{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "### Bandpassed Hilbert transform and phase locking\n", "\n", "We create three different signals here (signal1, signal2, signal3). They all are sine waves, but with a lot of jitter and an unstable phase progression. However, two of them are phaselocked! Find out which of the three signals by computing the phase locking values..." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "# properties of time series: length, sampling rate...\n", "t_max = 10.0\n", "dt_bin = 0.0025\n", "n_bins = int(np.ceil(t_max / dt_bin))\n", "t = dt_bin * np.arange(n_bins)\n", "\n", "# we generate three harmonics with frequency jitter\n", "# two of the signals are phase-locked! ...find out which!\n", "\n", "rng = np.random.default_rng(42)\n", "\n", "# properties of signals\n", "f0 = 10.0\n", "df_jitter = 1.5\n", "dphi0 = 0.5\n", "phi_shift = np.pi / 4\n", "\n", "# jittered phase advance\n", "dphi1 = 2 * np.pi * f0 * (1 + df_jitter * rng.normal(size=(n_bins,))) * dt_bin\n", "dphi2 = 2 * np.pi * f0 * (1 + df_jitter * rng.normal(size=(n_bins,))) * dt_bin\n", "\n", "# compute phase phi(t)\n", "phi1 = np.cumsum(dphi1)\n", "phi2 = np.cumsum(dphi2)\n", "phi3 = phi2 + dphi0 * rng.normal(size=(n_bins,)) + phi_shift\n", "\n", "# generate signals from phase\n", "signal1 = np.sin(phi1)\n", "signal2 = np.sin(phi2)\n", "signal3 = np.sin(phi3)\n", "\n", "# plot samples\n", "t_idx = np.where(t > 1.0)[0][0]\n", "plt.plot(t[:t_idx], signal1[:t_idx])\n", "plt.plot(t[:t_idx], signal2[:t_idx])\n", "plt.plot(t[:t_idx], signal3[:t_idx])\n", "plt.xlabel('time t')\n", "plt.ylabel('signal s(t)')\n", "plt.legend(('signal1', 'signal2', 'signal3'))\n", "plt.savefig(\"exercise4_fig1.png\", dpi=300)\n", "plt.show()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "# Tasks\n", "\n", "For extracting the phases of the signals, we could use the wwavelet transform. Another possibility is to use the Hilbert transform, which we will do here:\n", "\n", "1. First we neet to bandpass the signal for focusing on a frequency range of interest. For this purpose we recommend to implement a forward-backward filter since it is important to not introduce a phase shift when we're interested in phase relations.\n", "\n", "2. Next we need to apply the Hilbert transform. Bandpass and Hilbert transform could be conveniently implemented in one function.\n", "\n", "3. Using the phase of the analytic signals, compute the phase locking value between all pairs of the three signals and display it. Which of the two signals are phase-related to each other?\n", "\n", "3. Compute the phase locking in dependence on observation time and plot the PLVs over time. How long have your 'trials' to extend in time for determining if there is really some substantial phase-locking? \n" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import spectral\n", "\n", "a1, f1 = spectral.hilbert_bandpassed(signal1, f0, 0.1 * f0, dt_bin)\n", "a2, f2 = spectral.hilbert_bandpassed(signal2, f0, 0.1 * f0, dt_bin)\n", "a3, f3 = spectral.hilbert_bandpassed(signal3, f0, 0.1 * f0, dt_bin)\n", "\n", "# plt.plot(np.angle(a1))\n", "# plt.plot(np.angle(a2))\n", "# plt.plot(np.angle(a3))\n", "# plt.show()\n", "\n", "aplv12 = np.zeros((n_bins,))\n", "aplv23 = np.zeros((n_bins,))\n", "aplv13 = np.zeros((n_bins,))\n", "for i in range(n_bins):\n", " aplv12[i] = np.abs(spectral.phase_locking_value(a1[:i + 1], a2[:i + 1]))\n", " aplv23[i] = np.abs(spectral.phase_locking_value(a2[:i + 1], a3[:i + 1]))\n", " aplv13[i] = np.abs(spectral.phase_locking_value(a1[:i + 1], a3[:i + 1]))\n", "\n", "plt.plot(t, aplv12)\n", "plt.plot(t, aplv23)\n", "plt.plot(t, aplv13)\n", "plt.legend(('Sig1--Sig2', 'Sig2--Sig3', 'Sig1--Sig3'))\n", "plt.xlabel('time t')\n", "plt.ylabel('|PLV|')\n", "plt.show()\n", "\n", "\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.11.6" } }, "nbformat": 4, "nbformat_minor": 2 }