{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "\n# Calculate and Plot VAD profile\n\nCalculates a VAD and plots a vertical profile of wind\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# Author: Daniel Wolfensberger (daniel.wolfensberger@meteoswiss.ch)\n# License: BSD 3 clause\n\nimport matplotlib.pyplot as plt\nimport numpy as np\nfrom open_radar_data import DATASETS\n\nimport pyart\n\n# Read in a sample file\nfilename = DATASETS.fetch(\"MLA2119412050U.nc\")\nradar = pyart.io.read_cfradial(filename)\n\n# Loop on all sweeps and compute VAD\nzlevels = np.arange(100, 5000, 100) # height above radar\nu_allsweeps = []\nv_allsweeps = []\n\nfor idx in range(radar.nsweeps):\n radar_1sweep = radar.extract_sweeps([idx])\n vad = pyart.retrieve.vad_browning(\n radar_1sweep, \"corrected_velocity\", z_want=zlevels\n )\n u_allsweeps.append(vad.u_wind)\n v_allsweeps.append(vad.v_wind)\n\n# Average U and V over all sweeps and compute magnitude and angle\nu_avg = np.nanmean(np.array(u_allsweeps), axis=0)\nv_avg = np.nanmean(np.array(v_allsweeps), axis=0)\norientation = np.rad2deg(np.arctan2(-u_avg, -v_avg)) % 360\nspeed = np.sqrt(u_avg**2 + v_avg**2)\n\n# Display vertical profile of wind\nfig, ax = plt.subplots(1, 2, sharey=True)\nax[0].plot(speed * 2, zlevels + radar.altitude[\"data\"])\nax[1].plot(orientation, zlevels + radar.altitude[\"data\"])\nax[0].set_xlabel(\"Wind speed [m/s]\")\nax[1].set_xlabel(\"Wind direction [deg]\")\nax[0].set_ylabel(\"Altitude [m]\")\nfig.suptitle(\"Wind profile obtained from VAD\")" ] } ], "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": "3.14.3" } }, "nbformat": 4, "nbformat_minor": 0 }