Skip to content

Instantly share code, notes, and snippets.

@Tschucker
Created February 16, 2021 18:48
Show Gist options
  • Save Tschucker/b0387f7d27d15d44f6a6015c574ff40c to your computer and use it in GitHub Desktop.
Save Tschucker/b0387f7d27d15d44f6a6015c574ff40c to your computer and use it in GitHub Desktop.
intensity graded fft plot with rtlsdr data
Display the source blob
Display the rendered blob
Raw
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Intensity Graded FFT Plot with RTLSDR"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import math"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"#Test RTLSDR capture\n",
"from rtlsdr import RtlSdr\n",
"sdr = RtlSdr()\n",
"\n",
"# configure device\n",
"sdr.sample_rate = 2.048e6 # Hz\n",
"sdr.center_freq = 915e6 # Hz\n",
"sdr.gain = 'auto'\n",
"samples = sdr.read_samples(256*10240)\n",
"sdr.close()"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"#Function\n",
"def fft_intensity_plot(samples: np.ndarray, fft_len: int = 256, fft_div: int = 2, mag_steps: int = 100, cmap: str = 'plasma'):\n",
" \n",
" num_ffts = math.floor(len(samples)/fft_len)\n",
" \n",
" fft_array = []\n",
" for i in range(num_ffts):\n",
" temp = np.fft.fftshift(np.fft.fft(samples[i*fft_len:(i+1)*fft_len]))\n",
" temp_mag = 20.0 * np.log10(np.abs(temp))\n",
" fft_array.append(temp_mag)\n",
" \n",
" max_mag = np.amax(fft_array)\n",
" min_mag = np.abs(np.amin(fft_array))\n",
" \n",
" norm_fft_array = fft_array\n",
" for i in range(num_ffts):\n",
" norm_fft_array[i] = (fft_array[i]+(min_mag))/(max_mag+(min_mag)) \n",
" \n",
" mag_step = 1/mag_steps\n",
"\n",
" hitmap_array = np.random.random((mag_steps+1,int(fft_len/fft_div)))*np.exp(-10)\n",
"\n",
" for i in range(num_ffts):\n",
" for m in range(fft_len):\n",
" hit_mag = int(norm_fft_array[i][m]/mag_step)\n",
" hitmap_array[hit_mag][int(m/fft_div)] = hitmap_array[hit_mag][int(m/fft_div)] + 1\n",
"\n",
" hitmap_array_db = 20.0 * np.log10(hitmap_array+1)\n",
" \n",
" figure, axes = plt.subplots()\n",
" axes.imshow(hitmap_array_db, origin='lower', cmap=cmap, interpolation='bilinear')\n",
" \n",
" return(figure)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Plots"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig1 = fft_intensity_plot(samples, 1024, 2, 300, 'plasma')\n",
"fig1.savefig('fig1_intensity.png', dpi=300, format='png')"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig4 = fft_intensity_plot(samples, 1024, 2, 300, 'gray')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Optional Waterfall Plot"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"#figure, axes = plt.subplots()\n",
"#axes.specgram(samples, NFFT=1024, Fs=2.048e6, noverlap=900, mode='magnitude', cmap='plasma')\n",
"#figure.savefig('fig_fall.png', dpi=300, format='png')"
]
}
],
"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": "3.7.6"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment