_end_i], color='b', alpha=0.1)\n", "\n", "# shaded mlp_rad\n", "cml_plot['wet_mlp_rad'][0] = 0 \n", "cml_plot['wet_mlp_rad'][-1] = 0 \n", "wet_start = np.roll(cml_plot.wet_mlp_rad, -1) & ~cml_plot.wet_mlp_rad\n", "wet_end = np.roll(cml_plot.wet_mlp_rad, 1) & ~cml_plot.wet_mlp_rad\n", "for wet_start_i, wet_end_i in zip(\n", " wet_start.data.nonzero()[0],\n", " wet_end.data.nonzero()[0],\n", "):\n", " axs[1].axvspan(cml_plot.time.data[wet_start_i], cml_plot.time.data[wet_end_i], color='b', alpha=0.1)\n", "\n", "# shaded mlp rad online\n", "cml_plot['wet_mlp_rad_online'][0] = 0 \n", "cml_plot['wet_mlp_rad_online'][-1] = 0 \n", "wet_start = np.roll(cml_plot.wet_mlp_rad_online, -1) & ~cml_plot.wet_mlp_rad_online\n", "wet_end = np.roll(cml_plot.wet_mlp_rad_online, 1) & ~cml_plot.wet_mlp_rad_online\n", "for wet_start_i, wet_end_i in zip(\n", " wet_start.data.nonzero()[0],\n", " wet_end.data.nonzero()[0],\n", "):\n", " axs[2].axvspan(cml_plot.time.data[wet_start_i], cml_plot.time.data[wet_end_i], color='b', alpha=0.1)\n", "\n", "\n", "\n", "cml_plot.baseline_rsd.plot.line(x='time', ax=axs[0], label ='baseline');\n", "cml_plot.baseline_mlp_rad.plot.line(x='time', ax=axs[1], label ='baseline');\n", "cml_plot.baseline_mlp_rad_online.plot.line(x='time', ax=axs[2], label ='baseline');\n", "\n", "axs[0].set_title('');\n", "axs[0].set_xlabel('')\n", "axs[1].set_title('');\n", "axs[1].set_xlabel('')\n", "axs[2].set_title('');\n", "\n", "axs[0].set_ylabel('rsd')\n", "axs[1].set_ylabel('mlp_rad')\n", "axs[2].set_ylabel('mlp_rad\\n(online)')\n", "\n", "axs[0].legend(loc = 'upper right')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plot TL and baseline for another CML" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "start = '2018-05-15T22'\n", "end = '2018-05-16T12'\n", "cml_plot = cmls.sel(time = slice(start, end)).isel(cml_id = 2, channel_id = 0)\n", "\n", "# convert float to bool for plotting the shaded areas\n", "cml_plot['wet_rsd'] = cml_plot.fillna(0).wet_rsd.astype(bool)\n", "cml_plot['wet_mlp_rad'] = cml_plot.fillna(0).wet_mlp_rad.astype(bool)\n", "cml_plot['wet_mlp_rad_online'] = cml_plot.fillna(0).wet_mlp_rad_online.astype(bool)\n", "\n", "fig, axs = plt.subplots(3, 1, figsize=(12,5), sharex=True)\n", "cml_plot.tl.plot.line(x='time', ax=axs[0], label = 'TL');\n", "cml_plot.tl.plot.line(x='time', ax=axs[1], label = 'TL');\n", "cml_plot.tl.plot.line(x='time', ax=axs[2], label = 'TL');\n", "\n", "# shaded rsd\n", "cml_plot['wet_rsd'][0] = 0 \n", "cml_plot['wet_rsd'][-1] = 0 \n", "wet_start = np.roll(cml_plot.wet_rsd, -1) & ~cml_plot.wet_rsd\n", "wet_end = np.roll(cml_plot.wet_rsd, 1) & ~cml_plot.wet_rsd\n", "for wet_start_i, wet_end_i in zip(\n", " wet_start.data.nonzero()[0],\n", " wet_end.data.nonzero()[0],\n", "):\n", " axs[0].axvspan(cml_plot.time.data[wet_start_i], cml_plot.time.data[wet_end_i], color='b', alpha=0.1)\n", "\n", "# shaded mlp_rad\n", "cml_plot['wet_mlp_rad'][0] = 0 \n", "cml_plot['wet_mlp_rad'][-1] = 0 \n", "wet_start = np.roll(cml_plot.wet_mlp_rad, -1) & ~cml_plot.wet_mlp_rad\n", "wet_end = np.roll(cml_plot.wet_mlp_rad, 1) & ~cml_plot.wet_mlp_rad\n", "for wet_start_i, wet_end_i in zip(\n", " wet_start.data.nonzero()[0],\n", " wet_end.data.nonzero()[0],\n", "):\n", " axs[1].axvspan(cml_plot.time.data[wet_start_i], cml_plot.time.data[wet_end_i], color='b', alpha=0.1)\n", "\n", "# shaded mlp rad online\n", "cml_plot['wet_mlp_rad_online'][0] = 0 \n", "cml_plot['wet_mlp_rad_online'][-1] = 0 \n", "wet_start = np.roll(cml_plot.wet_mlp_rad_online, -1) & ~cml_plot.wet_mlp_rad_online\n", "wet_end = np.roll(cml_plot.wet_mlp_rad_online, 1) & ~cml_plot.wet_mlp_rad_online\n", "for wet_start_i, wet_end_i in zip(\n", " wet_start.data.nonzero()[0],\n", " wet_end.data.nonzero()[0],\n", "):\n", " axs[2].axvspan(cml_plot.time.data[wet_start_i], cml_plot.time.data[wet_end_i], color='b', alpha=0.1)\n", "\n", "\n", "\n", "cml_plot.baseline_rsd.plot.line(x='time', ax=axs[0], label ='baseline');\n", "cml_plot.baseline_mlp_rad.plot.line(x='time', ax=axs[1], label ='baseline');\n", "cml_plot.baseline_mlp_rad_online.plot.line(x='time', ax=axs[2], label ='baseline');\n", "\n", "axs[0].set_title('');\n", "axs[0].set_xlabel('')\n", "axs[1].set_title('');\n", "axs[1].set_xlabel('')\n", "axs[2].set_title('');\n", "\n", "axs[0].set_ylabel('rsd')\n", "axs[1].set_ylabel('mlp_rad')\n", "axs[2].set_ylabel('mlp_rad\\n(online)')\n", "\n", "axs[0].legend(loc = 'upper right')" ] } ], "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": "3.12.7" } }, "nbformat": 4, "nbformat_minor": 4 }