From fdc31061ffad44676bdeb377333d242e4143ed85 Mon Sep 17 00:00:00 2001 From: Eric Teunis de Boone Date: Tue, 30 Nov 2021 17:14:50 +0100 Subject: [PATCH] Show angles vs phase offset for sine waves --- 01_fourier.ipynb | 75 ++++++++++++++++++++++++++++++++++++++++++++++-- 1 file changed, 73 insertions(+), 2 deletions(-) diff --git a/01_fourier.ipynb b/01_fourier.ipynb index 7070cdd..0eeec57 100644 --- a/01_fourier.ipynb +++ b/01_fourier.ipynb @@ -19,6 +19,7 @@ "import scipy.fft as ft\n", "import matplotlib.pyplot as plt\n", "import matplotlib.gridspec as gridspec\n", + "import matplotlib.ticker as tck\n", "rng = np.random.default_rng()" ] }, @@ -218,7 +219,7 @@ "outputs": [], "source": [ "sample_rate = 1/1e-3 # s\n", - "n_samples = 2**10\n", + "n_samples = int(1e4)\n", "t = np.arange(n_samples) / sample_rate" ] }, @@ -265,7 +266,7 @@ } ], "source": [ - "signal_constant = np.ones(n_samples)\n", + "signal_constant = np.ones(int(n_samples))\n", "\n", "fig, axes = plot_signal_and_spectrum(signal_constant, sample_rate, \"Constant signal\")\n", "axes.flat[1].set_xlim(0,10);\n", @@ -357,6 +358,76 @@ "A sine wave will give very clear peaks at the frequency of the sine wave." ] }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "with_spectrum = True\n", + "phase_offsets = np.linspace(0, 2*np.pi, 8, endpoint=False) # rad\n", + "f = 1e2 # Hz\n", + "\n", + "if f > sample_rate/2:\n", + " print(\"Sampling a frequency above the sample_rate/2 gives problems\")\n", + "\n", + "if with_spectrum:\n", + " fig, axes = plt.subplots(2,1, sharex=True, figsize=(16,8))\n", + "else:\n", + " fig, ax = plt.subplots(figsize=(16,4))\n", + " axes = np.array([None, ax])\n", + " \n", + "if with_spectrum:\n", + " axes[0].set_ylabel(\"Amplitude\")\n", + " axes[0].axvline(f, alpha=0.3, label='f = {:g}Hz'.format(f))\n", + "\n", + "axes[1].axvline(f, alpha=0.3, label='f = {:g}Hz'.format(f))\n", + "axes[1].set_ylabel(\"Phase\")\n", + "axes[1].set_xlabel(\"f\")\n", + "axes[1].set_xlim( f-2, f+2)\n", + "axes[1].set_ylim( -1 - 0.2, 1+ 0.2)\n", + "axes[1].grid()\n", + "axes[1].yaxis.set_major_formatter(tck.FormatStrFormatter('%g $\\pi$'))\n", + "axes[1].yaxis.set_major_locator(tck.MultipleLocator(base=0.5))\n", + "\n", + "for phase in phase_offsets:\n", + " signal = np.sin( 2*np.pi*f*t + phase )\n", + " \n", + " ft_signal, freqs = ft_spectrum(signal, sample_rate)\n", + " \n", + " if with_spectrum:\n", + " axes[0].plot(freqs, np.real(ft_signal), '.-', label='Re $\\\\varphi = {}\\\\pi$'.format(phase/np.pi))\n", + " \n", + " axes[1].plot(freqs, np.angle(ft_signal)/np.pi, '.-', label='$\\\\varphi = {}\\\\pi$'.format(phase/np.pi))\n", + "\n", + "# trigger legends\n", + "if with_spectrum:\n", + " axes[0].legend(loc='center right');\n", + "axes[1].legend(loc='center right');\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "For a sine wave, the phase of the spectrum at it's frequency is $\\theta( \\varphi = 0 ) = - \\dfrac{\\pi}{2}$." + ] + }, { "cell_type": "markdown", "metadata": {},