{ "cells": [ { "cell_type": "code", "execution_count": 1, "id": "4bcd49a4", "metadata": { "nbsphinx": "hidden" }, "outputs": [], "source": [ "%%capture\n", "# Install HermesPy and its dependencies in the current kernel\n", "# When running on Colabs, a restart of the runtime is required afterwards\n", "\n", "import sys\n", "!{sys.executable} -m pip install --quiet hermespy[audio]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Using Audio Equipment\n", "=====================\n", "\n", "This notebook will outline how to setup hardaware validation loops transmitting communication waveforms over sound cards.\n", "\n", "More precisely, we will initially set up a SISO link transmitting over the first output channel and receiving over the first input channel of a sound card, respectively.\n", "For generating this notebook's content, the channels have been diretly linked by a patch cable.\n", "\n", "Initially, we will import all required modules:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/stealth/coding/python/envs/hermes-312/lib/python3.12/site-packages/uhd_wrapper/versioning.py:50: UserWarning: pkg_resources is deprecated as an API. See https://setuptools.pypa.io/en/latest/pkg_resources.html. The pkg_resources package is slated for removal as early as 2025-11-30. Refrain from using this package or pin to Setuptools<81.\n", " import pkg_resources # type: ignore\n" ] } ], "source": [ "import matplotlib.pyplot as plt\n", "\n", "from hermespy.hardware_loop import AudioDevice, PhysicalDeviceDummy\n", "from hermespy.modem import DuplexModem, RootRaisedCosineWaveform, SingleCarrierCorrelationSynchronization, SingleCarrierZeroForcingChannelEqualization, SingleCarrierLeastSquaresChannelEstimation\n", "from hermespy.simulation import SimulatedDevice" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The link can be configured by assigning the proper audio device and channel indices.\n", "The device indices are native to the host system, so when executing this notebook lokally, the indices for transmitting $(6)$ and receiving $(4)$ device will differ.\n", "They may be queried by calling the function [query_devices](https://python-sounddevice.readthedocs.io/en/0.4.4/api/checking-hardware.html#sounddevice.query_devices) of the underyling sounddevice package." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "device = AudioDevice(6, 4, [1], [1], max_receive_delay=1)\n", "\n", "# Use a simulated device for testing without audio hardware\n", "# Remove the following line to use the audio hardware\n", "device = PhysicalDeviceDummy(bandwidth=device.sampling_rate/device.oversampling_factor, oversampling_factor=device.oversampling_factor)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The device will be operated by a communication modem transmitting a single-carrier waveform at at symbol rate of $10~\\mathrm{kHz}$ filtered by a root-raised-cosine pulse impulse response." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "modem = DuplexModem(seed=42)\n", "device.add_dsp(modem)\n", "\n", "waveform = RootRaisedCosineWaveform(pilot_rate=64, num_preamble_symbols=128,\n", " num_data_symbols=2048, modulation_order=4)\n", "waveform.synchronization = SingleCarrierCorrelationSynchronization()\n", "waveform.channel_estimation = SingleCarrierLeastSquaresChannelEstimation()\n", "waveform.channel_equalization = SingleCarrierZeroForcingChannelEqualization()\n", "modem.waveform = waveform" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that the audio device will internally apply a [Hilbert](https://en.wikipedia.org/wiki/Hilbert_transform) transformation to convert the complex-valued communication waveforms to real-valued envelopes to be transmitted over the audio channels.\n", "This requires at least an oversampling factor of two, ideally higher.\n", "\n", "We may now generate and visualize the information of a single communication frame to be transmitted over the device output channel:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "transmission = modem.transmit(device.state())\n", "_ = transmission.symbols.plot_constellation(title='Transmitted Symbols')\n", "_ = transmission.signal.plot(title='Transmitted Waveform')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This waveform can be transmitted and received over the device by calling the hardware-loop specific configure, trigger and fetch routines.\n", "\n", "**Warning: If you are running this section for the first time, especially over speakers, turn down the volume!**" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Trigger device transmission\n", "device.transmit()\n", "device.trigger()\n", "reception = device.receive()\n", "\n", "_ = reception.impinging_signals[0].plot(title='Received Waveform')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As expected, we received a signal frame clearly visible in the time-domain.\n", "We can now inspect the proper synchronization by plotting only the signal portion of the detected frame:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "_ = reception.operator_receptions[0].frames[0].signal.plot(title='Received Synchronized Waveform')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Proper demodulation and equlization can be assessed by plotting the received symbol constellation and evaluating the bit error rate of the transmitted frame:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from hermespy.modem import BitErrorEvaluator\n", "\n", "_ = reception.operator_receptions[0].frames[0].equalized_symbols.plot_constellation(title='Received Symbol Constellation')\n", "\n", "ber = BitErrorEvaluator(modem, modem)\n", "\n", "device.transmit()\n", "device.trigger()\n", "device.receive()\n", "\n", "_ = ber.evaluate().visualize()\n", "plt.show()" ] } ], "metadata": { "kernelspec": { "display_name": "hermes-312", "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": "3.12.11" }, "orig_nbformat": 4 }, "nbformat": 4, "nbformat_minor": 2 }