{
"nbformat": 4,
"nbformat_minor": 0,
"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": "3.6.9"
},
"colab": {
"name": "Exercise_07_2_solution.ipynb",
"provenance": [],
"include_colab_link": true
},
"accelerator": "GPU"
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
""
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "zhevd7m4MEoT"
},
"source": [
"# Air-shower reconstruction using a fully-connected network\n",
"## Cosmic-ray observatory\n",
"In this example, we will train a neural network to reconstruct air-shower properties measured by a hypothetic cosmic-ray observatory located at a high of 1400 m. The observatory features a cartesian array of 14 x 14 particle detectors with a distance of 750 m. \n",
"Thus, the measured data contain the simulated detector responses from secondary particles of the cosmic-ray induced air shower that interact with the ground-based observatory. \n",
"\n",
"Each particle detector measures two quantities that are stored in the form of a cartesian image (2D array with 14 x 14 pixels)- arrival time `T`: arrival time of the first particles\n",
"- signal `S`: integrated signal\n",
"\n",
"In this task, we are interested in reconstructing the cosmic-ray energy in EeV (exaelectronvolt = $10^{18}~\\mathrm{eV}$) using the measured particle footprint and a fully-connected network.\n",
"\n",
"\n",
"# Preparation:\n",
"**Enable a GPU for this task.** \n",
"Therefore, click:\n",
"*Edit* -> *Notebook settings* -> *select GPU* as *Hardware accelerator*\n",
"\n",
"# References\n",
"The tutorial is inspired by the simulation and the study performed in https://doi.org/10.1016/j.astropartphys.2017.10.006. \n"
]
},
{
"cell_type": "code",
"metadata": {
"id": "dc1W4fDQMEoZ",
"colab": {
"base_uri": "https://localhost:8080/"
},
"outputId": "b42b98b6-8114-49e0-d9ef-a6e9c9a48e7c"
},
"source": [
"import tensorflow as tf\n",
"from tensorflow import keras\n",
"import numpy as np\n",
"import seaborn as sns\n",
"from matplotlib import pyplot as plt\n",
"\n",
"layers = keras.layers\n",
"\n",
"print(\"tf\", tf.__version__)\n"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"keras version 2.6.0\n",
"tf 2.6.0\n"
]
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "qlKbYg4eMEod"
},
"source": [
"---\n",
"# Data\n",
"### Download data\n",
"As a first step, we have to download the simulated air shower data."
]
},
{
"cell_type": "code",
"metadata": {
"id": "afCf7h-HMEoe",
"colab": {
"base_uri": "https://localhost:8080/"
},
"outputId": "42bcd761-d32d-4fef-bc32-37430f0fd091"
},
"source": [
"import os\n",
"import gdown\n",
"url = \"https://drive.google.com/u/0/uc?export=download&confirm=HgGH&id=19gOSVQ0mhdjMkm5i2u5NsGrWNBdlhR4F\"\n",
"output = 'airshowers_mnist.npz'\n",
"\n",
"if os.path.exists(output) == False:\n",
" gdown.download(url, output, quiet=False)\n",
"\n",
"f = np.load(output)"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stderr",
"text": [
"Downloading...\n",
"From: https://drive.google.com/u/0/uc?export=download&confirm=HgGH&id=19gOSVQ0mhdjMkm5i2u5NsGrWNBdlhR4F\n",
"To: /content/airshowers_mnist.npz\n",
"100%|██████████| 64.7M/64.7M [00:00<00:00, 88.9MB/s]\n"
]
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "lpTcoB3xMEof"
},
"source": [
"### Input 1: Arrival times\n",
"Our first input is the arrival times of the first shower particles, measured at the various stations. We normalize the arrival times with respect to the mean and the standard deviation of the arrival time distribution. \n",
"Remember that each input has the shape of 14 x 14, as each station measures a specific arrival time.\n"
]
},
{
"cell_type": "code",
"metadata": {
"id": "Im1FDnqBMEog",
"colab": {
"base_uri": "https://localhost:8080/"
},
"outputId": "876785d1-1be2-47c7-9ea9-9cbd74e779a5"
},
"source": [
"# time map\n",
"T = f['time']\n",
"T -= np.nanmean(T)\n",
"T /= np.nanstd(T)\n",
"T[np.isnan(T)] = 0\n",
"\n",
"print(T.shape)"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"(100000, 14, 14)\n"
]
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "3p35M05lMEoh"
},
"source": [
"#### Plot four example maps\n",
"To visualize a map of arrival times, we can plot a random example event. Here, the dark blue indicates an early trigger and a bright yellow a late trigger. \n",
"With this information, one can directly get an impression of the shower axis (arrival direction) of the arriving particle shower."
]
},
{
"cell_type": "code",
"metadata": {
"id": "FRw8E9H7MEoi",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 513
},
"outputId": "5e046f7e-1878-48af-eb3b-d0ba524ff0d5"
},
"source": [
"nsamples=len(T)\n",
"random_samples = np.random.choice(nsamples, 4)\n",
"\n",
"def rectangular_array(n=14):\n",
" \"\"\" Return x,y coordinates for rectangular array with n^2 stations. \"\"\"\n",
" n0 = (n - 1) / 2\n",
" return (np.mgrid[0:n, 0:n].astype(float) - n0)\n",
"\n",
"plt.figure(figsize=(9,7))\n",
"\n",
"for i,j in enumerate(random_samples):\n",
" plt.subplot(2,2,i+1)\n",
" footprint=T[j,...]\n",
" xd, yd = rectangular_array()\n",
" mask = footprint != 0\n",
" mask[5, 5] = True\n",
" marker_size = 50 * footprint[mask]\n",
" plot = plt.scatter(xd, yd, c='grey', s=10, alpha=0.3, label=\"silent\")\n",
" circles = plt.scatter(xd[mask], yd[mask], c=footprint[mask], \n",
" cmap=\"viridis\", alpha=1, label=\"loud\",\n",
" edgecolors=\"k\", linewidths=0.3)\n",
" cbar = plt.colorbar(circles)\n",
" cbar.set_label('normalized time [a.u.]')\n",
" plt.xlabel(\"x / km\")\n",
" plt.ylabel(\"y / km\")\n",
" plt.grid(True)\n",
"\n",
"plt.tight_layout()\n",
"plt.show()"
],
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": "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\n",
"text/plain": [
"