Repository: bmurmann/ADC-survey Branch: main Commit: 3f8d5ea887dd Files: 17 Total size: 492.4 KB Directory structure: gitextract_e0xcdi_y/ ├── LICENSE ├── README.md ├── pdf/ │ └── README.md ├── plots/ │ ├── README.md │ ├── aperture_plot.ipynb │ ├── aperture_trend_plot.ipynb │ ├── energy_plot.ipynb │ ├── foms_plot.ipynb │ ├── foms_plot.json │ └── foms_trend_plot.ipynb └── xls/ ├── ADCsurvey_latest.ods ├── ADCsurvey_latest.xlsx ├── ADCsurvey_rev20240808.xlsx ├── ADCsurvey_rev20250609.xlsx ├── ADCsurvey_rev20250721.xlsx ├── ADCsurvey_rev20260314.xlsx └── README.md ================================================ FILE CONTENTS ================================================ ================================================ FILE: LICENSE ================================================ BSD 3-Clause License Copyright (c) 2022, Boris Murmann Redistribution and use in source and binary forms, with or without modification, are permitted provided that the following conditions are met: 1. Redistributions of source code must retain the above copyright notice, this list of conditions and the following disclaimer. 2. Redistributions in binary form must reproduce the above copyright notice, this list of conditions and the following disclaimer in the documentation and/or other materials provided with the distribution. 3. Neither the name of the copyright holder nor the names of its contributors may be used to endorse or promote products derived from this software without specific prior written permission. THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. ================================================ FILE: README.md ================================================ # ADC Performance Survey *Data collection from the ISSCC & VLSI Circuit Symposium, 1997-2026* For use in publications and presentations please cite as follows: B. Murmann, "ADC Performance Survey 1997-2026," [Online]. Available: https://github.com/bmurmann/ADC-survey. ``` @misc{adc_survey, author = {Murmann, Boris}, title = {{ADC Performance Survey 1997-2026}}, note = {[Online]. Available: \url{https://github.com/bmurmann/ADC-survey}} } ``` **Related Material** * B. Murmann, "Introduction to ADCs/DACs: Metrics, Topologies, Trade Space, and Applications," ISSCC Short Course Presentation, Feb. 2022. [PDF](https://github.com/bmurmann/ADC-survey/blob/69cb1e4e819c9e0222cfbd386968d1f24ade16fa/pdf/ISSCC2022-Short%20Course-Murmann.pdf) * B. Murmann, M. Verhelst, and Y. Manoli, “Analog-to-Information Conversion,” in NANO-CHIPS 2030, by B. Murmann and B. Hoefflinger (eds.), Springer, 2020. [DOI](http://dx.doi.org/10.1007/978-3-030-18338-7_17) * B. Murmann, “The successive approximation register ADC: a versatile building block for ultra-low-power to ultra-high-speed applications,” in IEEE Communications Magazine, vol. 54, no. 4, pp. 78-83, Apr. 2016. [DOI](http://dx.doi.org/10.1109/MCOM.2016.7452270) * M. Keller, B. Murmann, and Y. Manoli, “Analog-Digital Interfaces—Review and Current Trends,” in CHIPS 2020 VOL. 2, by B. Hoefflinger (ed.), Springer, 2016. [DOI](https://doi.org/10.1007/978-3-319-22093-2_4) * B. Murmann, “The Race for the Extra Decibel: A Brief Review of Current ADC Performance Trajectories,” IEEE Solid-State Circuits Magazine, vol. 7, no. 3, pp. 58-66, 2015. [DOI](http://dx.doi.org/10.1109/MSSC.2015.2442393) * B. Murmann, "A/D Converter Figures of Merit and Performance Trends," ISSCCx: Circuit and System Insights, Feb. 2015. [YouTube](https://www.youtube.com/watch?v=dlD0Jz3d594) * B. Murmann, “Digitally Assisted Data Converter Design,” (Keynote Paper) Proc. ESSCIRC, Bucharest, Romania, Sep. 2013, pp. 24-31. [DOI](http://dx.doi.org/10.1109/ESSCIRC.2013.6649063) * B. Murmann, “Energy limits in A/D converters,” (Keynote Paper) IEEE Faible Tension Faible Consommation (FTFC), Paris, France, Jun. 2013. [DOI](http://dx.doi.org/10.1109/FTFC.2013.6577781) * M. Verhelst and B. Murmann, “Area scaling analysis of CMOS ADCs,” Electronics Letters, vol. 48, no. 6, pp. 314-315, Mar. 15 2012. [DOI](http://dx.doi.org/10.1049/el.2012.0253) * B. Murmann, “A/D converter trends: Power dissipation, scaling and digitally assisted architectures,” in Proc. IEEE Custom Integrated Circuits Conf., San Jose, CA, Sep. 2008, pp. 105-112. [DOI](http://dx.doi.org/10.1109/CICC.2008.4672032) * B. Murmann, “Limits on ADC Power Dissipation,” in Analog Circuit Design, by M. Steyaert, A.H.M. Roermund, J.H. van Huijsing (eds.), Springer, 2006. [DOI](https://doi.org/10.1007/1-4020-3885-2_16) ================================================ FILE: pdf/README.md ================================================ Various resources in PDF format. ================================================ FILE: plots/README.md ================================================ This directory provides some examples for plotting the ADC survey data. The Jupyter notebooks can be opened and run in Google Colab (no local Jupyter installation needed). You can click the examples below to download high-resolution png files. **Aperture Plot**: Signal-to-noise and distortion ratio (SNDR) versus input frequency (fin,hf). For these data points, the input frequency is typically chosen as the highest reported, often near fs/2. In this case, high-speed converters are often limited by clock jitter, and it is reasonable to use the measured SNDR as a proxy for the SNR caused by jitter alone. We see that today's best designs get close to an equivalent jitter of approximately 50 fs. **Aperture Trend Plot**: The plot below shows the progression of the equivalent jitter over time. The best 3 designs to date are averaged for each data point. The value of 50 fs was reached in the late 2010s but hasn't progressed much since. Generating and distributing a sampling clock with significantly lower jitter remains a grand challenge for A/D interfaces. **Energy Plot**: A/D conversion energy (power/sampling rate) versus signal-to-noise and distortion ratio (SNDR). Designs with high SNDR are typically limited by thermal noise and we expect the energy to quadruple per added bit. The data confirms this with a good fit to 4ENOB (where ENOB=SNDR-1.76/6.02) for high SNDR. For low SNDR, the energy tends to plateau at some level set by CV2 limits (as opposed to energy invested to overcome noise). Process technology scaling and reduced supply voltages can help with lowering the horizontal asymptote. The colors of each point give an indication of the conversion speed. Low-speed designs tend to have lower energy at a given SNDR. The lowest absolute energy points on this chart correspond (not surprisingly) to ADCs that have neither high resolution nor high speed. **Figure of Merit Plot**: The above Energy Plot indicates that high-speed ADCs tend to be less energy efficient. To visualize this tradeoff more directly, we can lump the relevant metrics into a figure of merit (FOM). Shown below is a plot of the SNDR-based Schreier FOM ($FOM_S=SNDR(dB)+10log(f_{snyq}/2/P)$) versus sampling rate. (Larger is better in this plot.) FOMS conforms with the asymptotic cost of 4x in power per 6 dB of SNDR increase, seen in the above Energy Plot. It also assumes that power scales linearly with conversion speed. The plot shows that this latter assumption breaks down at some corner frequency (near 100 MHz), beyond which the FOM drops by about 10 dB per decade. This suggests a quadratic relationship between power and conversion speed in this high-speed region. Using the envelope data of this plot, one can estimate the power dissipation of a state-of-the-art ADC for a given SNDR requirement and conversion speed. Try it out using this [calculator](https://murmann-group.github.io/adc_survey/). **Figure of Merit Trend Plot**: The plot below shows the improvement in $FOM_S$ over time. The best 5 designs to date are averaged for each data point. The blue line is for the horizontal (low-frequency) asymptote in the Figure of Merit Plot. The red curve is for the high-frequency asymptote, evaluated at 1 GHz. We observe that low-speed designs are just a few decibels away from the classical $8kT$ x $SNR$ limit for an ideal class-B analog circuit. The $FOM_S$ improvement rate for both high- and low-speed designs has been in the range of 1-2 dB. ================================================ FILE: plots/aperture_plot.ipynb ================================================ { "cells": [ { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "view-in-github" }, "source": [ "\"Open" ] }, { "cell_type": "markdown", "metadata": { "id": "MOkmxjrkkPJS" }, "source": [ "# ADC Survey: Aperture Plot" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "id": "h4nZaDktMRTL" }, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import pandas as pd\n", "try:\n", " from google.colab import files\n", " IN_COLAB = True\n", "except:\n", " IN_COLAB = False" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "id": "U6pyV95WkVGx" }, "outputs": [], "source": [ "# Read latest survey data and concatenate ISSCC and VLSI data\n", "if IN_COLAB:\n", " data = \"https://github.com/bmurmann/ADC-survey/blob/main/xls/ADCsurvey_latest.xlsx?raw=true\"\n", "else:\n", " data = \"../xls/ADCsurvey_latest.xlsx\"\n", "df1 = pd.read_excel(data, sheet_name='ISSCC')\n", "df2 = pd.read_excel(data, sheet_name='VLSI')\n", "df = pd.concat([df1, df2])" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "VxF-jvN0rEBe", "outputId": "4be5e2fd-f2e4-45bd-e06e-9afa2b02ff2b" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Index(['YEAR', 'ID', 'TYPE', 'ARCHITECTURE', 'TECHNOLOGY', 'TITLE', 'ABSTRACT',\n", " 'AUTHORS', 'DOI', 'LINK', 'COMMENTS', 'VSUP1 [V]', 'VSUP2 [V]',\n", " 'VSUP3 [V]', 'Csamp [pF]', 'AREA [mm^2]', 'SNDR_lf [dB]', 'fin_hf [Hz]',\n", " 'SNDR_hf [dB]', 'SNR [dB]', 'DR [dB]', '-THD [dB]', 'SFDR [dB]',\n", " 'SNDR_plot [dB]', 'P [W]', 'fs [Hz]', 'OSR', 'fsnyq [Hz]',\n", " 'fcenter [Hz]', 'P/fsnyq [pJ]', 'FOMW_lf [fJ/conv-step]',\n", " 'FOMW_hf [fJ/conv-step]', 'FOMS_lf [dB]', 'FOMS_hf [dB]',\n", " 'FOMW_hf/fsnyq', 'FOMS,hf+10log(fsnyq)'],\n", " dtype='object')\n" ] } ], "source": [ "# Show headers of data table\n", "print(df.keys())" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "id": "snl3YeC_ge0g" }, "outputs": [], "source": [ "# Compute envelope for aperture plot\n", "jitter_estimate = 1/(2*np.pi*df['fin_hf [Hz]'] * np.sqrt(10**(df['SNDR_hf [dB]']/10)))\n", "smallest_three = sorted(jitter_estimate, key = lambda x : float('inf') if np.isnan(x) else x)[:3]\n", "jitter_min = np.mean(smallest_three)\n", "jitter_max = 1e-12\n", "env_x = np.linspace(1e6, 1e11, 100)\n", "env_y1 = -20*np.log10(2*np.pi*env_x*jitter_min)\n", "env_y2 = -20*np.log10(2*np.pi*env_x*jitter_max)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "id": "d5JmQy4ucGeD" }, "outputs": [], "source": [ "# Decent settings for a PowerPoint figure\n", "font=16\n", "size=(8, 5)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 507 }, "id": "0v3-8r5ooVn-", "outputId": "eaec4c5b-6e89-4f25-8c3d-f64eb7380914" }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=size)\n", "ax.plot(df['fin_hf [Hz]'], df['SNDR_hf [dB]'], 'b.', ms=15)\n", "ax.plot(env_x, env_y1, 'k', label='Jitter=%.1f fs' %(jitter_min/1e-15))\n", "ax.plot(env_x, env_y2, 'k--', label='Jitter=%.0f fs' %(jitter_max/1e-15))\n", "ax.legend(frameon=1, fontsize=font-3)\n", "ax.set_xscale('log')\n", "ax.set_xlim((1e6, 1e11))\n", "ax.set_ylim((20, 100))\n", "plt.xticks(fontsize=font)\n", "plt.yticks(fontsize=font)\n", "plt.xlabel('$f_{in,hf}$ [Hz]', fontsize=font)\n", "plt.ylabel('$SNDR$ [dB]', fontsize=font)\n", "plt.title('ISSCC & VLSI 1997-%d' %max(df['YEAR']))\n", "plt.grid(True)\n", "fig.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 17 }, "id": "F6V04XwJMSxZ", "outputId": "61a6cb69-0515-4322-9924-3bf389a0122a" }, "outputs": [], "source": [ "# save as high-resolution png file\n", "if IN_COLAB:\n", " files.download('aperture_plot.png')\n", "else:\n", " fig.savefig(\"aperture_plot.png\", dpi=600)" ] } ], "metadata": { "colab": { "authorship_tag": "ABX9TyNFi75FryQZLjLMzbsULMTI", "include_colab_link": true, "provenance": [] }, "kernelspec": { "display_name": "Python 3", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.12.2" } }, "nbformat": 4, "nbformat_minor": 0 } ================================================ FILE: plots/aperture_trend_plot.ipynb ================================================ { "cells": [ { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "view-in-github" }, "source": [ "\"Open" ] }, { "cell_type": "markdown", "metadata": { "id": "MOkmxjrkkPJS" }, "source": [ "# ADC Survey: Aperture Trend Plot" ] }, { "cell_type": "code", "execution_count": 39, "metadata": { "id": "h4nZaDktMRTL" }, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import pandas as pd\n", "try:\n", " from google.colab import files\n", " IN_COLAB = True\n", "except:\n", " IN_COLAB = False" ] }, { "cell_type": "code", "execution_count": 40, "metadata": { "id": "U6pyV95WkVGx" }, "outputs": [], "source": [ "# Read latest survey data and concatenate ISSCC and VLSI data\n", "if IN_COLAB:\n", " data = \"https://github.com/bmurmann/ADC-survey/blob/main/xls/ADCsurvey_latest.xlsx?raw=true\"\n", "else:\n", " data = \"../xls/ADCsurvey_latest.xlsx\"\n", "df1 = pd.read_excel(data, sheet_name='ISSCC')\n", "df2 = pd.read_excel(data, sheet_name='VLSI')\n", "df = pd.concat([df1, df2])" ] }, { "cell_type": "code", "execution_count": 41, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "VxF-jvN0rEBe", "outputId": "4be5e2fd-f2e4-45bd-e06e-9afa2b02ff2b" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Index(['YEAR', 'ID', 'TYPE', 'ARCHITECTURE', 'TECHNOLOGY', 'TITLE', 'ABSTRACT',\n", " 'AUTHORS', 'DOI', 'LINK', 'COMMENTS', 'VSUP1 [V]', 'VSUP2 [V]',\n", " 'VSUP3 [V]', 'Csamp [pF]', 'AREA [mm^2]', 'SNDR_lf [dB]', 'fin_hf [Hz]',\n", " 'SNDR_hf [dB]', 'SNR [dB]', 'DR [dB]', '-THD [dB]', 'SFDR [dB]',\n", " 'SNDR_plot [dB]', 'P [W]', 'fs [Hz]', 'OSR', 'fsnyq [Hz]',\n", " 'fcenter [Hz]', 'P/fsnyq [pJ]', 'FOMW_lf [fJ/conv-step]',\n", " 'FOMW_hf [fJ/conv-step]', 'FOMS_lf [dB]', 'FOMS_hf [dB]',\n", " 'FOMW_hf/fsnyq', 'FOMS,hf+10log(fsnyq)'],\n", " dtype='object')\n" ] } ], "source": [ "# Show headers of data table\n", "print(df.keys())" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [], "source": [ "# Compute aperture envelope in each year\n", "num_avg = 2\n", "fin_hf = np.array(df['fin_hf [Hz]'])\n", "sndr_hf = np.array(df['SNDR_hf [dB]'])\n", "year = np.array(df['YEAR'])\n", "year_range = np.arange(np.min(year), np.max(year) + 1)\n", "jitter_asymp = np.zeros(len(year_range))\n", "\n", "# Compute averages using dB numbers to attenuate annual outliers\n", "for i in range(len(year_range)):\n", " idx = np.where(year <= year_range[i])\n", " jitter_estimate = 1/(2*np.pi*fin_hf[idx] * np.sqrt(10**(sndr_hf[idx]/10)))\n", " smallest = sorted(jitter_estimate, key = lambda x : float('inf') if np.isnan(x) else x)[:num_avg]\n", " jitter_asymp[i] = np.mean(smallest)" ] }, { "cell_type": "code", "execution_count": 43, "metadata": { "id": "d5JmQy4ucGeD" }, "outputs": [], "source": [ "# Decent settings for a PowerPoint figure\n", "font=16\n", "size=(8, 5)" ] }, { "cell_type": "code", "execution_count": 44, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 507 }, "id": "0v3-8r5ooVn-", "outputId": "eaec4c5b-6e89-4f25-8c3d-f64eb7380914" }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=size)\n", "ax.plot(year_range, jitter_asymp*1e12, 'r.-', ms=15)\n", "ax.plot(year_range, np.ones_like(year_range)*0.05, 'k--', linewidth=1, label='50 fs')\n", "ax.legend(frameon=1, loc='lower left', framealpha=1.0, fontsize=font-3)\n", "ax.set_xlim((year_range[0]-2, year_range[-1]+2))\n", "ax.set_ylim((0.01, 5))\n", "plt.yscale('log')\n", "plt.xticks(fontsize=font)\n", "plt.yticks(fontsize=font)\n", "plt.xlabel('Year', fontsize=font)\n", "plt.ylabel('Equivalent jitter [ps]', fontsize=font)\n", "plt.title('ISSCC & VLSI 1997-%d' %max(df['YEAR']))\n", "plt.grid(True)\n", "fig.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 45, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 17 }, "id": "F6V04XwJMSxZ", "outputId": "61a6cb69-0515-4322-9924-3bf389a0122a" }, "outputs": [], "source": [ "# save as high-resolution png file\n", "if IN_COLAB:\n", " files.download('aperture_trend_plot.png')\n", "else:\n", " fig.savefig(\"aperture_trend_plot.png\", dpi=600)" ] } ], "metadata": { "colab": { "authorship_tag": "ABX9TyNFi75FryQZLjLMzbsULMTI", "include_colab_link": true, "provenance": [] }, "kernelspec": { "display_name": "Python 3", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.12.2" } }, "nbformat": 4, "nbformat_minor": 0 } ================================================ FILE: plots/energy_plot.ipynb ================================================ { "cells": [ { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "view-in-github" }, "source": [ "\"Open" ] }, { "cell_type": "markdown", "metadata": { "id": "MOkmxjrkkPJS" }, "source": [ "# ADC Survey: Energy Plot" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "id": "h4nZaDktMRTL" }, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import matplotlib.colors as mcolors\n", "import pandas as pd\n", "try:\n", " from google.colab import files\n", " IN_COLAB = True\n", "except:\n", " IN_COLAB = False" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "id": "U6pyV95WkVGx" }, "outputs": [], "source": [ "# Read latest survey data and concatenate ISSCC and VLSI data\n", "if IN_COLAB:\n", " data = \"https://github.com/bmurmann/ADC-survey/blob/main/xls/ADCsurvey_latest.xlsx?raw=true\"\n", "else:\n", " data = \"../xls/ADCsurvey_latest.xlsx\"\n", "df1 = pd.read_excel(data, sheet_name='ISSCC')\n", "df2 = pd.read_excel(data, sheet_name='VLSI')\n", "df = pd.concat([df1, df2])" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "VxF-jvN0rEBe", "outputId": "c640a59b-20ec-4e92-8b36-04539b2e18ea" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Index(['YEAR', 'ID', 'TYPE', 'ARCHITECTURE', 'TECHNOLOGY', 'TITLE', 'ABSTRACT',\n", " 'AUTHORS', 'DOI', 'LINK', 'COMMENTS', 'VSUP1 [V]', 'VSUP2 [V]',\n", " 'VSUP3 [V]', 'Csamp [pF]', 'AREA [mm^2]', 'SNDR_lf [dB]', 'fin_hf [Hz]',\n", " 'SNDR_hf [dB]', 'SNR [dB]', 'DR [dB]', '-THD [dB]', 'SFDR [dB]',\n", " 'SNDR_plot [dB]', 'P [W]', 'fs [Hz]', 'OSR', 'fsnyq [Hz]',\n", " 'fcenter [Hz]', 'P/fsnyq [pJ]', 'FOMW_lf [fJ/conv-step]',\n", " 'FOMW_hf [fJ/conv-step]', 'FOMS_lf [dB]', 'FOMS_hf [dB]',\n", " 'FOMW_hf/fsnyq', 'FOMS,hf+10log(fsnyq)'],\n", " dtype='object')\n" ] } ], "source": [ "# Show headers of data table\n", "print(df.keys())" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "id": "snl3YeC_ge0g" }, "outputs": [], "source": [ "# Compute envelope for energy plot\n", "smallest_three_p_fs = sorted(df['P/fsnyq [pJ]'])[:3]\n", "p_fs_min = np.mean(smallest_three_p_fs)\n", "enob = (df['SNDR_plot [dB]'] - 1.76)/6.02\n", "k = df['P/fsnyq [pJ]'] / 4**enob\n", "smallest_three_k = sorted(k)[:3]\n", "k_min = np.mean(smallest_three_k)\n", "env_x = np.linspace(10, 130, 100)\n", "env_y = p_fs_min + k_min*4**((env_x-1.76)/6.02)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "d5JmQy4ucGeD", "outputId": "0c0f955d-6f40-4264-c60c-91d126f330b9" }, "outputs": [], "source": [ "# Decent settings for a PowerPoint figure\n", "font=16\n", "size=(8, 5)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 507 }, "id": "0v3-8r5ooVn-", "outputId": "94f07dce-b25b-438e-f947-39bb7c36dead" }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sndr=df['SNDR_plot [dB]']\n", "p_fsnyq=df['P/fsnyq [pJ]']\n", "fsnyq=df['fsnyq [Hz]']\n", "fig, ax = plt.subplots(figsize=size)\n", "scatter=plt.scatter(sndr, p_fsnyq, c=fsnyq, cmap=\"jet\", norm=mcolors.LogNorm(vmin=1e4, vmax=fsnyq.max()), s=30)\n", "cbar = plt.colorbar(scatter)\n", "cbar.set_label('$f_{snyq}$ [Hz]')\n", "ax.plot(env_x, env_y, 'k', label='%.2f pJ + %.3f aJ $ \\\\cdot 4^{ENOB}$' %(p_fs_min, k_min/1e12/1e-18))\n", "ax.legend(frameon=1, fontsize=font-3, loc='upper left')\n", "ax.set_yscale('log')\n", "ax.set_xlim((18, 125))\n", "ax.set_ylim((1e-1, 1e8))\n", "plt.xticks(fontsize=font)\n", "plt.yticks(fontsize=font)\n", "plt.xlabel('$SNDR$ [dB]', fontsize=font)\n", "plt.ylabel('$P/f_{snyq}$ [pJ]', fontsize=font)\n", "plt.title('ISSCC & VLSI 1997-%d' %max(df['YEAR']))\n", "plt.grid(True)\n", "fig.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 17 }, "id": "F6V04XwJMSxZ", "outputId": "c466ce21-41ad-4b79-bd5e-d3a0029fe94e" }, "outputs": [], "source": [ "# save as high-resolution png file\n", "if IN_COLAB:\n", " files.download('energy_plot.png')\n", "else:\n", " fig.savefig(\"energy_plot.png\", dpi=600)" ] } ], "metadata": { "colab": { "authorship_tag": "ABX9TyPuDPoOU/2LkH5PTyTSgIpE", "include_colab_link": true, "provenance": [] }, "kernelspec": { "display_name": "Python 3", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.12.2" } }, "nbformat": 4, "nbformat_minor": 0 } ================================================ FILE: plots/foms_plot.ipynb ================================================ { "cells": [ { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "view-in-github" }, "source": [ "\"Open" ] }, { "cell_type": "markdown", "metadata": { "id": "MOkmxjrkkPJS" }, "source": [ "# ADC Survey: FOMS Plot" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "id": "h4nZaDktMRTL" }, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import pandas as pd\n", "import json\n", "try:\n", " from google.colab import files\n", " IN_COLAB = True\n", "except:\n", " IN_COLAB = False" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "id": "U6pyV95WkVGx" }, "outputs": [], "source": [ "# Read latest survey data and concatenate ISSCC and VLSI data\n", "if IN_COLAB:\n", " data = \"https://github.com/bmurmann/ADC-survey/blob/main/xls/ADCsurvey_latest.xlsx?raw=true\"\n", "else:\n", " data = \"../xls/ADCsurvey_latest.xlsx\"\n", "df1 = pd.read_excel(data, sheet_name='ISSCC')\n", "df2 = pd.read_excel(data, sheet_name='VLSI')\n", "df = pd.concat([df1, df2])" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "VxF-jvN0rEBe", "outputId": "c640a59b-20ec-4e92-8b36-04539b2e18ea" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Index(['YEAR', 'ID', 'TYPE', 'ARCHITECTURE', 'TECHNOLOGY', 'TITLE', 'ABSTRACT',\n", " 'AUTHORS', 'DOI', 'LINK', 'COMMENTS', 'VSUP1 [V]', 'VSUP2 [V]',\n", " 'VSUP3 [V]', 'Csamp [pF]', 'AREA [mm^2]', 'SNDR_lf [dB]', 'fin_hf [Hz]',\n", " 'SNDR_hf [dB]', 'SNR [dB]', 'DR [dB]', '-THD [dB]', 'SFDR [dB]',\n", " 'SNDR_plot [dB]', 'P [W]', 'fs [Hz]', 'OSR', 'fsnyq [Hz]',\n", " 'fcenter [Hz]', 'P/fsnyq [pJ]', 'FOMW_lf [fJ/conv-step]',\n", " 'FOMW_hf [fJ/conv-step]', 'FOMS_lf [dB]', 'FOMS_hf [dB]',\n", " 'FOMW_hf/fsnyq', 'FOMS,hf+10log(fsnyq)'],\n", " dtype='object')\n" ] } ], "source": [ "# Show headers of data table\n", "print(df.keys())" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "id": "snl3YeC_ge0g" }, "outputs": [], "source": [ "# Compute envelope for FOMS plot\n", "num_avg = 5\n", "foms_lin = 10**(df['FOMS_hf [dB]']/10)\n", "foms_lin_largest = sorted(foms_lin)[-num_avg:]\n", "foms_lin_asymp = np.mean(foms_lin_largest)\n", "foms_db_asymp = 10*np.log10(foms_lin_asymp)\n", "\n", "foms_times_fs = foms_lin * df['fsnyq [Hz]']\n", "foms_times_fs_largest = sorted(foms_times_fs)[-num_avg:]\n", "foms_times_fs_asymp = np.mean(foms_times_fs_largest)\n", "\n", "f_corner = foms_times_fs_asymp/foms_lin_asymp\n", "env_x = np.logspace(1, 12, num=300)\n", "env_y = foms_db_asymp - 10*np.log10(np.sqrt(1+(env_x/f_corner)**2))" ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "d5JmQy4ucGeD", "outputId": "0c0f955d-6f40-4264-c60c-91d126f330b9" }, "outputs": [], "source": [ "# Decent settings for a PowerPoint figure\n", "font=16\n", "size=(8, 5)" ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 507 }, "id": "0v3-8r5ooVn-", "outputId": "94f07dce-b25b-438e-f947-39bb7c36dead" }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=size)\n", "ax.plot(df['fsnyq [Hz]'], df['FOMS_hf [dB]'], 'b.', ms=15)\n", "ax.plot(env_x, env_y, 'k', label='$env$ = %.1f dB - 10log(1+($f_{snyq}/$%.1f MHz$)^2)$' %(foms_db_asymp, f_corner/1e6))\n", "ax.plot(env_x, env_y-3, 'k--', label='$env - 3$ dB')\n", "ax.plot(env_x, env_y-6, 'k:', label='$env - 6$ dB')\n", "ax.legend(frameon=1, loc='lower left', framealpha=1.0, fontsize=font-3)\n", "ax.set_xscale('log')\n", "ax.set_xlim((1e2, 500e9))\n", "ax.set_ylim((125, 195))\n", "plt.xticks(fontsize=font)\n", "plt.yticks(fontsize=font)\n", "plt.xlabel('$f_{snyq}$ [Hz]', fontsize=font)\n", "plt.ylabel('$FOM_S$ [dB]', fontsize=font)\n", "plt.title('ISSCC & VLSI 1997-%d' %max(df['YEAR']))\n", "plt.grid(True)\n", "fig.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 17 }, "id": "F6V04XwJMSxZ", "outputId": "c466ce21-41ad-4b79-bd5e-d3a0029fe94e" }, "outputs": [], "source": [ "# save as high-resolution png file\n", "if IN_COLAB:\n", " files.download('foms_plot.png')\n", "else:\n", " fig.savefig(\"foms_plot.png\", dpi=600)" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Data successfully written to foms_plot.json\n" ] } ], "source": [ "# save parameters as json file\n", "data = {\n", " \"foms_db_asymp\": foms_db_asymp,\n", " \"f_corner\": f_corner,\n", "}\n", "file_name = \"foms_plot.json\"\n", "try:\n", " with open(file_name, \"w\") as json_file:\n", " json.dump(data, json_file, indent=4)\n", " print(f\"Data successfully written to {file_name}\")\n", "except IOError as e:\n", " print(f\"Error writing to file: {e}\")" ] } ], "metadata": { "colab": { "authorship_tag": "ABX9TyPuDPoOU/2LkH5PTyTSgIpE", "include_colab_link": true, "provenance": [] }, "kernelspec": { "display_name": "Python 3", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.12.2" } }, "nbformat": 4, "nbformat_minor": 0 } ================================================ FILE: plots/foms_plot.json ================================================ { "foms_db_asymp": 186.72331722916883, "f_corner": 46291597.96076761 } ================================================ FILE: plots/foms_trend_plot.ipynb ================================================ { "cells": [ { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "view-in-github" }, "source": [ "\"Open" ] }, { "cell_type": "markdown", "metadata": { "id": "MOkmxjrkkPJS" }, "source": [ "# ADC Survey: FOMS Trend Plot" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "id": "h4nZaDktMRTL" }, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import pandas as pd\n", "import json\n", "try:\n", " from google.colab import files\n", " IN_COLAB = True\n", "except:\n", " IN_COLAB = False" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "id": "U6pyV95WkVGx" }, "outputs": [], "source": [ "# Read latest survey data and concatenate ISSCC and VLSI data\n", "if IN_COLAB:\n", " data = \"https://github.com/bmurmann/ADC-survey/blob/main/xls/ADCsurvey_latest.xlsx?raw=true\"\n", "else:\n", " data = \"../xls/ADCsurvey_latest.xlsx\"\n", "df1 = pd.read_excel(data, sheet_name='ISSCC')\n", "df2 = pd.read_excel(data, sheet_name='VLSI')\n", "df = pd.concat([df1, df2])" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "VxF-jvN0rEBe", "outputId": "c640a59b-20ec-4e92-8b36-04539b2e18ea" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Index(['YEAR', 'ID', 'TYPE', 'ARCHITECTURE', 'TECHNOLOGY', 'TITLE', 'ABSTRACT',\n", " 'AUTHORS', 'DOI', 'LINK', 'COMMENTS', 'VSUP1 [V]', 'VSUP2 [V]',\n", " 'VSUP3 [V]', 'Csamp [pF]', 'AREA [mm^2]', 'SNDR_lf [dB]', 'fin_hf [Hz]',\n", " 'SNDR_hf [dB]', 'SNR [dB]', 'DR [dB]', '-THD [dB]', 'SFDR [dB]',\n", " 'SNDR_plot [dB]', 'P [W]', 'fs [Hz]', 'OSR', 'fsnyq [Hz]',\n", " 'fcenter [Hz]', 'P/fsnyq [pJ]', 'FOMW_lf [fJ/conv-step]',\n", " 'FOMW_hf [fJ/conv-step]', 'FOMS_lf [dB]', 'FOMS_hf [dB]',\n", " 'FOMW_hf/fsnyq', 'FOMS,hf+10log(fsnyq)'],\n", " dtype='object')\n" ] } ], "source": [ "# Show headers of data table\n", "print(df.keys())" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "# Compute envelope for FOMS plot in each year\n", "num_avg = 5\n", "f_hf = 1e9\n", "fsnyq = np.array(df['fsnyq [Hz]'])\n", "foms = np.array(df['FOMS_hf [dB]'])\n", "year = np.array(df['YEAR'])\n", "year_range = np.arange(np.min(year), np.max(year) + 1)\n", "lf_asymp_db = np.zeros(len(year_range))\n", "hf_asymp_db = np.zeros(len(year_range))\n", "\n", "# Compute averages using dB numbers to attenuate annual outliers\n", "for i in range(len(year_range)):\n", " idx = np.where(year <= year_range[i])\n", " foms_largest = sorted(foms[idx])[-num_avg:]\n", " lf_asymp_db[i] = np.mean(foms_largest)\n", " foms_times_fs_largest = sorted(foms[idx]+10.*np.log10(fsnyq[idx]))[-num_avg:]\n", " hf_asymp_db[i] = np.mean(foms_times_fs_largest) - 10.*np.log10(f_hf)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "m1, c1 = np.polyfit(year_range, lf_asymp_db, 1)\n", "line_lf = m1 * year_range + c1\n", "m2, c2 = np.polyfit(year_range, hf_asymp_db, 1)\n", "line_hf = m2 * year_range + c2" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "d5JmQy4ucGeD", "outputId": "0c0f955d-6f40-4264-c60c-91d126f330b9" }, "outputs": [], "source": [ "# Decent settings for a PowerPoint figure\n", "font=16\n", "size=(8, 5)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 507 }, "id": "0v3-8r5ooVn-", "outputId": "94f07dce-b25b-438e-f947-39bb7c36dead" }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=size)\n", "ax.plot(year_range, 192*np.ones_like(year_range), 'k-', linewidth=4, label='$8kT$ x $SNR$ limit')\n", "ax.plot(year_range, lf_asymp_db, 'b.-', ms=15, label='LF asymptote')\n", "ax.plot(year_range, line_lf, 'b--', linewidth=1, label='%.1f dB/year' %m1)\n", "ax.plot(year_range, hf_asymp_db, 'r.-', ms=15, label='HF asymptote @ 1GS/s')\n", "ax.plot(year_range, line_hf, 'r--', linewidth=1, label='%.1f dB/year' %m2)\n", "ax.set_xlim((year_range[0]-2, year_range[-1]+2))\n", "plt.xticks(fontsize=font)\n", "plt.yticks(fontsize=font)\n", "plt.xlabel('Year', fontsize=font)\n", "plt.ylabel('$FOM_S$ [dB]', fontsize=font)\n", "plt.title('ISSCC & VLSI 1997-%d' %max(df['YEAR']))\n", "ax.legend(frameon=1, loc='lower right', framealpha=1.0, fontsize=font-3)\n", "plt.grid(True)\n", "fig.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 17 }, "id": "F6V04XwJMSxZ", "outputId": "c466ce21-41ad-4b79-bd5e-d3a0029fe94e" }, "outputs": [], "source": [ "# save as high-resolution png file\n", "if IN_COLAB:\n", " files.download('foms_trendplot.png')\n", "else:\n", " fig.savefig(\"foms_trend_plot.png\", dpi=600)" ] } ], "metadata": { "colab": { "authorship_tag": "ABX9TyPuDPoOU/2LkH5PTyTSgIpE", "include_colab_link": true, "provenance": [] }, "kernelspec": { "display_name": "Python 3", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.12.2" } }, "nbformat": 4, "nbformat_minor": 0 } ================================================ FILE: xls/README.md ================================================ The "latest" XLS file is identical to the file with the most recent date stamp. Updates typically occur each year after ISSCC (~Februray/March) and the VLSI Circuit Symposium (~June/July).