Skip to content

Instantly share code, notes, and snippets.

@NT7S
Last active December 1, 2019 16:50
Show Gist options
  • Save NT7S/b3d1f99abdd1143e02303710375e7496 to your computer and use it in GitHub Desktop.
Save NT7S/b3d1f99abdd1143e02303710375e7496 to your computer and use it in GitHub Desktop.
Display the source blob
Display the rendered blob
Raw
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"CW Keying Example\n",
"=================="
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"First, let's create some signals as 1D arrays:"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x7f1fb26400d0>"
]
},
"execution_count": 40,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f1fbc6a42d0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"\n",
"sample_rate = 44100\n",
"sound_length = 5 #seconds\n",
"t = np.linspace(0, sound_length, sound_length * sample_rate, False)\n",
"\n",
"wave1_freq = 600\n",
"wave1_amplitude = 1\n",
"wave1_phi = 0\n",
"wave1 = wave1_amplitude * np.sin(wave1_freq * t * 2 * np.pi + wave1_phi)\n",
"\n",
"# wave2_freq = 150\n",
"# wave2_amplitude = 1\n",
"# wave2_phi = 0\n",
"# wave2 = wave2_amplitude * np.sin(wave2_freq * t * 2 * np.pi + wave2_phi)\n",
"\n",
"# wave3_freq = 30\n",
"# wave3_amplitude = 0.8\n",
"# wave3_phi = 0.4\n",
"# wave3 = wave3_amplitude * np.sin(wave3_freq * t * 2 * np.pi + wave3_phi)\n",
"\n",
"fig1 = plt.figure(figsize=(14, 8))\n",
"ax1 = plt.axes()\n",
"\n",
"ax1.plot(t, wave1, label='Wave 1')\n",
"# ax1.plot(t, wave2, label='Wave 2', color='red')\n",
"# ax1.plot(t, wave3, label='Wave 3', color='green')\n",
"plt.xlim(0, 0.2)\n",
"plt.title('Input Signals')\n",
"plt.xlabel('time')\n",
"plt.ylabel('amplitude')\n",
"plt.legend()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now let's add in a keying waveform:"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x7f1fb25c4e50>"
]
},
"execution_count": 41,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f1fbc3aa310>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"wpm = 30\n",
"tx_intv = 1.2 / wpm # keying interval\n",
"# print(t_intv)\n",
"\n",
"keying = np.zeros(wave1.size)\n",
"for i in range (1, int((keying.size / sample_rate) / (tx_intv)), 2):\n",
"# print(i * tx_intv + tx_intv)\n",
" keying[int(sample_rate * (i * tx_intv)):int(sample_rate * (i * tx_intv + tx_intv))] = 1\n",
" \n",
"fig2 = plt.figure(figsize=(14, 8))\n",
"ax2 = plt.axes()\n",
"\n",
"ax2.plot(t, keying, label='Keying')\n",
"plt.xlim(0, 0.2)\n",
"plt.title('Keying')\n",
"plt.xlabel('time')\n",
"plt.ylabel('amplitude')\n",
"plt.legend()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We'll set up the FIR taps for a 200 Hz lowpass filter and process the keying signal through the filter:"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x7f1fb2516490>"
]
},
"execution_count": 42,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f1fb25a1350>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"taps = np.array([\n",
" -0.005220043718180292, \\\n",
" -0.00046724845196288424, \\\n",
" -0.0004866457010760869, \\\n",
" -0.0005056210725370773, \\\n",
" -0.0005241383281388958, \\\n",
" -0.0005421770424956671, \\\n",
" -0.0005596386847592009, \\\n",
" -0.0005764394549145754, \\\n",
" -0.0005924439438045315, \\\n",
" -0.0006074847236289206, \\\n",
" -0.0006214722205424644, \\\n",
" -0.000634443031390027, \\\n",
" -0.0006464563249158081, \\\n",
" -0.0006574327410502053, \\\n",
" -0.0006671230869952768, \\\n",
" -0.000675282888618274, \\\n",
" -0.0006819219997156477, \\\n",
" -0.0006874078644322817, \\\n",
" -0.0006914026363006657, \\\n",
" -0.0006929386153987162, \\\n",
" -0.0006934960047218362, \\\n",
" -0.0006917243902213059, \\\n",
" -0.0006881532057548406, \\\n",
" -0.0006824558302869648, \\\n",
" -0.0006745667848407255, \\\n",
" -0.0006644900016030185, \\\n",
" -0.0006521483036260174, \\\n",
" -0.0006373876270134416, \\\n",
" -0.0006200759754404466, \\\n",
" -0.0006001577852413083, \\\n",
" -0.0005776028505554197, \\\n",
" -0.0005523256997292763, \\\n",
" -0.000524189102660711, \\\n",
" -0.0004931015090661333, \\\n",
" -0.00045908772648747126, \\\n",
" -0.0004221905889505268, \\\n",
" -0.0003820351219784549, \\\n",
" -0.0003388693346815645, \\\n",
" -0.0002924348307010975, \\\n",
" -0.00024275526591223534, \\\n",
" -0.0001899515271653408, \\\n",
" -0.0001336324792434225, \\\n",
" -0.00007387165316085233, \\\n",
" -0.00001069681148152311, \\\n",
" 0.000055990974175013834, \\\n",
" 0.0001263217677431564, \\\n",
" 0.00020034682558114385, \\\n",
" 0.00027804050530124915, \\\n",
" 0.00035939505189131734, \\\n",
" 0.00044448020433243083, \\\n",
" 0.0005333853712647289, \\\n",
" 0.0006261118154663279, \\\n",
" 0.0007225652292335248, \\\n",
" 0.0008227078115941969, \\\n",
" 0.0009267180635164762, \\\n",
" 0.0010336995951970769, \\\n",
" 0.0011457865225214846, \\\n",
" 0.0012597971706146567, \\\n",
" 0.0013777933101100069, \\\n",
" 0.0014998308545550042, \\\n",
" 0.0016251868517021982, \\\n",
" 0.0017537029885093137, \\\n",
" 0.0018856223730344473, \\\n",
" 0.002021272890852045, \\\n",
" 0.002160797212922944, \\\n",
" 0.0023040922429215806, \\\n",
" 0.0024509137091147217, \\\n",
" 0.002600968982608325, \\\n",
" 0.0027538981444099313, \\\n",
" 0.0029092340332346005, \\\n",
" 0.0030665194000190077, \\\n",
" 0.0032256448907234526, \\\n",
" 0.003387334295477066, \\\n",
" 0.003554285157270924, \\\n",
" 0.003732601081542592, \\\n",
" 0.0038955842898979946, \\\n",
" 0.004071593477098015, \\\n",
" 0.004247453007718565, \\\n",
" 0.004425319721997751, \\\n",
" 0.00460510987745798, \\\n",
" 0.004786707216788687, \\\n",
" 0.004970028165022935, \\\n",
" 0.00515489757951284, \\\n",
" 0.005341057291890709, \\\n",
" 0.005528292169556944, \\\n",
" 0.005716504174370881, \\\n",
" 0.005905635282928551, \\\n",
" 0.006095526598496996, \\\n",
" 0.006285889496202167, \\\n",
" 0.006476453506610175, \\\n",
" 0.006667158262830132, \\\n",
" 0.006858165031010912, \\\n",
" 0.007048973835188259, \\\n",
" 0.007239090112489808, \\\n",
" 0.007429223882490257, \\\n",
" 0.0076183395423943204, \\\n",
" 0.007806772794904582, \\\n",
" 0.007994041627484164, \\\n",
" 0.008179992510754273, \\\n",
" 0.008364529482242828, \\\n",
" 0.008547469127232882, \\\n",
" 0.008728562916585216, \\\n",
" 0.00890759710878132, \\\n",
" 0.009084431262497073, \\\n",
" 0.0092589354355423, \\\n",
" 0.00943091703269988, \\\n",
" 0.009600141491241816, \\\n",
" 0.009766431544876572, \\\n",
" 0.009929712383186429, \\\n",
" 0.010089883618608573, \\\n",
" 0.010246463215664985, \\\n",
" 0.010399710557739425, \\\n",
" 0.010548955266916807, \\\n",
" 0.010694456638953371, \\\n",
" 0.010836049054170016, \\\n",
" 0.010973218925446823, \\\n",
" 0.011106022799817728, \\\n",
" 0.011234399965852562, \\\n",
" 0.01135812923161145, \\\n",
" 0.011476973142277897, \\\n",
" 0.011590807941109914, \\\n",
" 0.011699606569389414, \\\n",
" 0.0118033175185981, \\\n",
" 0.011901793998300284, \\\n",
" 0.011994858196823166, \\\n",
" 0.0120824136419708, \\\n",
" 0.012164441555033398, \\\n",
" 0.012240842419971164, \\\n",
" 0.012311352494347108, \\\n",
" 0.012377112457218406, \\\n",
" 0.012433655737140885, \\\n",
" 0.012488389425842863, \\\n",
" 0.012535179331464447, \\\n",
" 0.012574735895387604, \\\n",
" 0.012608377641193498, \\\n",
" 0.012636474236442787, \\\n",
" 0.012658830286362503, \\\n",
" 0.012675054812587842, \\\n",
" 0.012684858462942233, \\\n",
" 0.01268813161298897, \\\n",
" 0.012684858462942233, \\\n",
" 0.012675054812587842, \\\n",
" 0.012658830286362503, \\\n",
" 0.012636474236442787, \\\n",
" 0.012608377641193498, \\\n",
" 0.012574735895387604, \\\n",
" 0.012535179331464447, \\\n",
" 0.012488389425842863, \\\n",
" 0.012433655737140885, \\\n",
" 0.012377112457218406, \\\n",
" 0.012311352494347108, \\\n",
" 0.012240842419971164, \\\n",
" 0.012164441555033398, \\\n",
" 0.0120824136419708, \\\n",
" 0.011994858196823166, \\\n",
" 0.011901793998300284, \\\n",
" 0.0118033175185981, \\\n",
" 0.011699606569389414, \\\n",
" 0.011590807941109914, \\\n",
" 0.011476973142277897, \\\n",
" 0.01135812923161145, \\\n",
" 0.011234399965852562, \\\n",
" 0.011106022799817728, \\\n",
" 0.010973218925446823, \\\n",
" 0.010836049054170016, \\\n",
" 0.010694456638953371, \\\n",
" 0.010548955266916807, \\\n",
" 0.010399710557739425, \\\n",
" 0.010246463215664985, \\\n",
" 0.010089883618608573, \\\n",
" 0.009929712383186429, \\\n",
" 0.009766431544876572, \\\n",
" 0.009600141491241816, \\\n",
" 0.00943091703269988, \\\n",
" 0.0092589354355423, \\\n",
" 0.009084431262497073, \\\n",
" 0.00890759710878132, \\\n",
" 0.008728562916585216, \\\n",
" 0.008547469127232882, \\\n",
" 0.008364529482242828, \\\n",
" 0.008179992510754273, \\\n",
" 0.007994041627484164, \\\n",
" 0.007806772794904582, \\\n",
" 0.0076183395423943204, \\\n",
" 0.007429223882490257, \\\n",
" 0.007239090112489808, \\\n",
" 0.007048973835188259, \\\n",
" 0.006858165031010912, \\\n",
" 0.006667158262830132, \\\n",
" 0.006476453506610175, \\\n",
" 0.006285889496202167, \\\n",
" 0.006095526598496996, \\\n",
" 0.005905635282928551, \\\n",
" 0.005716504174370881, \\\n",
" 0.005528292169556944, \\\n",
" 0.005341057291890709, \\\n",
" 0.00515489757951284, \\\n",
" 0.004970028165022935, \\\n",
" 0.004786707216788687, \\\n",
" 0.00460510987745798, \\\n",
" 0.004425319721997751, \\\n",
" 0.004247453007718565, \\\n",
" 0.004071593477098015, \\\n",
" 0.0038955842898979946, \\\n",
" 0.003732601081542592, \\\n",
" 0.003554285157270924, \\\n",
" 0.003387334295477066, \\\n",
" 0.0032256448907234526, \\\n",
" 0.0030665194000190077, \\\n",
" 0.0029092340332346005, \\\n",
" 0.0027538981444099313, \\\n",
" 0.002600968982608325, \\\n",
" 0.0024509137091147217, \\\n",
" 0.0023040922429215806, \\\n",
" 0.002160797212922944, \\\n",
" 0.002021272890852045, \\\n",
" 0.0018856223730344473, \\\n",
" 0.0017537029885093137, \\\n",
" 0.0016251868517021982, \\\n",
" 0.0014998308545550042, \\\n",
" 0.0013777933101100069, \\\n",
" 0.0012597971706146567, \\\n",
" 0.0011457865225214846, \\\n",
" 0.0010336995951970769, \\\n",
" 0.0009267180635164762, \\\n",
" 0.0008227078115941969, \\\n",
" 0.0007225652292335248, \\\n",
" 0.0006261118154663279, \\\n",
" 0.0005333853712647289, \\\n",
" 0.00044448020433243083, \\\n",
" 0.00035939505189131734, \\\n",
" 0.00027804050530124915, \\\n",
" 0.00020034682558114385, \\\n",
" 0.0001263217677431564, \\\n",
" 0.000055990974175013834, \\\n",
" -0.00001069681148152311, \\\n",
" -0.00007387165316085233, \\\n",
" -0.0001336324792434225, \\\n",
" -0.0001899515271653408, \\\n",
" -0.00024275526591223534, \\\n",
" -0.0002924348307010975, \\\n",
" -0.0003388693346815645, \\\n",
" -0.0003820351219784549, \\\n",
" -0.0004221905889505268, \\\n",
" -0.00045908772648747126, \\\n",
" -0.0004931015090661333, \\\n",
" -0.000524189102660711, \\\n",
" -0.0005523256997292763, \\\n",
" -0.0005776028505554197, \\\n",
" -0.0006001577852413083, \\\n",
" -0.0006200759754404466, \\\n",
" -0.0006373876270134416, \\\n",
" -0.0006521483036260174, \\\n",
" -0.0006644900016030185, \\\n",
" -0.0006745667848407255, \\\n",
" -0.0006824558302869648, \\\n",
" -0.0006881532057548406, \\\n",
" -0.0006917243902213059, \\\n",
" -0.0006934960047218362, \\\n",
" -0.0006929386153987162, \\\n",
" -0.0006914026363006657, \\\n",
" -0.0006874078644322817, \\\n",
" -0.0006819219997156477, \\\n",
" -0.000675282888618274, \\\n",
" -0.0006671230869952768, \\\n",
" -0.0006574327410502053, \\\n",
" -0.0006464563249158081, \\\n",
" -0.000634443031390027, \\\n",
" -0.0006214722205424644, \\\n",
" -0.0006074847236289206, \\\n",
" -0.0005924439438045315, \\\n",
" -0.0005764394549145754, \\\n",
" -0.0005596386847592009, \\\n",
" -0.0005421770424956671, \\\n",
" -0.0005241383281388958, \\\n",
" -0.0005056210725370773, \\\n",
" -0.0004866457010760869, \\\n",
" -0.00046724845196288424, \\\n",
" -0.005220043718180292])\n",
"filtered_keying = np.zeros(keying.size - taps.size)\n",
"for i in range(filtered_keying.size):\n",
" filtered_keying[i] = np.inner(taps, keying[taps.size + i:i:-1])\n",
" \n",
"# print(output[:50])\n",
" \n",
"fig3 = plt.figure(figsize=(14, 8))\n",
"ax3 = plt.axes()\n",
"\n",
"# ax3.plot(t[taps.size:], signal[taps.size:], label='Input signal')\n",
"ax3.plot(t[taps.size:], filtered_keying, color='red', label='Filtered key signal')\n",
"plt.xlim(0.0245, 0.2)\n",
"plt.title('Filtered Keying')\n",
"plt.xlabel('time')\n",
"plt.ylabel('amplitude')\n",
"plt.legend()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Finally, apply the keying waveform to the input signal:"
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x7f1fb259a5d0>"
]
},
"execution_count": 43,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f1fbc641a90>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"output = wave1[taps.size:] * filtered_keying\n",
"\n",
"fig4 = plt.figure(figsize=(14, 8))\n",
"ax4 = plt.axes()\n",
"\n",
"# ax3.plot(t[taps.size:], signal[taps.size:], label='Input signal')\n",
"ax4.plot(t[taps.size:], output, color='blue', label='Output signal')\n",
"plt.xlim(0.0245, 0.5)\n",
"plt.title('Output')\n",
"plt.xlabel('time')\n",
"plt.ylabel('amplitude')\n",
"plt.legend()"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 2
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
"version": "2.7.15+"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
import numpy as np
import simpleaudio as sa
import time
# Set up audio params
sample_rate = 8000
sound_length = 5 #seconds
t = np.linspace(0, sound_length, sound_length * sample_rate, False)
# Define CW signal
wave1_freq = 600
wave1_amplitude = 1
wave1_phi = 0
wave1 = wave1_amplitude * np.sin(wave1_freq * t * 2 * np.pi + wave1_phi)
# Create keying waveform
wpm = 40
tx_intv = 1.2 / wpm # keying interval
keying = np.zeros(wave1.size)
for i in range (1, int((keying.size / sample_rate) / (tx_intv)), 2):
keying[int(sample_rate * (i * tx_intv)):int(sample_rate * (i * tx_intv + tx_intv))] = 1
taps = np.array([
-0.005946901269245122, \
-0.0032211059347523195, \
-0.0038440699902768383, \
-0.004335185893314178, \
-0.004618082667223961, \
-0.004610544806595846, \
-0.004229573289430787, \
-0.0033917453968697483, \
-0.002028051041620645, \
-0.0000779737869300087, \
0.0024926916286312248, \
0.00569982765877049, \
0.009534812572960348, \
0.013961833701309628, \
0.018917781140524174, \
0.024309521855601125, \
0.030016610101736976, \
0.03589781173597167, \
0.04180040186066688, \
0.047555344979786536, \
0.05298415762863876, \
0.05792015092713824, \
0.06221396733171683, \
0.06570516590449127, \
0.06829411291109369, \
0.069881349050518, \
0.07041715978547827, \
0.069881349050518, \
0.06829411291109369, \
0.06570516590449127, \
0.06221396733171683, \
0.05792015092713824, \
0.05298415762863876, \
0.047555344979786536, \
0.04180040186066688, \
0.03589781173597167, \
0.030016610101736976, \
0.024309521855601125, \
0.018917781140524174, \
0.013961833701309628, \
0.009534812572960348, \
0.00569982765877049, \
0.0024926916286312248, \
-0.0000779737869300087, \
-0.002028051041620645, \
-0.0033917453968697483, \
-0.004229573289430787, \
-0.004610544806595846, \
-0.004618082667223961, \
-0.004335185893314178, \
-0.0038440699902768383, \
-0.0032211059347523195, \
-0.005946901269245122])
# Execute the filter
filtered_keying = np.zeros(keying.size - taps.size)
for i in range(filtered_keying.size):
filtered_keying[i] = np.inner(taps, keying[taps.size + i:i:-1])
signal = wave1 * keying
output = wave1[taps.size:] * filtered_keying
# Normalize audio level to 16 bit int for simpleaudio
signal *= 32767 / np.max(np.abs(signal))
signal = signal.astype(np.int16)
# Start playback then wait for finish
play_obj = sa.play_buffer(signal, 1, 2, sample_rate)
play_obj.wait_done()
# # Now wait one second
time.sleep(1)
# Normalize audio level to 16 bit int for simpleaudio
output *= 32767 / np.max(np.abs(output))
output = output.astype(np.int16)
# Start playback then wait for finish
play_obj = sa.play_buffer(output, 1, 2, sample_rate)
play_obj.wait_done()
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment