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author | jaseg <git-bigdata-wsl-arch@jaseg.de> | 2021-03-31 20:16:17 +0200 |
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committer | jaseg <git-bigdata-wsl-arch@jaseg.de> | 2021-03-31 20:16:17 +0200 |
commit | ea44143cf2290e887c16fc7e1f9fa6a0e084fcbd (patch) | |
tree | 1dc746b109e411c418daafd3b5558d22145c5a1c /prototype/sensor-analysis | |
parent | 4a25d96235aa1b323be566cb9e17fe77e0bb7486 (diff) | |
download | ihsm-ea44143cf2290e887c16fc7e1f9fa6a0e084fcbd.tar.gz ihsm-ea44143cf2290e887c16fc7e1f9fa6a0e084fcbd.tar.bz2 ihsm-ea44143cf2290e887c16fc7e1f9fa6a0e084fcbd.zip |
Paper rework WIP for submission to CHES'21
Diffstat (limited to 'prototype/sensor-analysis')
-rw-r--r-- | prototype/sensor-analysis/Accelerometer Data Analysis.ipynb | 120 | ||||
-rw-r--r-- | prototype/sensor-analysis/fig-acc-theory-meas-run50.pdf | bin | 17426 -> 17426 bytes | |||
-rw-r--r-- | prototype/sensor-analysis/fig-acc-trace-stacked-run50.pdf | bin | 64277 -> 65065 bytes | |||
-rw-r--r-- | prototype/sensor-analysis/fig-acc-trace-steps-run50.pdf | bin | 103833 -> 64403 bytes |
4 files changed, 78 insertions, 42 deletions
diff --git a/prototype/sensor-analysis/Accelerometer Data Analysis.ipynb b/prototype/sensor-analysis/Accelerometer Data Analysis.ipynb index 3310027..3f01de9 100644 --- a/prototype/sensor-analysis/Accelerometer Data Analysis.ipynb +++ b/prototype/sensor-analysis/Accelerometer Data Analysis.ipynb @@ -74,7 +74,7 @@ }, { "cell_type": "code", - "execution_count": 97, + "execution_count": 220, "metadata": { "scrolled": false }, @@ -83,7 +83,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Loading run #28 with 4918 packets total, 178 distinct over 161.5061011314392s\n" + "Loading run #28 with 4918 packets total, 178 distinct over 162s\n" ] }, { @@ -1047,7 +1047,7 @@ { "data": { "text/html": [ - "<img 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\" 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\" width=\"640\">" ], "text/plain": [ "<IPython.core.display.HTML object>" @@ -1071,16 +1071,18 @@ " seq, *data, _crc = struct.unpack('<I16hI', packet)\n", " return (seq, tuple(data))\n", "\n", - "def plot_measurements(ax, t, y, offset=0, scale=1, grid=True, label=None):\n", + "def plot_measurements(ax, t, y, offset=0, scale=1, grid=True, label=None, label2=None, linewidth=[None, None], lightalpha=0.2):\n", " y = (y / mems_lsb_per_g - offset) * scale\n", " \n", " if grid:\n", " ax.grid()\n", - " ax.plot(t, y, color='darkblue', alpha=0.2, label=label)\n", + " ax.plot(t, y, color='darkblue', alpha=lightalpha, label=label, linewidth=linewidth[0])\n", " #ax.plot(ts, scipy.signal.savgol_filter(reassembled_values / mems_lsb_per_g, 21, 2) )\n", " sos = scipy.signal.butter(8, 0.5, 'lp', fs=10, output='sos')\n", " filtered = scipy.signal.sosfiltfilt(sos, y)\n", - " ax.plot(t, filtered, color='darkblue', label=f'{label} (lowpass filtered)')\n", + " if label2 is None:\n", + " label2 = f'{label} (lowpass filtered)'\n", + " ax.plot(t, filtered, color='darkblue', label=label2, linewidth=linewidth[0])\n", " \n", " ax.set_xlabel(r't [mm:ss]')\n", " ax.set_ylabel(r'$a\\; [g]$')\n", @@ -1096,7 +1098,7 @@ " num_packets_distinct, = db.execute('SELECT COUNT(*) FROM (SELECT DISTINCT data FROM packets WHERE run_id=?)', (run_id,)).fetchone()\n", " timespan_start, timespan_end = db.execute('SELECT MIN(timestamp_us)/1e6, MAX(timestamp_us)/1e6 FROM packets WHERE run_id=?', (run_id,)).fetchone()\n", " timespan = timespan_end - timespan_start\n", - " print(f'Loading run #{run_id} with {num_packets} packets total, {num_packets_distinct} distinct over {timespan}s')\n", + " print(f'Loading run #{run_id} with {num_packets} packets total, {num_packets_distinct} distinct over {timespan:.0f}s')\n", " \n", " packet_timestamps = db.execute('SELECT timestamp_us/1e6 FROM packets WHERE run_id=? ORDER BY timestamp_us', (run_id,)).fetchall()\n", " packet_timestamps = [ ts - timespan_start for ts, in packet_timestamps ]\n", @@ -1147,7 +1149,7 @@ }, { "cell_type": "code", - "execution_count": 126, + "execution_count": 225, "metadata": { "scrolled": false }, @@ -1156,7 +1158,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Loading run #50 with 79193 packets total, 2623 distinct over 2102.6222710609436s\n", + "Loading run #50 with 79193 packets total, 2623 distinct over 2103s\n", "Packet length: 40\n", "Very approximate lower bound on baudrate: 129032.25806451612 bd\n", "Sequence number range: 2121 ... 4755\n" @@ -2123,7 +2125,7 @@ { "data": { "text/html": [ - "<img 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\" 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\" width=\"500\">" ], "text/plain": [ "<IPython.core.display.HTML object>" @@ -2268,7 +2270,7 @@ "ivl_start, ivl_end = 0.5, 1\n", "ivl_start, ivl_end = int(ivl_start*60*sampling_rate), int(ivl_end*60*sampling_rate)\n", "\n", - "fig, ax = plt.subplots(figsize=(8, 5))\n", + "fig, ax = plt.subplots(figsize=(5, 2.5))\n", "#ax.axvspan(ivl_start/60/sampling_rate, ivl_end/60/sampling_rate, color='orange', alpha=0.5)\n", "\n", "# Run 40\n", @@ -2329,13 +2331,14 @@ "print(f'Found sensor scale: {sensor_scale-1.0:+.3f}')\n", "print() \n", "\n", - "plot_measurements(ax, t, y, offset=sensor_offx, scale=sensor_scale, grid=False, label='Accelerometer readings')\n", + "plot_measurements(ax, t, y, offset=sensor_offx, scale=sensor_scale, grid=False,\n", + " label='Raw acceleration', label2='After Low Pass', linewidth=[0.5, 1])\n", "\n", "ax.axhline(0, linewidth=1, color='black', alpha=0.5, zorder=1)\n", "\n", - "label = {'label': 'Theoretical results from direct frequency measurement'}\n", + "label = {'label': 'Theory'}\n", "for theory, meas, (_1, _2, f_actual) in zip(acc_theory, acc_meas, le_data):\n", - " ax.axhline(theory, color='orange', alpha=1, zorder=1, linewidth=1, **label)\n", + " ax.axhline(theory, color='orange', alpha=1, zorder=1, linewidth=0.5, **label)\n", " label = {}\n", " meas = (meas - sensor_offx) * sensor_scale\n", " #ax.axhline(meas, color='red', alpha=0.2, zorder=1)\n", @@ -2348,13 +2351,26 @@ " print()\n", "\n", "ax.legend(loc='upper left')\n", + "\n", + "f_ax = ax.twinx()\n", + "f_ax.spines['right'].set_position(('outward', 50))\n", + "f_ax.set_ylabel('$f\\;[rpm]$')\n", + "g_ylim = ax.get_ylim()\n", + "f_ax.set_ylim(g_ylim)\n", + "\n", + "g_to_f = lambda a: 60/2/np.pi * np.sqrt(a*g/r_mems)\n", + "f_to_g = lambda f: (f/60*2*np.pi)**2 * r_mems / g\n", + "tick_fs = list(np.linspace(0, 1000, 11))\n", + "f_ax.set_yticks([f_to_g(f) for f in tick_fs])\n", + "f_ax.set_yticklabels([f'{f:.0f}' if f == 0 or f > 200 else '' for f in tick_fs])\n", + "\n", "fig.tight_layout()\n", "fig.savefig('fig-acc-trace-steps-run50.pdf')" ] }, { "cell_type": "code", - "execution_count": 146, + "execution_count": 222, "metadata": {}, "outputs": [ { @@ -3362,7 +3378,7 @@ }, { "cell_type": "code", - "execution_count": 145, + "execution_count": 223, "metadata": { "scrolled": false }, @@ -3371,7 +3387,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Loading run #50 with 79193 packets total, 2623 distinct over 2102.6222710609436s\n", + "Loading run #50 with 79193 packets total, 2623 distinct over 2103s\n", "Packet length: 40\n", "Very approximate lower bound on baudrate: 129032.25806451612 bd\n", "Sequence number range: 2121 ... 4755\n" @@ -4338,7 +4354,7 @@ { "data": { "text/html": [ - "<img 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\" 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width=\"500\">" ], "text/plain": [ "<IPython.core.display.HTML object>" @@ -4356,121 +4372,121 @@ "\n", "Centrifugal acceleration at 1.58 Hz:\n", " Theory: 0.55 g / 5.42 m/s^2\n", - " Measurement: 0.51 g / 5.028966965088801 m/s^2\n", + " Measurement: 0.51 g / 5.03 m/s^2\n", " Rel. Error: 7.78 %\n", " Abs. Error: 0.04 g / 0.39 m/s^2\n", "\n", "Centrifugal acceleration at 2.11 Hz:\n", " Theory: 0.99 g / 9.67 m/s^2\n", - " Measurement: 0.93 g / 9.162411313131324 m/s^2\n", + " Measurement: 0.93 g / 9.16 m/s^2\n", " Rel. Error: 5.51 %\n", " Abs. Error: 0.05 g / 0.50 m/s^2\n", "\n", "Centrifugal acceleration at 2.85 Hz:\n", " Theory: 1.80 g / 17.64 m/s^2\n", - " Measurement: 1.75 g / 17.17632651666313 m/s^2\n", + " Measurement: 1.75 g / 17.18 m/s^2\n", " Rel. Error: 2.68 %\n", " Abs. Error: 0.05 g / 0.46 m/s^2\n", "\n", "Centrifugal acceleration at 3.30 Hz:\n", " Theory: 2.41 g / 23.65 m/s^2\n", - " Measurement: 2.38 g / 23.327857994031824 m/s^2\n", + " Measurement: 2.38 g / 23.33 m/s^2\n", " Rel. Error: 1.36 %\n", " Abs. Error: 0.03 g / 0.32 m/s^2\n", "\n", "Centrifugal acceleration at 4.58 Hz:\n", " Theory: 4.64 g / 45.55 m/s^2\n", - " Measurement: 4.61 g / 45.215765910987294 m/s^2\n", + " Measurement: 4.61 g / 45.22 m/s^2\n", " Rel. Error: 0.73 %\n", " Abs. Error: 0.03 g / 0.33 m/s^2\n", "\n", "Centrifugal acceleration at 5.03 Hz:\n", " Theory: 5.60 g / 54.94 m/s^2\n", - " Measurement: 5.60 g / 54.879353326521255 m/s^2\n", + " Measurement: 5.60 g / 54.88 m/s^2\n", " Rel. Error: 0.10 %\n", " Abs. Error: 0.01 g / 0.06 m/s^2\n", "\n", "Centrifugal acceleration at 5.64 Hz:\n", " Theory: 7.04 g / 69.07 m/s^2\n", - " Measurement: 7.07 g / 69.32805905894263 m/s^2\n", + " Measurement: 7.07 g / 69.33 m/s^2\n", " Rel. Error: -0.37 %\n", " Abs. Error: -0.03 g / -0.26 m/s^2\n", "\n", "Centrifugal acceleration at 6.27 Hz:\n", " Theory: 8.70 g / 85.36 m/s^2\n", - " Measurement: 8.73 g / 85.58819751832274 m/s^2\n", + " Measurement: 8.73 g / 85.59 m/s^2\n", " Rel. Error: -0.27 %\n", " Abs. Error: -0.02 g / -0.23 m/s^2\n", "\n", "Centrifugal acceleration at 6.92 Hz:\n", " Theory: 10.60 g / 103.98 m/s^2\n", - " Measurement: 10.61 g / 104.02675841921068 m/s^2\n", + " Measurement: 10.61 g / 104.03 m/s^2\n", " Rel. Error: -0.05 %\n", " Abs. Error: -0.01 g / -0.05 m/s^2\n", "\n", "Centrifugal acceleration at 7.52 Hz:\n", " Theory: 12.52 g / 122.79 m/s^2\n", - " Measurement: 12.55 g / 123.06283558349547 m/s^2\n", + " Measurement: 12.55 g / 123.06 m/s^2\n", " Rel. Error: -0.22 %\n", " Abs. Error: -0.03 g / -0.27 m/s^2\n", "\n", "Centrifugal acceleration at 8.11 Hz:\n", " Theory: 14.56 g / 142.81 m/s^2\n", - " Measurement: 14.60 g / 143.1378855707173 m/s^2\n", + " Measurement: 14.60 g / 143.14 m/s^2\n", " Rel. Error: -0.23 %\n", " Abs. Error: -0.03 g / -0.33 m/s^2\n", "\n", "Centrifugal acceleration at 8.83 Hz:\n", " Theory: 17.26 g / 169.29 m/s^2\n", - " Measurement: 17.29 g / 169.5411921794013 m/s^2\n", + " Measurement: 17.29 g / 169.54 m/s^2\n", " Rel. Error: -0.15 %\n", " Abs. Error: -0.03 g / -0.25 m/s^2\n", "\n", "Centrifugal acceleration at 9.34 Hz:\n", " Theory: 19.32 g / 189.42 m/s^2\n", - " Measurement: 19.33 g / 189.55282064313795 m/s^2\n", + " Measurement: 19.33 g / 189.55 m/s^2\n", " Rel. Error: -0.07 %\n", " Abs. Error: -0.01 g / -0.14 m/s^2\n", "\n", "Centrifugal acceleration at 10.08 Hz:\n", " Theory: 22.50 g / 220.62 m/s^2\n", - " Measurement: 22.64 g / 222.01323904535036 m/s^2\n", + " Measurement: 22.64 g / 222.01 m/s^2\n", " Rel. Error: -0.63 %\n", " Abs. Error: -0.14 g / -1.39 m/s^2\n", "\n", "Centrifugal acceleration at 10.92 Hz:\n", " Theory: 26.40 g / 258.92 m/s^2\n", - " Measurement: 26.44 g / 259.29404953313013 m/s^2\n", + " Measurement: 26.44 g / 259.29 m/s^2\n", " Rel. Error: -0.14 %\n", " Abs. Error: -0.04 g / -0.37 m/s^2\n", "\n", "Centrifugal acceleration at 11.92 Hz:\n", " Theory: 31.46 g / 308.51 m/s^2\n", - " Measurement: 31.43 g / 308.2330187199834 m/s^2\n", + " Measurement: 31.43 g / 308.23 m/s^2\n", " Rel. Error: 0.09 %\n", " Abs. Error: 0.03 g / 0.28 m/s^2\n", "\n", "Centrifugal acceleration at 13.24 Hz:\n", " Theory: 38.81 g / 380.63 m/s^2\n", - " Measurement: 38.83 g / 380.7555308252864 m/s^2\n", + " Measurement: 38.83 g / 380.76 m/s^2\n", " Rel. Error: -0.03 %\n", " Abs. Error: -0.01 g / -0.13 m/s^2\n", "\n", "Centrifugal acceleration at 14.10 Hz:\n", " Theory: 44.02 g / 431.68 m/s^2\n", - " Measurement: 44.00 g / 431.4606825509938 m/s^2\n", + " Measurement: 44.00 g / 431.46 m/s^2\n", " Rel. Error: 0.05 %\n", " Abs. Error: 0.02 g / 0.22 m/s^2\n", "\n", "Centrifugal acceleration at 15.18 Hz:\n", " Theory: 51.02 g / 500.34 m/s^2\n", - " Measurement: 50.93 g / 499.4553254402874 m/s^2\n", + " Measurement: 50.93 g / 499.46 m/s^2\n", " Rel. Error: 0.18 %\n", " Abs. Error: 0.09 g / 0.89 m/s^2\n", "\n", "Centrifugal acceleration at 16.39 Hz:\n", " Theory: 59.48 g / 583.28 m/s^2\n", - " Measurement: 59.48 g / 583.3128315154445 m/s^2\n", + " Measurement: 59.48 g / 583.31 m/s^2\n", " Rel. Error: -0.00 %\n", " Abs. Error: -0.00 g / -0.03 m/s^2\n", "\n" @@ -4546,13 +4562,13 @@ " idx = (t_start/60 < t) & (t < t_end/60)\n", " new_t = t[idx]\n", " new_t -= min(new_t)\n", - " ax.plot(new_t*60, yp[idx], color='darkblue', alpha=0.2, label=label[0])\n", - " ax.plot(new_t*60, filtered[idx], color='darkblue', label=label[1])\n", + " ax.plot(new_t*60, yp[idx], color='darkblue', alpha=0.2, label=label[0], linewidth=1)\n", + " ax.plot(new_t*60, filtered[idx], color='darkblue', label=label[1], linewidth=0.5)\n", " label = (None, None)\n", "\n", "ax.axhline(0, linewidth=1, color='black', alpha=0.5, zorder=1)\n", "\n", - "label = {'label': 'Calculated from rotor speed'}\n", + "label = {'label': 'Theory'}\n", "for theory, meas, (_1, _2, f_actual) in zip(acc_theory, acc_meas, le_data):\n", " ax.axhline(theory, color='orange', alpha=1, zorder=1, linewidth=1, **label)\n", " label = {}\n", @@ -4561,13 +4577,26 @@ " \n", " print(f'Centrifugal acceleration at {f_actual:.2f} Hz:')\n", " print(f' Theory: {theory:.2f} g / {theory*g:.2f} m/s^2')\n", - " print(f' Measurement: {meas:.2f} g / {meas*g} m/s^2')\n", + " print(f' Measurement: {meas:.2f} g / {meas*g:.2f} m/s^2')\n", " print(f' Rel. Error: {(theory/meas - 1.0) * 100:.2f} %')\n", " print(f' Abs. Error: {theory-meas:.2f} g / {(theory-meas)*g:.2f} m/s^2')\n", " print()\n", "\n", "ax.legend(loc='upper left')\n", "ax.grid(axis='x')\n", + "\n", + "f_ax = ax.twinx()\n", + "f_ax.spines['right'].set_position(('outward', 50))\n", + "f_ax.set_ylabel('$f\\;[rpm]$')\n", + "g_ylim = ax.get_ylim()\n", + "f_ax.set_ylim(g_ylim)\n", + "\n", + "g_to_f = lambda a: 60/2/np.pi * np.sqrt(a*g/r_mems)\n", + "f_to_g = lambda f: (f/60*2*np.pi)**2 * r_mems / g\n", + "tick_fs = list(np.linspace(0, 1000, 11))\n", + "f_ax.set_yticks([f_to_g(f) for f in tick_fs])\n", + "f_ax.set_yticklabels([f'{f:.0f}' if f == 0 or f > 200 else '' for f in tick_fs])\n", + "\n", "#ax.set_yscale('log')\n", "#ax.set_ylim([0.3, 30])\n", "fig.tight_layout()\n", @@ -4576,6 +4605,13 @@ }, { "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", "execution_count": 8, "metadata": { "scrolled": false diff --git a/prototype/sensor-analysis/fig-acc-theory-meas-run50.pdf b/prototype/sensor-analysis/fig-acc-theory-meas-run50.pdf Binary files differindex 51d5325..bae7ce8 100644 --- a/prototype/sensor-analysis/fig-acc-theory-meas-run50.pdf +++ b/prototype/sensor-analysis/fig-acc-theory-meas-run50.pdf diff --git a/prototype/sensor-analysis/fig-acc-trace-stacked-run50.pdf b/prototype/sensor-analysis/fig-acc-trace-stacked-run50.pdf Binary files differindex ebcd5a5..a81246b 100644 --- a/prototype/sensor-analysis/fig-acc-trace-stacked-run50.pdf +++ b/prototype/sensor-analysis/fig-acc-trace-stacked-run50.pdf diff --git a/prototype/sensor-analysis/fig-acc-trace-steps-run50.pdf b/prototype/sensor-analysis/fig-acc-trace-steps-run50.pdf Binary files differindex 8d5c65f..c1bc499 100644 --- a/prototype/sensor-analysis/fig-acc-trace-steps-run50.pdf +++ b/prototype/sensor-analysis/fig-acc-trace-steps-run50.pdf |