{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Hazard: Tropical cyclones\n", "\n", "Tropical cyclones tracks are gathered in the class `TCTracks` and then provided to the hazard `TropCyclone` which computes the wind gusts at each centroid. `TropCyclone` inherits from `Hazard` and has an associated hazard type `TC`." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### What do tropical cyclones look like in CLIMADA?\n", "\n", "`TCTracks` reads and handles historical tropical cyclone tracks of the [IBTrACS](https://www.ncdc.noaa.gov/ibtracs/) repository or synthetic tropical cyclone tracks simulated using fully statistical or coupled statistical-dynamical modeling approaches. It also generates synthetic tracks from the historical ones using Wiener processes.\n", "\n", "The tracks are stored in the attribute `data`, which is a list of `xarray`'s `Dataset` (see [xarray.Dataset](http://xarray.pydata.org/en/stable/generated/xarray.Dataset.html)). Each `Dataset` contains the following variables:\n", "\n", "| Coordinates|\n", "| :- |\n", "| time |\n", "| latitude |\n", "| longitude |\n", "\n", "| Descriptive variables |\n", "| :- | \n", "| time_step |\n", "| radius_max_wind |\n", "| max_sustained_wind |\n", "| central_pressure |\n", "| environmental_pressure |\n", "\n", "| Attributes|\n", "| :- | \n", "| max_sustained_wind_unit |\n", "| central_pressure_unit |\n", "| sid |\n", "| name |\n", "| orig_event_flag |\n", "| data_provider |\n", "| basin |\n", "| id_no |\n", "| category |\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### How is this tutorial structured?\n", "\n", "[**Part 1: Load TC tracks**](#Part1)\n", "\n", "
    \n", "\n", "[**a) Load TC tracks from historical records**](#Part1.a)\n", "\n", "[**b) Generate probabilistic events**](#Part1.b) \n", " \n", "[**c) ECMWF Forecast Tracks**](#Part1.c) \n", "\n", "[**d) Load TC tracks from other sources**](#Part1.d) \n", "\n", "
\n", "\n", "[**Part 2: `TropCyclone()` class**](#Part2) \n", "\n", "
    \n", "\n", "[**a) Default hazard generation for tropical cyclones**](#Part2.a)\n", "\n", "[**b) Implementing climate change**](#Part2.b)\n", "\n", "[**c) Multiprocessing - improving performance for big computations**](#Part2.c)\n", "\n", "[**d) Making videos**](#Part2.d)\n", " \n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ " \n", "## Part 1: Load TC tracks\n", "\n", "Records of historical TCs are very limited and therefore the database to study this natural hazard remains sparse. Only a small fraction of the TCs make landfall every year and reliable documentation of past TC landfalling events has just started in the 1950s (1980s - satellite era). The generation of synthetic storm tracks is an important tool to overcome this spatial and temporal limitation. Synthetic dataset are much larger and thus allow to estimate the risk of much rarer events. Here we show the most prominent tools in CLIMADA to load TC tracks from historical records [a)](#Part1.a), generate a probabilistic dataset thereof [b)](#Part1.b), and work with model simulations [c)](#Part1.c)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ " \n", "## a) Load TC tracks from historical records\n", "\n", "The best-track historical data from the International Best Track Archive for Climate Stewardship ([IBTrACS](https://www.ncdc.noaa.gov/ibtracs/)) can easily be loaded into CLIMADA to study the historical records of TC events. The method `read_ibtracs_netcdf()` generates the `Datasets` for tracks selected by [IBTrACS](https://www.ncdc.noaa.gov/ibtracs/) id, or by basin and year range. To achieve this, it downloads the first time the [IBTrACS data v4 in netcdf format](ftp://eclipse.ncdc.noaa.gov/pub/ibtracs//v04r00/provisional/netcdf/IBTrACS.ALL.v04r00.nc) and stores it in `climada_python/data/system`. The tracks can be accessed later either using the attribute `data` or using `get_track()`, which allows to select tracks by its name or id. Use the method `append()` to extend the `data` list.\n", "\n", "If you get an error downloading the IBTrACS data, try to manually access [ftp://eclipse.ncdc.noaa.gov/pub/ibtracs//v04r00/provisional/netcdf/](ftp://eclipse.ncdc.noaa.gov/pub/ibtracs//v04r00/provisional/netcdf/), connect as a *Guest* and copy the file `IBTrACS.ALL.v04r00.nc` to `climada_python/data/system`.\n", "\n", "To visualize the tracks use `plot()`.\n" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "ExecuteTime": { "end_time": "2021-01-14T08:56:23.013867Z", "start_time": "2021-01-14T08:56:13.191930Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2021-01-14 09:56:13,653 - climada - DEBUG - Loading default config file: /Users/simonameiler/Documents/WCR/CLIMADA_develop/climada_python/climada/conf/defaults.conf\n", "2021-01-14 09:56:15,561 - climada.hazard.tc_tracks - INFO - Progress: 100%\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/Users/simonameiler/Documents/WCR/CLIMADA_develop/climada_python/climada/util/plot.py:314: UserWarning: Tight layout not applied. The left and right margins cannot be made large enough to accommodate all axes decorations. \n", " fig.tight_layout()\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "2021-01-14 09:56:16,290 - climada.hazard.tc_tracks - WARNING - No valid wind/pressure values found for 1993178N14265, 1993221N12216, 1993223N07185, 1993246N16129, 1993263N11168, 1993271N14134, 1993285N12192, 1993285N16239, 1994128N04155, 1994212N11240, 1994221N15215, 1994224N16240, 1994249N11200, 1994272N40159, 1994273N08176, 1994291N12170, 1994294N13203, 1994295N25188, 1994348N04175.\n", "2021-01-14 09:56:16,405 - climada.hazard.tc_tracks - INFO - Progress: 11%\n", "2021-01-14 09:56:16,498 - climada.hazard.tc_tracks - INFO - Progress: 23%\n", "2021-01-14 09:56:16,589 - climada.hazard.tc_tracks - INFO - Progress: 35%\n", "2021-01-14 09:56:16,681 - climada.hazard.tc_tracks - INFO - Progress: 47%\n", "2021-01-14 09:56:16,773 - climada.hazard.tc_tracks - INFO - Progress: 58%\n", "2021-01-14 09:56:16,877 - climada.hazard.tc_tracks - INFO - Progress: 70%\n", "2021-01-14 09:56:17,009 - climada.hazard.tc_tracks - INFO - Progress: 82%\n", "2021-01-14 09:56:17,100 - climada.hazard.tc_tracks - INFO - Progress: 94%\n", "2021-01-14 09:56:17,149 - climada.hazard.tc_tracks - INFO - Progress: 100%\n", "Number of tracks: 34\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/Users/simonameiler/Documents/WCR/CLIMADA_develop/climada_python/climada/util/plot.py:314: UserWarning: Tight layout not applied. The left and right margins cannot be made large enough to accommodate all axes decorations. \n", " fig.tight_layout()\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "2021-01-14 09:56:17,968 - climada.hazard.tc_tracks - INFO - Progress: 100%\n", "2021-01-14 09:56:18,245 - climada.hazard.tc_tracks - INFO - Progress: 100%\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/Users/simonameiler/Documents/WCR/CLIMADA_develop/climada_python/climada/util/plot.py:314: UserWarning: Tight layout not applied. The left and right margins cannot be made large enough to accommodate all axes decorations. \n", " fig.tight_layout()\n", "/Users/simonameiler/opt/anaconda3/envs/climada_env/lib/python3.7/site-packages/cartopy/mpl/feature_artist.py:225: MatplotlibDeprecationWarning: Using a string of single character colors as a color sequence is deprecated. Use an explicit list instead.\n", " **dict(style))\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "from climada.hazard import TCTracks\n", "\n", "tr_irma = TCTracks()\n", "tr_irma.read_ibtracs_netcdf(provider='usa', storm_id='2017242N16333') # IRMA 2017\n", "ax = tr_irma.plot()\n", "ax.set_title('IRMA') # set title\n", "\n", "# other ibtracs selection options\n", "from climada.hazard import TCTracks\n", "sel_ibtracs = TCTracks()\n", "# years 1993 and 1994 in basin EP. \n", "# correct_pres ignores tracks with not enough data. For statistics (frequency of events), these should be considered as well\n", "sel_ibtracs.read_ibtracs_netcdf(provider='usa', year_range=(1993, 1994), basin='EP', correct_pres=False)\n", "print('Number of tracks:', sel_ibtracs.size)\n", "ax = sel_ibtracs.plot()\n", "ax.get_legend()._loc = 2 # correct legend location\n", "ax.set_title('1993-1994, EP') # set title\n", "\n", "track1 = TCTracks()\n", "track1.read_ibtracs_netcdf(provider='usa', storm_id='2007314N10093') # SIDR 2007\n", "track2 = TCTracks()\n", "track2.read_ibtracs_netcdf(provider='usa', storm_id='2016138N10081') # ROANU 2016\n", "track1.append(track2.data) # put both tracks together\n", "ax = track1.plot()\n", "ax.get_legend()._loc = 2 # correct legend location\n", "ax.set_title('SIDR and ROANU'); # set title" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "ExecuteTime": { "end_time": "2021-01-14T08:56:23.027880Z", "start_time": "2021-01-14T08:56:23.016125Z" } }, "outputs": [ { "data": { "text/plain": [ "\n", "Dimensions: (time: 123)\n", "Coordinates:\n", " * time (time) datetime64[ns] 2017-08-30 ... 2017-09-13T12:00:00\n", " lat (time) float32 16.1 16.147842 ... 36.495224 36.8\n", " lon (time) float32 -26.9 -27.592503 ... -89.794334 -90.1\n", "Data variables:\n", " time_step (time) float64 3.0 3.0 3.0 3.0 ... 3.0 3.0 3.0 3.0\n", " radius_max_wind (time) float32 60.0 60.0 60.0 ... 60.0 60.0 60.0\n", " radius_oci (time) float32 180.0 180.0 180.0 ... 350.0 350.0\n", " max_sustained_wind (time) float32 30.0 32.0 35.0 ... 15.0 15.0 15.0\n", " central_pressure (time) float32 1008.0 1007.0 ... 1004.0 1005.0\n", " environmental_pressure (time) float64 1.012e+03 1.012e+03 ... 1.008e+03\n", "Attributes:\n", " max_sustained_wind_unit: kn\n", " central_pressure_unit: mb\n", " name: IRMA\n", " sid: 2017242N16333\n", " orig_event_flag: True\n", " data_provider: usa\n", " basin: NA\n", " id_no: 2017242016333.0\n", " category: 5" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tr_irma.get_track('2017242N16333')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ " \n", "## b) Generate probabilistic events\n", "\n", "Once tracks are present in `TCTracks`, one can generate synthetic tracks for each present track based on directed random walk. Note that the tracks should be interpolated to use the same timestep **before** generation of probabilistic events.\n", "\n", "`calc_perturbed_trajectories()` generates an ensemble of \"nb_synth_tracks\" numbers of synthetic tracks is computed for every track.\n", "The methodology perturbs the tracks locations, and if decay is `True` it additionally includes decay of wind speed and central pressure drop after landfall. No other track parameter is perturbed." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "ExecuteTime": { "end_time": "2021-01-14T08:56:31.035243Z", "start_time": "2021-01-14T08:56:23.033644Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2021-01-14 09:56:23,034 - climada.hazard.tc_tracks - INFO - Interpolating 1 tracks to 1h time steps.\n", "2021-01-14 09:56:23,719 - climada.hazard.tc_tracks_synth - INFO - Computing 5 synthetic tracks.\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# here we use tr_irma retrieved from IBTrACS with the function above\n", "# select number of synthetic tracks (nb_synth_tracks) to generate per present tracks. \n", "tr_irma.equal_timestep()\n", "tr_irma.calc_perturbed_trajectories(nb_synth_tracks=5)\n", "tr_irma.plot()\n", "# see more configutration options (e.g. amplitude of max random starting point shift in decimal degree; max_shift_ini)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "ExecuteTime": { "end_time": "2021-01-14T08:56:31.048371Z", "start_time": "2021-01-14T08:56:31.037045Z" } }, "outputs": [ { "data": { "text/plain": [ "\n", "Dimensions: (time: 349)\n", "Coordinates:\n", " * time (time) datetime64[ns] 2017-08-30 ... 2017-09-13T12:00:00\n", " lon (time) float64 -27.64 -27.8 -27.96 ... -90.4 -90.54\n", " lat (time) float64 15.39 15.41 15.42 ... -18.09 -18.13\n", "Data variables:\n", " time_step (time) float64 1.0 1.0 1.0 1.0 ... 1.0 1.0 1.0 1.0\n", " radius_max_wind (time) float64 60.0 60.0 60.0 ... 60.0 60.0 60.0\n", " radius_oci (time) float64 180.0 180.0 180.0 ... 350.0 350.0\n", " max_sustained_wind (time) float64 30.0 30.67 31.33 ... 15.0 15.0 15.0\n", " central_pressure (time) float64 1.008e+03 1.008e+03 ... 1.005e+03\n", " environmental_pressure (time) float64 1.012e+03 1.012e+03 ... 1.008e+03\n", " on_land (time) bool False False False ... False False False\n", " dist_since_lf (time) float64 nan nan nan nan ... nan nan nan nan\n", "Attributes:\n", " max_sustained_wind_unit: kn\n", " central_pressure_unit: mb\n", " name: IRMA_gen5\n", " sid: 2017242N16333_gen5\n", " orig_event_flag: False\n", " data_provider: usa\n", " basin: NA\n", " id_no: 2017242016333.05\n", " category: 4" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tr_irma.data[-1] # last synthetic track. notice the value of orig_event_flag and name" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### EXERCISE\n", "\n", "Using the first synthetic track generated,\n", "\n", "1. Which is the time frequency of the data?\n", "2. Compute the maximum sustained wind for each day." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "ExecuteTime": { "end_time": "2021-01-14T08:56:31.051919Z", "start_time": "2021-01-14T08:56:31.050215Z" } }, "outputs": [], "source": [ "# Put your code here\n", "\n", "\n", "\n" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "ExecuteTime": { "end_time": "2021-01-14T08:56:31.067888Z", "start_time": "2021-01-14T08:56:31.054532Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Mean time frequency in hours: 1.0\n", "Std time frequency in hours: 0.0\n", "\n", "Daily max sustained wind: \n", "array([100. , 100. , 100. , 123.33333333,\n", " 155. , 155. , 150. , 144. ,\n", " 145. , 115. , 80. , 35. ,\n", " 15. , 54. , 99. ])\n", "Coordinates:\n", " * day (day) int64 1 2 3 4 5 6 7 8 9 10 11 12 13 30 31\n" ] } ], "source": [ "# SOLUTION:\n", "import numpy as np\n", "# select the track\n", "tc_syn = tr_irma.get_track('2017242N16333_gen1')\n", "\n", "# 1. Which is the time frequency of the data?\n", "# The values of a DataArray are numpy.arrays. \n", "# The nummpy.ediff1d computes the different between elements in an array\n", "diff_time_ns = np.ediff1d(tc_syn.time)\n", "diff_time_h = diff_time_ns.astype(int)/1000/1000/1000/60/60\n", "print('Mean time frequency in hours:', diff_time_h.mean())\n", "print('Std time frequency in hours:', diff_time_h.std())\n", "print()\n", "\n", "# 2. Compute the maximum sustained wind for each day.\n", "print('Daily max sustained wind:', tc_syn.max_sustained_wind.groupby('time.day').max())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ " \n", "## c) ECMWF Forecast Tracks\n", "\n", "ECMWF publishes tropical cyclone forecast tracks free of charge as part of the [WMO essentials](https://www.ecmwf.int/en/forecasts/datasets/wmo-essential#Essential_Tropical). These tracks are detected automatically in the ENS and HRES models. The non-supervised nature of the model may lead to artefacts.\n", "\n", "The `tc_fcast` trackset below inherits from TCTracks, but contains some additional metadata that follows ECMWF's definitions. Try plotting these tracks and compare them to the official [cones of uncertainty](https://www.ecmwf.int/en/forecasts/charts/tcyclone/)! The example track at `tc_fcast.data[0]` shows the data structure." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "ExecuteTime": { "end_time": "2021-01-14T08:56:49.670099Z", "start_time": "2021-01-14T08:56:31.071159Z" }, "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2021-01-14 09:56:32,753 - climada.hazard.tc_tracks_forecast - INFO - Fetching BUFR tracks:\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Download: 100%|██████████| 37/37 [00:08<00:00, 4.15 files/s]\n", "Processing: 100%|██████████| 37/37 [00:07<00:00, 4.65files/s]" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Dimensions: (environmental_pressure: 7, radius_max_wind: 7, time: 7)\n", "Coordinates:\n", " lat (time) float64 -24.49 -24.99 -24.99 ... -21.2 -21.8\n", " lon (time) float64 174.5 174.9 175.3 ... 159.7 160.1\n", " * time (time) datetime64[ns] 2021-01-22T12:00:00 ... 2021-01-24\n", " * radius_max_wind (radius_max_wind) float64 nan nan nan ... nan nan\n", " * environmental_pressure (environmental_pressure) float64 1.01e+03 ... 1.01e+03\n", "Data variables:\n", " max_sustained_wind (time) float64 19.1 19.1 15.0 15.4 16.0 13.4 14.4\n", " central_pressure (time) float64 1e+03 999.1 ... 1.006e+03 1.007e+03\n", " time_step (time) int64 204 6 6 6 6 6 6\n", "Attributes:\n", " max_sustained_wind_unit: m/s\n", " central_pressure_unit: mb\n", " name: 73P\n", " sid: 73P\n", " orig_event_flag: False\n", " data_provider: ECMWF\n", " id_no: 1.0\n", " ensemble_number: 20\n", " is_ensemble: True\n", " forecast_time: 2021-01-14T00:00:00.000000\n", " basin: P - South Pacific\n", " category: Tropical Storm\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "\n" ] } ], "source": [ "from climada.hazard import TCForecast\n", "\n", "tc_fcast = TCForecast()\n", "tc_fcast.fetch_ecmwf()\n", "\n", "print(tc_fcast.data[0])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ " \n", "## d) Load TC tracks from other sources\n", "\n", "In addition to the [historical records of TCs (IBTrACS)](#Part1.a), the [probabilistic extension](#Part1.b) of these tracks, and the [ECMWF Forecast tracks](#Part1.c), CLIMADA also features functions to read in synthetic TC tracks from other sources. These include synthetic storm tracks from Kerry Emanuel's coupled statistical-dynamical model (Emanuel et al., 2006 as used in Geiger et al., 2016), synthetic storm tracks from a second coupled statistical-dynamical model (CHAZ) (as described in Lee et al., 2018), and synthetic storm tracks from a fully statistical model (STORM) Bloemendaal et al., 2020). However, these functions are partly under development and/or targeted at advanced users of CLIMADA in the context of very specific use cases. They are thus not covered in this tutorial." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ " \n", "## Part 2: TropCyclone() class" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The `TropCyclone` class is a derived class of [Hazard](climada_hazard_Hazard.ipynb). As such, it contains all the attributes and methods of a `Hazard`. Additionally, it contains the method `set_from_tracks()` to model tropical cyclones from tracks contained in a `TCTracks` instance. \n", "\n", "When setting tropical cyclones from tracks, the centroids where to map the wind gusts (the hazard intensity) can be provided. If no centroids are provided, the global centroids `GLB_NatID_grid_0360as_adv_2.mat` are used. \n", "\n", "From the track properties the 1 min sustained peak gusts are computed in each centroid as the sum of a circular wind field (following Holland, 2008) and the translational wind speed that arises from the storm movement. We incorporate the decline of the translational component from the cyclone centre by multiplying it by an attenuation factor. See [CLIMADA v1](https://www.geosci-model-dev.net/12/3085/2019/) and references therein for more information." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ " \n", "## a) Default hazard generation for tropical cyclones" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "ExecuteTime": { "end_time": "2021-01-14T08:56:56.801886Z", "start_time": "2021-01-14T08:56:49.672398Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2021-01-14 09:56:49,994 - climada.hazard.centroids.centr - INFO - Convert centroids to GeoSeries of Point shapes.\n", "2021-01-14 09:56:50,553 - climada.util.coordinates - INFO - dist_to_coast: UTM 32618 (1/3)\n", "2021-01-14 09:56:50,978 - climada.util.coordinates - INFO - dist_to_coast: UTM 32619 (2/3)\n", "2021-01-14 09:56:51,848 - climada.util.coordinates - INFO - dist_to_coast: UTM 32620 (3/3)\n", "2021-01-14 09:56:52,452 - climada.hazard.trop_cyclone - INFO - Mapping 6 tracks to 3822 centroids.\n", "2021-01-14 09:56:52,924 - climada.hazard.trop_cyclone - INFO - Progress: 16%\n", "2021-01-14 09:56:53,050 - climada.hazard.trop_cyclone - INFO - Progress: 33%\n", "2021-01-14 09:56:53,070 - climada.hazard.trop_cyclone - INFO - Progress: 50%\n", "2021-01-14 09:56:53,529 - climada.hazard.trop_cyclone - INFO - Progress: 66%\n", "2021-01-14 09:56:53,561 - climada.hazard.trop_cyclone - INFO - Progress: 83%\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from climada.hazard import Centroids, TropCyclone\n", "\n", "# construct centroids\n", "min_lat, max_lat, min_lon, max_lon = 16.99375, 21.95625, -72.48125, -61.66875\n", "cent = Centroids()\n", "cent.set_raster_from_pnt_bounds((min_lon, min_lat, max_lon, max_lat), res=0.12)\n", "cent.check()\n", "cent.plot()\n", "\n", "# construct tropical cyclones\n", "tc_irma = TropCyclone()\n", "tc_irma.set_from_tracks(tr_irma, centroids=cent)\n", "#tc_irma.set_from_tracks(tr_irma) # try without given centroids\n", "tc_irma.check()\n", "tc_irma.plot_intensity('2017242N16333') # IRMA\n", "tc_irma.plot_intensity('2017242N16333_gen2') # IRMA's synthetic track 2" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ " \n", "## b) Implementing climate change\n", "\n", "`set_climate_scenario_knu` implements the changes on intensity and frequency due to climate change described in *Global projections of intense tropical cyclone activity for the late twenty-first century from dynamical downscaling of CMIP5/RCP4.5 scenarios* of Knutson et al 2015. Other RCP scenarios are approximated from the RCP 4.5 values by interpolating them according to their relative radiative forcing." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "ExecuteTime": { "end_time": "2021-01-14T08:56:59.107089Z", "start_time": "2021-01-14T08:56:56.804030Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2021-01-14 09:56:56,806 - climada.hazard.trop_cyclone - INFO - Mapping 6 tracks to 3822 centroids.\n", "2021-01-14 09:56:57,304 - climada.hazard.trop_cyclone - INFO - Progress: 16%\n", "2021-01-14 09:56:57,437 - climada.hazard.trop_cyclone - INFO - Progress: 33%\n", "2021-01-14 09:56:57,456 - climada.hazard.trop_cyclone - INFO - Progress: 50%\n", "2021-01-14 09:56:57,913 - climada.hazard.trop_cyclone - INFO - Progress: 66%\n", "2021-01-14 09:56:57,947 - climada.hazard.trop_cyclone - INFO - Progress: 83%\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# an Irma event-like in 2055 under RCP 4.5:\n", "tc_irma = TropCyclone()\n", "tc_irma.set_from_tracks(tr_irma, centroids=cent)\n", "tc_irma_cc = tc_irma.set_climate_scenario_knu(ref_year=2055, rcp_scenario=45)\n", "tc_irma_cc.plot_intensity('2017242N16333')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Note:** this method to implement climate change is simplified and does only take into account changes in TC frequency and intensity. However, how hurricane damage changes with climate remains challenging to assess. Records of hurricane damage exhibit widely fluctuating values because they depend on rare, landfalling events which are substantially more volatile than the underlying basin-wide TC characteristics. For more accurate future projections of how a warming climate might shape TC characteristics, there is a two-step process needed. First, the understanding of how climate change affects critical environmental factors (like SST, humidity, etc.) that shape TCs is required. Second, the means of simulating how these changes impact TC characteristics (such as intensity, frequency, etc.) are necessary. Statistical-dynamical models (Emanuel et al., 2006 and Lee et al., 2018) are physics-based and allow for such climate change studies. However, this goes beyond the scope of this tutorial." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ " \n", "## c) Multiprocessing - improving performance for big computations\n", "\n", "**WARNING**:
\n", "Uncomment and execute these lines in a console, outside Jupyter Notebook.
\n", "
\n", "Multiprocessing is implemented in the tropical cyclones. Simply provide pool in the constructor. When dealing with a big amount of data, you might consider using it as follows:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "ExecuteTime": { "end_time": "2021-01-14T08:56:59.111043Z", "start_time": "2021-01-14T08:56:59.109092Z" } }, "outputs": [], "source": [ "#from climada.hazard import TCTracks, Centroids, TropCyclone\n", "#from pathos.pools import ProcessPool as Pool\n", "\n", "#pool = Pool() # start a pathos pool\n", "\n", "#tc_track = TCTracks(pool) # provide the pool in the constructor \n", "#tc_track.read_ibtracs_netcdf(provider='usa', year_range=(1992, 1994), basin='EP')\n", "#tc_track.calc_perturbed_trajectories() # OPTIONAL: if you want to generate a probabilistic set of TC tracks.\n", "#tc_track.equal_timestep()\n", "\n", "#lon_min, lat_min, lon_max, lat_max = -160, 10, -100, 36\n", "#centr = Centroids()\n", "#centr.set_raster_from_pnt_bounds((lon_min, lat_min, lon_max, lat_max), 0.1)\n", "\n", "#tc_haz = TropCyclone(pool) # provide the pool in the constructor \n", "#tc_haz.set_from_tracks(tc_track, centr)\n", "#tc_haz.check()\n", "\n", "#pool.close()\n", "#pool.join()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ " \n", "## d) Making videos\n", "**WARNING**:
\n", "Uncomment and execute these lines in a console, outside Jupyter Notebook.
\n", "\n", "Videos of a tropical cyclone hitting specific centroids are done automatically using the method `video_intensity()`." ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "ExecuteTime": { "end_time": "2021-01-14T08:56:59.115107Z", "start_time": "2021-01-14T08:56:59.112858Z" } }, "outputs": [], "source": [ "#lon_min, lat_min, lon_max, lat_max = -83.5, 24.4, -79.8, 29.6\n", "#centr_video = Centroids()\n", "#centr_video.set_raster_from_pnt_bounds((lon_min, lat_min, lon_max, lat_max), 0.04)\n", "#centr_video.check()\n", "\n", "#track_name = '2017242N16333' # '2016273N13300' # '1992230N11325'\n", "#tc_video = TropCyclone()\n", "# use file_name='' to not to write the video\n", "#tc_list, tr_coord = tc_video.video_intensity(track_name, tr_irma, centr_video, file_name='./results/irma_tc_fl.gif')\n", "# tc_list contains a list with TropCyclone instances plotted at each time step\n", "# tr_coord contains a list with the track path coordinates plotted at each time step\n", "\n", "# mp4 occupies much less space! To use it:\n", "# conda install ffmpeg\n", "# in code:\n", "# plt.rcParams['animation.ffmpeg_path']='path/to/climada_env/bin/ffmpeg'\n", "# writer=animation.FFMpegWriter(bitrate=500)\n", "# tc_list, tr_coord = tc_video.video_intensity(track_name, tr_irma, centr_video, file_name='./results/irma_tc_fl.gif', writer=writer)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### REFERENCES:\n", "\n", "- Bloemendaal, N., Haigh, I. D., de Moel, H., Muis, S., Haarsma, R. J., & Aerts, J. C. J. H. (2020). Generation of a global synthetic tropical cyclone hazard dataset using STORM. Scientific Data, 7(1). https://doi.org/10.1038/s41597-020-0381-2\n", "\n", "- Emanuel, K., S. Ravela, E. Vivant, and C. Risi, 2006: A Statistical Deterministic Approach to Hurricane Risk Assessment. Bull. Amer. Meteor. Soc., 87, 299–314, https://doi.org/10.1175/BAMS-87-3-299.\n", "\n", "- Geiger, T., Frieler, K., & Levermann, A. (2016). High-income does not protect against hurricane losses. Environmental Research Letters, 11(8). https://doi.org/10.1088/1748-9326/11/8/084012\n", "\n", "- Knutson, T. R., Sirutis, J. J., Zhao, M., Tuleya, R. E., Bender, M., Vecchi, G. A., … Chavas, D. (2015). Global projections of intense tropical cyclone activity for the late twenty-first century from dynamical downscaling of CMIP5/RCP4.5 scenarios. Journal of Climate, 28(18), 7203–7224. https://doi.org/10.1175/JCLI-D-15-0129.1\n", "\n", "- Lee, C. Y., Tippett, M. K., Sobel, A. H., & Camargo, S. J. (2018). An environmentally forced tropical cyclone hazard model. Journal of Advances in Modeling Earth Systems, 10(1), 223–241. https://doi.org/10.1002/2017MS001186" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.7.9" }, "toc": { "base_numbering": 1, "nav_menu": {}, "number_sections": true, "sideBar": true, "skip_h1_title": false, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": false, "toc_position": {}, "toc_section_display": true, "toc_window_display": false } }, "nbformat": 4, "nbformat_minor": 4 }