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authorjaseg <git@jaseg.net>2020-03-06 11:09:35 +0100
committerjaseg <git@jaseg.net>2020-03-06 11:09:35 +0100
commitad9e17c35c2fc358e6660d179c844b14b92c5541 (patch)
tree29926a0077f2cebaa6a6714dafe5637be91f4d6e /BER Plots.ipynb
parent4b419bd1ad9f22266e068341176f5ab665a26222 (diff)
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WIP DSSS decoding
Diffstat (limited to 'BER Plots.ipynb')
-rw-r--r--BER Plots.ipynb48
1 files changed, 28 insertions, 20 deletions
diff --git a/BER Plots.ipynb b/BER Plots.ipynb
index f51efe8..794872b 100644
--- a/BER Plots.ipynb
+++ b/BER Plots.ipynb
@@ -306,26 +306,26 @@
},
{
"cell_type": "code",
- "execution_count": 91,
+ "execution_count": 76,
"metadata": {},
"outputs": [],
"source": [
- "with open('results_digitalocean2.json') as f:\n",
- " data = json.loads(f.read())\n",
- " for sim in list(data):\n",
- " data[sim] = {\n",
- " float(a): entry for a, entry in data[sim].items()\n",
- " }"
+ "#with open('gr_sweep_results2.json', 'w') as f:\n",
+ "# f.write(json.dumps(data))"
]
},
{
"cell_type": "code",
- "execution_count": 76,
+ "execution_count": 148,
"metadata": {},
"outputs": [],
"source": [
- "#with open('gr_sweep_results2.json', 'w') as f:\n",
- "# f.write(json.dumps(data))"
+ "with open('results_digitalocean2.json') as f:\n",
+ " data = json.loads(f.read())\n",
+ " for sim in list(data):\n",
+ " data[sim] = {\n",
+ " float(a): entry for a, entry in data[sim].items()\n",
+ " }"
]
},
{
@@ -343,7 +343,7 @@
},
{
"cell_type": "code",
- "execution_count": 111,
+ "execution_count": 150,
"metadata": {
"scrolled": false
},
@@ -1131,7 +1131,7 @@
{
"data": {
"text/html": [
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\" 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\" width=\"900\">"
],
"text/plain": [
"<IPython.core.display.HTML object>"
@@ -1142,6 +1142,16 @@
}
],
"source": [
+ "# Note on this plot: For the ASK trial, above a certain level no further errors were detected,\n",
+ "# thus the BER could not be calculated. The ASK line stops at this point.\n",
+ "\n",
+ "# Another note: The wobbliness of the plotted lines despite the low standard deviation of measurements\n",
+ "# lets us conclude there are some serious systematic errors in this simulation. Since we're only interested\n",
+ "# in a ballpark measurement here, this is not a significant issue.\n",
+ "\n",
+ "# A BER of 0.5 in dB\n",
+ "ber05 = 10*math.log10(0.5)\n",
+ "\n",
"fig, ax = plt.subplots(figsize=(9, 5))\n",
"ax.set_title('BERs for basic modulation types')\n",
"if data.keys() - labels.keys():\n",
@@ -1149,23 +1159,22 @@
"for sim, label in labels.items():\n",
" d = data[sim]\n",
" ampls = np.array(sorted(list(d.keys())))\n",
- " # We've left the gnuradio BER block at its default setting, a cutoff at -70dB BER,\n",
- " # so we replace -inf with -7 here.\n",
- " filter_inf = lambda l: [ x for x in l if math.isfinite(x) ] or [-7]\n",
+ " filter_inf = lambda l: [ x for x in l if math.isfinite(x) ] or [-math.inf]\n",
" filter_nan = lambda l: [ x for x in l if math.isfinite(x) ] or [math.nan]\n",
" bers = np.array([ statistics.mean(filter_inf(d[a][0])) for a in ampls ])\n",
- " #stdevs = [ statistics.stdev(filter_inf(d[a][0])) if len(filter_inf(d[a][0]))>1 else 0 for a in ampls ]\n",
- " stdevs = np.array([ math.sqrt(statistics.mean([x**2 for x in filter_nan(d[a][1])] + [0])) for a in ampls ])\n",
+ " #stdevs = np.array([statistics.stdev(filter_inf(d[a][0])) if len(filter_inf(d[a][0]))>1 else 0 for a in ampls])\n",
+ " #stdevs = np.array([math.sqrt(statistics.mean([x**2 for x in filter_nan(d[a][1])] + [0])) for a in ampls])\n",
+ " stdevs = np.array([statistics.stdev((np.array(filter_inf(d[a][0])) + math.log10(8))*10) if len(filter_inf(d[a][0]))>1 else 0 for a in ampls])\n",
" \n",
" # The Gnuradio BER block calculates bit error rate over whole bytes, but we only feed in bits casted\n",
" # to bytes. We correct for this by adding log10(8).\n",
" # Also convert log10 values to dB.\n",
" bers = (bers + math.log10(8))*10\n",
- " stdevs *= 10\n",
+ " #stdevs = (stdevs + math.log10(8)) *10\n",
" #ax.errorbar(ampls, bers, yerr=stdevs, label=label)\n",
" p, = ax.plot(ampls, bers, label=label)\n",
" \n",
- " ax.fill_between(ampls, bers-stdevs, bers+stdevs,\n",
+ " ax.fill_between(ampls, bers-stdevs, np.clip(bers+stdevs, a_min=None, a_max=ber05),\n",
" alpha=0.3, facecolor=p.get_color(), linewidth=0)\n",
"ax.grid()\n",
"ax.legend()\n",
@@ -1173,7 +1182,6 @@
"ax.set_xlabel('Amplitude Δf [mHz]')\n",
"ax.set_ylabel('BER [dB]')\n",
"ax.set_ylim([-50, 0])\n",
- "ber05 = 10*math.log10(0.5)\n",
"ax.axhline(ber05, linestyle='--', color='red')\n",
"bbox = {'facecolor': 'black', 'alpha': 0.8, 'pad': 2}\n",
"xform = mpl.transforms.blended_transform_factory(ax.transAxes, ax.transData)\n",