diff --git a/modules/module_3_8_bit_SAR_ADC/part_4_SAR_ADC/scripting/plot_adc.ipynb b/modules/module_3_8_bit_SAR_ADC/part_4_SAR_ADC/scripting/plot_adc.ipynb index b3f94a2b..ddce595f 100644 --- a/modules/module_3_8_bit_SAR_ADC/part_4_SAR_ADC/scripting/plot_adc.ipynb +++ b/modules/module_3_8_bit_SAR_ADC/part_4_SAR_ADC/scripting/plot_adc.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, + "execution_count": 88, "id": "0abc61a5-8afe-4043-a2b7-1494caccd674", "metadata": {}, "outputs": [ @@ -126,7 +126,7 @@ " ...\n", " \n", " \n", - " 601056\n", + " 581297\n", " 3.199908e-04\n", " 1.2\n", " 0.0\n", @@ -140,7 +140,7 @@ " 1.2\n", " \n", " \n", - " 601057\n", + " 581298\n", " 3.199916e-04\n", " 1.2\n", " 0.0\n", @@ -154,7 +154,7 @@ " 1.2\n", " \n", " \n", - " 601058\n", + " 581299\n", " 3.199933e-04\n", " 1.2\n", " 0.0\n", @@ -168,7 +168,7 @@ " 1.2\n", " \n", " \n", - " 601059\n", + " 581300\n", " 3.199966e-04\n", " 1.2\n", " 0.0\n", @@ -182,7 +182,7 @@ " 1.2\n", " \n", " \n", - " 601060\n", + " 581301\n", " 3.200000e-04\n", " 1.2\n", " 0.0\n", @@ -197,7 +197,7 @@ " \n", " \n", "\n", - "

601061 rows × 11 columns

\n", + "

581302 rows × 11 columns

\n", "" ], "text/plain": [ @@ -208,11 +208,11 @@ "3 4.000000e-13 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 1.915115e-08 \n", "4 8.000000e-13 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 3.830230e-08 \n", "... ... ... ... ... ... ... ... ... ... ... \n", - "601056 3.199908e-04 1.2 0.0 0.0 1.2 0.0 1.2 1.2 0.0 2.344200e-01 \n", - "601057 3.199916e-04 1.2 0.0 0.0 1.2 0.0 1.2 1.2 0.0 2.344562e-01 \n", - "601058 3.199933e-04 1.2 0.0 0.0 1.2 0.0 1.2 1.2 0.0 2.345284e-01 \n", - "601059 3.199966e-04 1.2 0.0 0.0 1.2 0.0 1.2 1.2 0.0 2.346728e-01 \n", - "601060 3.200000e-04 1.2 0.0 0.0 1.2 0.0 1.2 1.2 0.0 2.348242e-01 \n", + "581297 3.199908e-04 1.2 0.0 0.0 1.2 0.0 1.2 1.2 0.0 2.344200e-01 \n", + "581298 3.199916e-04 1.2 0.0 0.0 1.2 0.0 1.2 1.2 0.0 2.344562e-01 \n", + "581299 3.199933e-04 1.2 0.0 0.0 1.2 0.0 1.2 1.2 0.0 2.345284e-01 \n", + "581300 3.199966e-04 1.2 0.0 0.0 1.2 0.0 1.2 1.2 0.0 2.346728e-01 \n", + "581301 3.200000e-04 1.2 0.0 0.0 1.2 0.0 1.2 1.2 0.0 2.348242e-01 \n", "\n", " dac_clk \n", "0 0.0 \n", @@ -221,16 +221,16 @@ "3 0.0 \n", "4 0.0 \n", "... ... \n", - "601056 1.2 \n", - "601057 1.2 \n", - "601058 1.2 \n", - "601059 1.2 \n", - "601060 1.2 \n", + "581297 1.2 \n", + "581298 1.2 \n", + "581299 1.2 \n", + "581300 1.2 \n", + "581301 1.2 \n", "\n", - "[601061 rows x 11 columns]" + "[581302 rows x 11 columns]" ] }, - "execution_count": 1, + "execution_count": 88, "metadata": {}, "output_type": "execute_result" } @@ -239,6 +239,8 @@ "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", + "from scipy.fft import fft, fftfreq\n", + "from scipy.optimize import curve_fit\n", "\n", "# Read the whitespace-separated data\n", "df = pd.read_csv('../simulations/bit_data.txt', sep=r'\\s+')\n", @@ -249,7 +251,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 75, "id": "00784cb1-2a67-43fd-8380-c092ce91c174", "metadata": {}, "outputs": [], @@ -266,6 +268,8 @@ " clk = df['dac_clk'].values\n", " time = df['time'].values\n", " output = np.zeros(len(df))\n", + " simple_time = []\n", + " simple_output = []\n", " prev_clk = clk[0]\n", " aout = 0\n", "\n", @@ -284,19 +288,21 @@ " aout += fullscale / weight\n", " weight *= 2\n", " output[i] = aout + vmin\n", + " simple_output.append(output[i])\n", + " simple_time.append(time[i])\n", " else:\n", " output[i] = output[i - 1] # Hold previous value\n", "\n", " prev_clk = clk[i]\n", "\n", - " return output\n", + " return output, np.array(simple_time), np.array(simple_output)\n", "\n", - "df['dac_out'] = virtual_dac(df)\n" + "df['dac_out'], simple_time, simple_output = virtual_dac(df)\n" ] }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 76, "id": "dfbb2ea8-a35e-4af1-9399-4c5ad5559d8a", "metadata": {}, "outputs": [ @@ -309,15 +315,15 @@ "3 -1.200000\n", "4 -1.200000\n", " ... \n", - "601056 0.215625\n", - "601057 0.215625\n", - "601058 0.215625\n", - "601059 0.215625\n", - "601060 0.215625\n", - "Name: dac_out, Length: 601061, dtype: float64" + "581297 0.215625\n", + "581298 0.215625\n", + "581299 0.215625\n", + "581300 0.215625\n", + "581301 0.215625\n", + "Name: dac_out, Length: 581302, dtype: float64" ] }, - "execution_count": 3, + "execution_count": 76, "metadata": {}, "output_type": "execute_result" } @@ -328,13 +334,13 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 77, "id": "3d215584-2df1-4754-95c4-6e9998206fec", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -369,13 +375,13 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 78, "id": "0de12b03-32c6-4ea6-9492-3f799d026476", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -411,27 +417,209 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 79, "id": "28eaf8df-7c8f-42f5-a495-bbec7e3309ba", "metadata": {}, - "outputs": [], - "source": [] + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "T = df['time'].values[1] - df['time'].values[0]\n", + "N = df['time'].values.size\n", + "\n", + "x = np.linspace(0.0, N*T, N, endpoint=False)\n", + "y = df['dac_out'].values\n", + "\n", + "yf = fft(y)\n", + "xf = fftfreq(N, T)[:N//2]\n", + "import matplotlib.pyplot as plt\n", + "plt.plot(xf, 2.0/N * np.abs(yf[0:N//2]))\n", + "plt.loglog()\n", + "plt.grid()\n", + "plt.show()" + ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 81, "id": "084c101d-b6e3-4c16-9691-0523de5bdd57", "metadata": {}, - "outputs": [], - "source": [] + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "T = simple_time[1] - simple_time[0]\n", + "\n", + "y_tail = simple_output[1:]\n", + "N = y_tail.size\n", + "x_tail = np.linspace(0.0, N*T, N, endpoint=False)\n", + "\n", + "yf_tail = fft(y_tail)\n", + "xf_tail = fftfreq(N, T)[:N//2]\n", + "\n", + "plt.plot(xf_tail, 2.0/N * np.abs(yf_tail[0:N//2]), label=\"Tail\")\n", + "\n", + "y = simple_output[1:-4]\n", + "N = y.size\n", + "x = np.linspace(0.0, N*T, N, endpoint=False)\n", + "\n", + "yf = fft(y)\n", + "xf = fftfreq(N, T)[:N//2]\n", + "\n", + "\n", + "\n", + "from scipy.signal.windows import hann\n", + "w = hann(N)\n", + "ywf = fft(y*w)\n", + "plt.plot(xf, 2.0/N * np.abs(ywf[0:N//2]), label=\"No tail hann\")\n", + "import matplotlib.pyplot as plt\n", + "plt.plot(xf, 2.0/N * np.abs(yf[0:N//2]), label=\"No tail\")\n", + "plt.loglog()\n", + "plt.grid()\n", + "plt.legend()\n", + "plt.show()" + ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 82, "id": "c3f03af0-7e2c-42c5-9d0b-a5bc0f4bcdef", "metadata": {}, "outputs": [], - "source": [] + "source": [ + "simple_time = simple_time[1:]\n", + "simple_output = simple_output[1:]\n", + "simple_time -= simple_time[0]" + ] + }, + { + "cell_type": "code", + "execution_count": 97, + "id": "dfe61eba-4210-4392-9d67-58303b0a5032", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[0.61550349 0.04011544]\n" + ] + }, + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 97, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "plt.plot(simple_time, simple_output)\n", + "def ideal_sine(x, amplitude, delay):\n", + " return amplitude * np.sin(2*np.pi*12.7e3*simple_time + delay)\n", + "\n", + "popt, pcov = curve_fit(ideal_sine, simple_time, simple_output, p0 = [0.6, 0])\n", + "print(popt)\n", + "\n", + "ideal_sine = ideal_sine(simple_time, popt[0], popt[1])\n", + "plt.plot(simple_time, ideal_sine)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 98, + "id": "4bec7e25-8219-4a05-a344-382b0edbc87c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 98, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(simple_time, ideal_sine-simple_output)" + ] + }, + { + "cell_type": "code", + "execution_count": 99, + "id": "4cf5c184-82b6-4745-80d9-540ccab4ea23", + "metadata": {}, + "outputs": [], + "source": [ + "power_noise_distortion = np.mean( np.power(ideal_sine-simple_output,2))\n", + "power_signal = np.mean(np.power(ideal_sine,2))\n", + "SINAD = 10 * np.log10((power_signal+power_noise_distortion)/power_noise_distortion)" + ] + }, + { + "cell_type": "code", + "execution_count": 100, + "id": "d55e4cdf-1af8-44bc-9fef-e3ff65b97c9b", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "SINAD is 35.03541419281612\n", + "ENOB is 5.5274774406671305\n" + ] + } + ], + "source": [ + "print(\"SINAD is \"+str(SINAD))\n", + "print(\"ENOB is \"+str((SINAD-1.76)/6.02))" + ] } ], "metadata": { @@ -450,7 +638,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.12" + "version": "3.12.3" } }, "nbformat": 4,