From 69363f690e685ed9d975ea8b333eb7f1a944681a Mon Sep 17 00:00:00 2001 From: Eric Teunis de Boone Date: Mon, 11 Jul 2022 15:08:03 +0200 Subject: [PATCH] Simu 5: Documentation headers --- .../05_grid_search_and_timing_error.ipynb | 67 ++++++++++++------- 1 file changed, 43 insertions(+), 24 deletions(-) diff --git a/simulations/05_grid_search_and_timing_error.ipynb b/simulations/05_grid_search_and_timing_error.ipynb index 3194140..2c142b9 100644 --- a/simulations/05_grid_search_and_timing_error.ipynb +++ b/simulations/05_grid_search_and_timing_error.ipynb @@ -351,6 +351,13 @@ " return np.linspace(start, end, grid_size, dtype=int, endpoint=False)" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Debug and test functions" + ] + }, { "cell_type": "code", "execution_count": 5, @@ -358,7 +365,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -372,17 +379,16 @@ "name": "stdout", "output_type": "stream", "text": [ - "ids 872 871\n", - "ts -2.58e-08 -2.58e-08 =: -2.58e-08\n", - "avail ts -2e-07 - 1.996e-07 : 1.9979999999999997e-10\n", - "grid size 2000 2000 2000\n" + "ids 87 871\n", + "ts -2.62e-08 -2.58e-08 =: -2.58e-08\n", + "avail ts -2e-07 - 1.978e-07 : 1.989e-09\n", + "grid size 200 2000 2000\n" ] } ], "source": [ "#################\n", - "\n", - "grid_size = 2000\n", + "grid_size = 200\n", "my_mode = 'same'\n", "grid = correlation_grid(grid_size, in1_len=len(sig_1), in2_len=len(sig_2), mode=my_mode)\n", "t_grid = grid/signal_1.sample_rate\n", @@ -436,6 +442,13 @@ "print(\"grid size\", len(t_grid), len(sig_2), len(sig_1))" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Showcase functions" + ] + }, { "cell_type": "code", "execution_count": 6, @@ -445,12 +458,14 @@ "name": "stdout", "output_type": "stream", "text": [ - "-2.58e-08 = -2.58e-08 \\pm (-1e-10, 1e-10)\n" + "Known time offset: -2.58e-08\n", + "Calculated offset: -2.62e-08\n", + "Uncertainty on offset: (-1e-09, 1e-09)\n" ] }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -462,29 +477,33 @@ } ], "source": [ - "##########################\n", - "##########################\n", + "grid_size = 200\n", + "\n", + "grid = correlation_grid(grid_size, in1_len=len(sig_1), in2_len=len(sig_2), mode='same')\n", "calc_shift, err = lag_gridsearch(grid, signal_1.sample_rate, sig_2, sig_1)\n", - "print(signal_2.t_0, \"=\", calc_shift, \"\\pm\", err)\n", + "\n", + "print(\"Known time offset:\", signal_2.t_0)\n", + "print(\"Calculated offset:\", calc_shift)\n", + "print(\"Uncertainty on offset:\", err)\n", "\n", "if True:\n", " signal_2.periodic = False\n", "\n", - " fig, ax = plt.subplots(figsize=(16,4))\n", - " ax.plot(double_signal_time * ns, sig_1, alpha=0.5, label='Regular')\n", - " ax.plot(double_signal_time * ns, sig_2, alpha=0.5, label='Shifted')\n", - " ax.plot((double_signal_time) * ns, signal_2(double_signal_time + calc_shift), ls=(0, (10,)), label='Recovered')\n", + "fig, ax = plt.subplots(figsize=(16,4))\n", + "ax.plot(double_signal_time * ns, sig_1, alpha=0.5, label='Regular')\n", + "ax.plot(double_signal_time * ns, sig_2, alpha=0.5, label='Shifted')\n", + "ax.plot((double_signal_time) * ns, signal_2(double_signal_time + calc_shift), ls=(0, (10,)), label='Recovered')\n", "\n", - " \n", - " ax.axvline(calc_shift * ns)\n", - " for i, _ in enumerate(err):\n", - " ax.axvline((calc_shift + err[i]) * ns, ls=(5*i, (4, 4)))\n", "\n", - " ax.set_xlabel(\"Time (ns)\")\n", - " ax.set_ylabel(\"Amplitude\")\n", - " ax.legend()\n", + "ax.axvline(calc_shift * ns)\n", + "for i, _ in enumerate(err):\n", + " ax.axvline((calc_shift + err[i]) * ns, ls=(5*i, (4, 4)))\n", "\n", - " plt.show()" + "ax.set_xlabel(\"Time (ns)\")\n", + "ax.set_ylabel(\"Amplitude\")\n", + "ax.legend()\n", + "\n", + "plt.show()" ] } ],