examples/custom_spectrum.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-- General information ------------------------------------------\n",
      "Loaded spectrum for Custom source\n",
      "Energy spectrum between 1.0 and 5.0 keV with 5 bins\n",
      "Shapes are NOT allowed to exceed the signal boundaries\n",
      "Sampling frequency: 1000000.0 samples per second\n",
      "Signal length is 1 sec that are 1000000 samples\n",
      "Events: 1021 (randomly generated)\n",
      "Activity 1000.000 event per second and actual activity is 1021.000 events per second\n",
      "Normalized lambda value: 1.000e-03 events per sample\n",
      "Shape model: gamma\n",
      "Number of gamma shapes in the dictionary: 10\n",
      "Normal shape distribution is used.\n",
      "Shape parameters: alpha = 0.1 ±1.000e-03 and beta = 100000.0 ±1.000e+03\n",
      "Each shape has a length of 5.535e-05 sec that are 55 samples\n",
      "Rise time is 1.000e-06 sec and fall time is 5.435e-05 sec\n",
      "Duty cycle is given by 0.06 with theoretical pile-up probability of 0.054\n",
      "Actual pile-up probability is 0.059 with 961 non-pile-up events out of 1021 events\n",
      "Noise level: ±1e-05 per sample\n",
      "Measured SNR: 67.14 dB\n",
      "Pre-defined random seed 42 is used\n"
     ]
    }
   ],
   "source": [
    "#When you see this example, it means that you want to customize the energy spectrum. The most important parameter is source. \n",
    "#Replace the value after \"hist energy\" in the code below with the value corresponding to the X-axis scale of your customized energy spectrum\n",
    "from gamma_simulator import gamma_simulator\n",
    "\n",
    "simulator = gamma_simulator(verbose=True,\n",
    "                            verbose_plots={'energy': True, 'signal': True},\n",
    "                            source={'hist_energy':[1,2,3,4,5],\n",
    "                                    'hist_counts':[3,6,8,4,6]},\n",
    "                            signal_len=1, \n",
    "                            fs=1e6,\n",
    "                            lambda_value=1000,\n",
    "                            dict_type='gamma',\n",
    "                            dict_shape_params={'mean1': 0.1,\n",
    "                                              'std1': 0.001,\n",
    "                                              'mean2': 1e5,\n",
    "                                               'std2': 1e3},\n",
    "                            noise_unit='std',\n",
    "                            noise=1e-5,\n",
    "                            dict_size=10,\n",
    "                            seed=42)\n",
    "s = simulator.generate_signal()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-- General information ------------------------------------------\n",
      "Loaded spectrum for Custom source\n",
      "Energy spectrum between 1.0 and 10.0 keV with 10 bins\n",
      "Shapes are NOT allowed to exceed the signal boundaries\n",
      "Sampling frequency: 1000000.0 samples per second\n",
      "Signal length is 1 sec that are 1000000 samples\n",
      "Events: 1021 (randomly generated)\n",
      "Activity 1000.000 event per second and actual activity is 1021.000 events per second\n",
      "Normalized lambda value: 1.000e-03 events per sample\n",
      "Shape model: gamma\n",
      "Number of gamma shapes in the dictionary: 10\n",
      "Normal shape distribution is used.\n",
      "Shape parameters: alpha = 0.1 ±1.000e-03 and beta = 100000.0 ±1.000e+03\n",
      "Each shape has a length of 5.535e-05 sec that are 55 samples\n",
      "Rise time is 1.000e-06 sec and fall time is 5.435e-05 sec\n",
      "Duty cycle is given by 0.06 with theoretical pile-up probability of 0.054\n",
      "Actual pile-up probability is 0.059 with 961 non-pile-up events out of 1021 events\n",
      "Noise level: ±0.001 per sample\n",
      "Measured SNR: 31.10 dB\n",
      "Pre-defined random seed 42 is used\n"
     ]
    }
   ],
   "source": [
    "from gamma_simulator import gamma_simulator\n",
    "\n",
    "simulator = gamma_simulator(verbose=True,\n",
    "                            verbose_plots={'energy': True, 'signal': True},\n",
    "                            source={'hist_energy':[1,2,3,4,5,6,7,8,9,10],\n",
    "                                    'hist_counts':[3,6,8,4,6,0,0,0,3,4]},\n",
    "                            signal_len=1, \n",
    "                            fs=1e6,\n",
    "                            lambda_value=1000,\n",
    "                            dict_type='gamma',\n",
    "                            dict_shape_params={'mean1': 0.1,\n",
    "                                              'std1': 0.001,\n",
    "                                              'mean2': 1e5,\n",
    "                                               'std2': 1e3},\n",
    "                            noise_unit='std',\n",
    "                            noise=1e-3,\n",
    "                            dict_size=10,\n",
    "                            seed=42)\n",
    "s = simulator.generate_signal()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "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": "3.12.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}