{ "cells": [ { "cell_type": "markdown", "id": "16d7e3a2", "metadata": { "tags": [] }, "source": [ "# Pulse-shaping Basics\n", "In this tutorial notebook, you will learn about various components of Sionna PHY's signal module, such as pulse-shaping filters, windowing functions, as well as layers for up- and down-sampling.\n", "\n", "Below is a schematic diagram of the used components and how they connect. For simplicity, we have not added any channel between the pulse-shaping filter and the matched filter." ] }, { "cell_type": "markdown", "id": "869a8bbe", "metadata": {}, "source": [ "![System model](data:image/png;base64,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)" ] }, { "cell_type": "markdown", "id": "b1d82a5b", "metadata": {}, "source": [ "You will learn how to:\n", "\n", "* Use filters for pulse-shaping and matched filtering\n", "* Visualize impulse and magnitude responses\n", "* Compute the empirical power spectral density (PSD) and adjacent channel leakage power ratio (ACLR)\n", "* Apply the Upsampling and Downsampling layers\n", "* Add windowing to filters for improved spectral characteristics\n", "\n" ] }, { "cell_type": "markdown", "id": "07ef185d", "metadata": {}, "source": [ "## Table of Contents\n", "* [Configuration and Imports](#Configuration-and-Imports)\n", "* [Pulse-shaping of a sequence of QAM symbols](#Pulse-shaping-of-a-sequence-of-QAM-symbols)\n", "* [Recovering the QAM symbols through matched filtering and downsampling](#Recovering-the-QAM-symbols-through-matched-filtering-and-downsampling)\n", "* [Investigating the ACLR](#Investigating-the-ACLR)\n", "* [Windowing](#Windowing)" ] }, { "cell_type": "markdown", "id": "b81367c6", "metadata": { "tags": [] }, "source": [ "## Configuration and Imports" ] }, { "cell_type": "code", "execution_count": 1, "id": "6f33a6da", "metadata": { "execution": { "iopub.execute_input": "2026-02-13T14:41:54.952200Z", "iopub.status.busy": "2026-02-13T14:41:54.952041Z", "iopub.status.idle": "2026-02-13T14:41:57.769819Z", "shell.execute_reply": "2026-02-13T14:41:57.768704Z" } }, "outputs": [], "source": [ "# Import Sionna\n", "import os\n", "try:\n", " import sionna.phy\n", "except ImportError as e:\n", " import sys\n", " if 'google.colab' in sys.modules:\n", " # Install Sionna in Google Colab\n", " print(\"Installing Sionna and restarting the runtime. Please run the cell again.\")\n", " os.system(\"pip install sionna\")\n", " os.kill(os.getpid(), 5)\n", " else:\n", " raise e\n", "\n", "# Set random seed for reproducibility\n", "sionna.phy.config.seed = 42" ] }, { "cell_type": "code", "execution_count": 2, "id": "8bb13371", "metadata": { "execution": { "iopub.execute_input": "2026-02-13T14:41:57.772450Z", "iopub.status.busy": "2026-02-13T14:41:57.772168Z", "iopub.status.idle": "2026-02-13T14:41:57.779554Z", "shell.execute_reply": "2026-02-13T14:41:57.778736Z" } }, "outputs": [], "source": [ "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "\n", "from sionna.phy.mapping import QAMSource\n", "from sionna.phy.signal import Upsampling, Downsampling, \\\n", " RootRaisedCosineFilter, empirical_psd, \\\n", " empirical_aclr" ] }, { "cell_type": "markdown", "id": "bde1a465", "metadata": {}, "source": [ "## Pulse-shaping of a sequence of QAM symbols" ] }, { "cell_type": "markdown", "id": "264630cd", "metadata": {}, "source": [ "We start by creating a root-raised-cosine filter with a roll-off factor of 0.22, spanning 32 symbols, with an oversampling factor of four." ] }, { "cell_type": "code", "execution_count": 3, "id": "00ab1930", "metadata": { "execution": { "iopub.execute_input": "2026-02-13T14:41:57.781783Z", "iopub.status.busy": "2026-02-13T14:41:57.781658Z", "iopub.status.idle": "2026-02-13T14:41:57.927048Z", "shell.execute_reply": "2026-02-13T14:41:57.926077Z" } }, "outputs": [], "source": [ "beta = 0.22 # Roll-off factor\n", "span_in_symbols = 32 # Filter span in symbold\n", "samples_per_symbol = 4 # Number of samples per symbol, i.e., the oversampling factor\n", "rrcf = RootRaisedCosineFilter(span_in_symbols, samples_per_symbol, beta)" ] }, { "cell_type": "markdown", "id": "4039e93c", "metadata": {}, "source": [ "All filters have a function to visualize their impulse response $h(t)$ and magnitude response $H(f)$, i.e., the absolute value of the Fourier transform of $h(t)$. The symbol duration is denoted $T$ and the bandwidth $W$. The *normalized time* and *normalized frequency* are then defined as $t/T$ and $f/W$, respectively." ] }, { "cell_type": "code", "execution_count": 4, "id": "42363acc", "metadata": { "execution": { "iopub.execute_input": "2026-02-13T14:41:57.929590Z", "iopub.status.busy": "2026-02-13T14:41:57.929452Z", "iopub.status.idle": "2026-02-13T14:41:58.377298Z", "shell.execute_reply": "2026-02-13T14:41:58.376516Z" } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "rrcf.show(\"impulse\")\n", "rrcf.show(\"magnitude\", \"db\") # Logarithmic scale\n", "rrcf.show(\"magnitude\", \"lin\") # Linear scale" ] }, { "cell_type": "markdown", "id": "bdfc4a2b", "metadata": {}, "source": [ "In Sionna, filters have always an odd number of samples. This is despite the fact that the product *span_in_symbols* $\\times$ *samples_per_symbol* can be even. Let us verify the length property of our root-raised-cosine filter:" ] }, { "cell_type": "code", "execution_count": 5, "id": "90b1a8df", "metadata": { "execution": { "iopub.execute_input": "2026-02-13T14:41:58.379769Z", "iopub.status.busy": "2026-02-13T14:41:58.379633Z", "iopub.status.idle": "2026-02-13T14:41:58.383127Z", "shell.execute_reply": "2026-02-13T14:41:58.382253Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Filter length: 129\n" ] } ], "source": [ "print(\"Filter length:\", rrcf.length)" ] }, { "cell_type": "markdown", "id": "53205a41", "metadata": {}, "source": [ "Next, we will use this filter to pulse shape a sequence of QAM symbols. This requires upsampling of the sequence to the desired sampling rate. The sampling rate is defined as the number of samples per symbol $k$, and upsampling simply means that $k-1$ zeros are inserted after every QAM symbol." ] }, { "cell_type": "code", "execution_count": 6, "id": "0b539cd8", "metadata": { "execution": { "iopub.execute_input": "2026-02-13T14:41:58.385073Z", "iopub.status.busy": "2026-02-13T14:41:58.384949Z", "iopub.status.idle": "2026-02-13T14:41:58.519484Z", "shell.execute_reply": "2026-02-13T14:41:58.518525Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Shape of x torch.Size([128, 1000])\n", "Shape of x_us torch.Size([128, 4000])\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Configure QAM source\n", "num_bits_per_symbol = 4 # The modulation order of the QAM constellation, i.e., 16QAM\n", "qam = QAMSource(num_bits_per_symbol) # Layer to generate batches of QAM symbols\n", "\n", "# Generate batch of QAM symbol sequences\n", "batch_size = 128\n", "num_symbols = 1000\n", "x = qam([batch_size, num_symbols])\n", "print(\"Shape of x\", x.shape)\n", "\n", "# Create instance of the Upsampling layer\n", "us = Upsampling(samples_per_symbol)\n", "\n", "# Upsample the QAM symbol sequence\n", "x_us = us(x)\n", "print(\"Shape of x_us\", x_us.shape)\n", "\n", "# Inspect the first few elements of one row of x_us\n", "plt.stem(np.abs(x_us.cpu().numpy())[0,:20]);\n", "plt.xlabel(r\"Sample index $i$\")\n", "plt.ylabel(r\"|$x_{us}[i]$|\");" ] }, { "cell_type": "markdown", "id": "e6759b17-3220-4518-8be5-b07fdbd9553c", "metadata": {}, "source": [ "After upsampling, we can apply the filter:" ] }, { "cell_type": "code", "execution_count": 7, "id": "c70489bc", "metadata": { "execution": { "iopub.execute_input": "2026-02-13T14:41:58.521646Z", "iopub.status.busy": "2026-02-13T14:41:58.521505Z", "iopub.status.idle": "2026-02-13T14:41:58.629577Z", "shell.execute_reply": "2026-02-13T14:41:58.628648Z" } }, "outputs": [], "source": [ "# Filter the upsampled sequence\n", "x_rrcf = rrcf(x_us)" ] }, { "cell_type": "markdown", "id": "f0642b8b", "metadata": {}, "source": [ "## Recovering the QAM symbols through matched filtering and downsampling" ] }, { "cell_type": "markdown", "id": "30bb8e7e", "metadata": {}, "source": [ "In order to recover the QAM symbols from this waveform, we need to apply a matched filter, i.e., the same filter in our case, and downsample the result, starting from the correct index. This index can be obtained as follows. The transmit filter has its peak value after $(L-1)/2$ samples, where $L$ is the filter length. If we apply the same filter for reception, the peak will be delayed by a total of $L-1$ samples. The code in the following cell creates a Downsampling layer that allows us to recover the transmitted symbol sequence.\n", "\n", "\n" ] }, { "cell_type": "code", "execution_count": 8, "id": "1c74d87c", "metadata": { "execution": { "iopub.execute_input": "2026-02-13T14:41:58.632134Z", "iopub.status.busy": "2026-02-13T14:41:58.632003Z", "iopub.status.idle": "2026-02-13T14:41:58.765441Z", "shell.execute_reply": "2026-02-13T14:41:58.764529Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Apply the matched filter\n", "x_mf = rrcf(x_rrcf)\n", "\n", "# Instantiate a downsampling layer\n", "ds = Downsampling(samples_per_symbol, rrcf.length-1, num_symbols)\n", "\n", "# Recover the transmitted symbol sequence\n", "x_hat = ds(x_mf).cpu().numpy()\n", "\n", "# Visualize the different signals\n", "plt.figure(figsize=(12, 8))\n", "plt.plot(np.real(x_us.cpu()[0]), \"x\")\n", "plt.plot(np.real(x_rrcf.cpu()[0, rrcf.length//2:]))\n", "plt.plot(np.real(x_mf.cpu()[0, rrcf.length-1:]));\n", "plt.xlim(0,100)\n", "plt.legend([r\"Oversampled sequence of QAM symbols $x_{us}$\",\n", " r\"Transmitted sequence after pulse shaping $x_{rrcf}$\",\n", " r\"Received sequence after matched filtering $x_{mf}$\"]);" ] }, { "cell_type": "markdown", "id": "5e6d8879", "metadata": {}, "source": [ "We can see nicely from the above figure that the signal after matched filtering overlaps almost perfectly with the oversampled sequence of QAM symbols at the symbol times. As further verification, we will next show a scatter plot of the transmitted and recovered symbols and compute the mean-squared error (MSE) between them. As one can see, the MSE is not zero, which is due to truncation of the filter to finite length. The MSE can be reduced by making the filter longer or by increasing the roll-off factor.\n", "\n", "Give it a try and change *span_in_symbols* above to a larger number, e.g., 100. This will reduce the MSE by around 26dB." ] }, { "cell_type": "code", "execution_count": 9, "id": "ce27d283", "metadata": { "execution": { "iopub.execute_input": "2026-02-13T14:41:58.767601Z", "iopub.status.busy": "2026-02-13T14:41:58.767461Z", "iopub.status.idle": "2026-02-13T14:42:02.040080Z", "shell.execute_reply": "2026-02-13T14:42:02.039151Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "MSE between x and x_hat (dB) -53.470367\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "x = x.cpu().numpy()\n", "\n", "plt.figure()\n", "plt.scatter(np.real(x_hat), np.imag(x_hat));\n", "plt.scatter(np.real(x), np.imag(x));\n", "plt.legend([\"Transmitted\", \"Received\"]);\n", "plt.title(\"Scatter plot of the transmitted and received QAM symbols\")\n", "print(\"MSE between x and x_hat (dB)\", 10*np.log10(np.var(x-x_hat)))" ] }, { "cell_type": "markdown", "id": "fe7db324", "metadata": {}, "source": [ "## Investigating the ACLR\n", "\n", "An important metric of waveforms is the so-called adjacent channel leakage power ratio, or short ACLR. It is defined as the ratio of the out-of-band power and the in-band power. One can get a first idea of the ACLR by looking at the power spectral density (PSD) of a transmitted signal." ] }, { "cell_type": "code", "execution_count": 10, "id": "1dfe653b", "metadata": { "execution": { "iopub.execute_input": "2026-02-13T14:42:02.042218Z", "iopub.status.busy": "2026-02-13T14:42:02.042079Z", "iopub.status.idle": "2026-02-13T14:42:02.164281Z", "shell.execute_reply": "2026-02-13T14:42:02.163465Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "empirical_psd(x_rrcf, oversampling=samples_per_symbol, ylim=[-100, 3]);" ] }, { "cell_type": "markdown", "id": "d34537e8", "metadata": {}, "source": [ "The in-band is defined by the interval from [-0.5, 0.5] in normalized frequency. Due to the non-zero roll-of factor, a significant amount of energy is located out of this band. The resulting ACLR can be computed with the following convenience function:" ] }, { "cell_type": "code", "execution_count": 11, "id": "3ca9bac2", "metadata": { "execution": { "iopub.execute_input": "2026-02-13T14:42:02.166760Z", "iopub.status.busy": "2026-02-13T14:42:02.166617Z", "iopub.status.idle": "2026-02-13T14:42:02.199625Z", "shell.execute_reply": "2026-02-13T14:42:02.198585Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Empirical ACLR (db): -13.832417\n" ] } ], "source": [ "aclr_db = 10*np.log10(empirical_aclr(x_rrcf, oversampling=samples_per_symbol).cpu().numpy())\n", "print(\"Empirical ACLR (db):\", aclr_db)" ] }, { "cell_type": "markdown", "id": "9e9938e1", "metadata": {}, "source": [ "We can now verify that this empirical ACLR is well aligned with the theoretical ACLR that can be computed based on the magnitude response of the pulse-shaping filter. Every filter provides this value as the property *Filter.aclr*." ] }, { "cell_type": "code", "execution_count": 12, "id": "ea5b280a", "metadata": { "execution": { "iopub.execute_input": "2026-02-13T14:42:02.201915Z", "iopub.status.busy": "2026-02-13T14:42:02.201767Z", "iopub.status.idle": "2026-02-13T14:42:02.212717Z", "shell.execute_reply": "2026-02-13T14:42:02.211654Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Filter ACLR (dB) -13.805671\n" ] } ], "source": [ "print(\"Filter ACLR (dB)\", 10*np.log10(rrcf.aclr.cpu().numpy()))" ] }, { "cell_type": "markdown", "id": "a6e7b748", "metadata": {}, "source": [ "We can improve the ACLR by decreasing the roll-off factor $\\beta$ from 0.22 to 0.1:" ] }, { "cell_type": "code", "execution_count": 13, "id": "7e2b64dc", "metadata": { "execution": { "iopub.execute_input": "2026-02-13T14:42:02.214889Z", "iopub.status.busy": "2026-02-13T14:42:02.214749Z", "iopub.status.idle": "2026-02-13T14:42:02.219182Z", "shell.execute_reply": "2026-02-13T14:42:02.218350Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Filter ACLR (dB) -17.342106\n" ] } ], "source": [ "print(\"Filter ACLR (dB)\", 10*np.log10(RootRaisedCosineFilter(span_in_symbols, samples_per_symbol, 0.1).aclr.cpu().numpy()))" ] }, { "cell_type": "markdown", "id": "5798a257", "metadata": {}, "source": [ "## Windowing\n", "\n", "Windowing can be used to improve the spectral properties of a truncated filter. For a filter of length $L$, a window is a real-valued vector of the same length that is multiplied element-wise with the filter coefficients. This is equivalent to a convolution of the filter and the window in the frequency domain.\n", "\n", "Let us now create a slightly shorter root-raised-cosine filter and compare its properties with and without windowing.\n", "One can see that windowing leads to a much reduced out-of-band attenuation. However, the passband of the filter is also broadened which leads to an even slightly increased ACLR." ] }, { "cell_type": "code", "execution_count": 14, "id": "17505452", "metadata": { "execution": { "iopub.execute_input": "2026-02-13T14:42:02.221143Z", "iopub.status.busy": "2026-02-13T14:42:02.221026Z", "iopub.status.idle": "2026-02-13T14:42:02.878538Z", "shell.execute_reply": "2026-02-13T14:42:02.877689Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "ACLR (db) without window -13.982998\n", "ACLR (db) with window -12.624142\n" ] }, { "data": { "image/png": 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", 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", 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", 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "span_in_symbols = 8 # Filter span in symbols\n", "samples_per_symbol = 8 # Number of samples per symbol, i.e., the oversampling factor\n", "\n", "rrcf_short = RootRaisedCosineFilter(span_in_symbols, samples_per_symbol, beta)\n", "rrcf_short_blackman = RootRaisedCosineFilter(span_in_symbols, samples_per_symbol, beta, window=\"blackman\")\n", "\n", "rrcf_short_blackman.window.show(samples_per_symbol)\n", "rrcf_short_blackman.window.show(samples_per_symbol, domain=\"frequency\", scale=\"db\")\n", "\n", "rrcf_short.show()\n", "plt.title(\"Impulse response without windowing\")\n", "\n", "rrcf_short_blackman.show()\n", "plt.title(\"Impulse response with windowing\")\n", "\n", "rrcf_short.show(\"magnitude\", \"db\")\n", "plt.title(\"Magnitude response without windowing\")\n", "\n", "rrcf_short_blackman.show(\"magnitude\", \"db\")\n", "plt.title(\"Magnitude response with windowing\")\n", "\n", "print(\"ACLR (db) without window\", 10*np.log10(rrcf_short.aclr.cpu().numpy()))\n", "print(\"ACLR (db) with window\", 10*np.log10(rrcf_short_blackman.aclr.cpu().numpy()))" ] } ], "metadata": { "kernelspec": { "display_name": ".venv", "language": "python", "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": "3.12.12" } }, "nbformat": 4, "nbformat_minor": 5 }