{ "cells": [ { "cell_type": "markdown", "id": "aa885c62", "metadata": {}, "source": [ "# Getting Started" ] }, { "cell_type": "code", "execution_count": 1, "id": "e017c0fa", "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "import jax.numpy as jnp\n", "\n", "import WDM\n", "import TimeFrequencyWaveforms as TFW\n", "from TimeFrequencyWaveforms.code import utils\n", "\n", "import time" ] }, { "cell_type": "code", "execution_count": 2, "id": "3d058abe", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Sampling rate fs = 1.0 Hz\n", "Duration T = 65536 s = 0.8 days\n", "Wavelet time resolution dT = 128.0 s = 0.0 hours\n", "Wavelet frequency resolution dF = 3.9 mHz\n" ] } ], "source": [ "dt = 1.0\n", "\n", "Nt, Nf = 512, 128\n", "N = Nt * Nf\n", "\n", "wdm = WDM.WDM.WDM_transform(dt=dt, Nf=Nf, N=N, q=8, calc_m0=True)\n", "\n", "print(f\"Sampling rate fs = {1/dt} Hz\")\n", "print(f\"Duration T = {N} s = {N/(60*60*24):.1f} days\")\n", "print(f\"Wavelet time resolution dT = {wdm.dT:.1f} s = {wdm.dT/(60*60):.1f} hours\")\n", "print(f\"Wavelet frequency resolution dF = {1.0e3*wdm.dF:.1f} mHz\")" ] }, { "cell_type": "code", "execution_count": 3, "id": "52b30c57", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "\"\\nm = wdm.Nf//2\\n\\nfig, ax = plt.subplots(figsize=(5,4))\\nfor i, eps in enumerate([0.1, 0.5, 0.9]):\\n ax.plot(np.arange(0, wdm.Nt, 2),\\n [TFW.new_waveforms.cnm(wdm, n, m, (m+eps)*wdm.dF) for n in range(0, wdm.Nt, 2)],\\n color='C{}'.format(i), ls='-', label=r'$f=f_{\\\\rm ref}+'+f'{eps}'+'\\\\\\\\Delta f$')\\n\\nax.set_xlim(0, wdm.Nt-1)\\n\\nax.set_xlabel('Wavelet index n')\\nax.set_ylabel(r'$c_{n,m}(f)$')\\n\\nax.legend(loc='center right', frameon=False)\\n\\nplt.show()\\n\"" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "r\"\"\"\n", "m = wdm.Nf//2\n", "\n", "fig, ax = plt.subplots(figsize=(5,4))\n", "for i, eps in enumerate([0.1, 0.5, 0.9]):\n", " ax.plot(np.arange(0, wdm.Nt, 2),\n", " [TFW.new_waveforms.cnm(wdm, n, m, (m+eps)*wdm.dF) for n in range(0, wdm.Nt, 2)],\n", " color='C{}'.format(i), ls='-', label=r'$f=f_{\\rm ref}+'+f'{eps}'+'\\\\Delta f$')\n", "\n", "ax.set_xlim(0, wdm.Nt-1)\n", "\n", "ax.set_xlabel('Wavelet index n')\n", "ax.set_ylabel(r'$c_{n,m}(f)$')\n", "\n", "ax.legend(loc='center right', frameon=False)\n", "\n", "plt.show()\n", "\"\"\"" ] }, { "cell_type": "code", "execution_count": 4, "id": "8bbe794a", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "\"\\nfig, ax = plt.subplots(figsize=(5,4))\\n\\nf_vals = np.linspace(0, 2*wdm.dF, 50)\\n\\nf_ref = (wdm.Nf//2)*wdm.dF\\n\\nfor i, m in enumerate(np.arange(wdm.Nf//2-2, wdm.Nf//2+3)):\\n ax.plot(f_vals,\\n [TFW.new_waveforms.cnm(wdm, wdm.Nt//2, m, f+f_ref, fdot=1.0e-5) for f in f_vals],\\n color='C{}'.format(i), ls='-', label=r'$m={}$'.format(m))\\n\\nax.set_xlim(0, 2*wdm.dF)\\nax.set_xticks([0, 0.5*wdm.dF, wdm.dF, 1.5*wdm.dF,2*wdm.dF], \\n labels=[r'$0$', r'$\\\\Delta f/2$', r'$\\\\Delta f$', r'$3\\\\Delta f/2$', r'$2\\\\Delta f$'])\\n\\nax.set_xlabel(r'Frequency $f-f_{\\\\rm ref}$ [Hz]')\\nax.set_ylabel(r'$c_{nm}(f, \\\\dot{f})$')\\n\\nax.legend(loc='upper center', frameon=False)\\n\\nplt.show()\\n\"" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "r\"\"\"\n", "fig, ax = plt.subplots(figsize=(5,4))\n", "\n", "f_vals = np.linspace(0, 2*wdm.dF, 50)\n", "\n", "f_ref = (wdm.Nf//2)*wdm.dF\n", "\n", "for i, m in enumerate(np.arange(wdm.Nf//2-2, wdm.Nf//2+3)):\n", " ax.plot(f_vals,\n", " [TFW.new_waveforms.cnm(wdm, wdm.Nt//2, m, f+f_ref, fdot=1.0e-5) for f in f_vals],\n", " color='C{}'.format(i), ls='-', label=r'$m={}$'.format(m))\n", "\n", "ax.set_xlim(0, 2*wdm.dF)\n", "ax.set_xticks([0, 0.5*wdm.dF, wdm.dF, 1.5*wdm.dF,2*wdm.dF], \n", " labels=[r'$0$', r'$\\Delta f/2$', r'$\\Delta f$', r'$3\\Delta f/2$', r'$2\\Delta f$'])\n", "\n", "ax.set_xlabel(r'Frequency $f-f_{\\rm ref}$ [Hz]')\n", "ax.set_ylabel(r'$c_{nm}(f, \\dot{f})$')\n", "\n", "ax.legend(loc='upper center', frameon=False)\n", "\n", "plt.show()\n", "\"\"\"" ] }, { "cell_type": "code", "execution_count": 5, "id": "b9220163", "metadata": {}, "outputs": [], "source": [ "fdot_grid_spec = (-1.5e-6, 1.5e-6, 5)\n", "transformer = TFW.code.TD_to_TFD_transform.Transformer(wdm, num_freq_points=50, num_pixels=10, fdot_grid_spec=fdot_grid_spec)" ] }, { "cell_type": "code", "execution_count": 6, "id": "43e5d57d", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "par = {'phic': 1.0, 'tc':32768.0, 'w':10000.0, 'f':0.05, 'fdot':1.0e-6}\n", "\n", "def amplitude(t, par):\n", " tc = par['tc']\n", " w = par['w']\n", " return jnp.exp(-0.5*((t-tc)/w)**2)\n", "\n", "def phase(t, par):\n", " tc = par['tc']\n", " f = par['f']\n", " fdot = par['fdot']\n", " phic = par['phic']\n", " return phic + 2.*jnp.pi*f*(t-tc) + jnp.pi*fdot*(t-tc)**2\n", "\n", "def frequency(t, par):\n", " f = par['f']\n", " tc = par['tc']\n", " fdot = par['fdot']\n", " return f + fdot * (t-tc)\n", "\n", "def frequency_deriv(t, par):\n", " fdot = par['fdot']\n", " return fdot * jnp.ones_like(t) \n", "\n", "\n", "fig, ax = plt.subplots(figsize=(5,4))\n", "ax.plot(wdm.times, amplitude(wdm.times, par)*jnp.cos(phase(wdm.times, par)))\n", "\n", "# inset Axes....\n", "x1, x2, y1, y2 = 10000, 10500, -0.12, 0.12 # subregion of the original image\n", "axins = ax.inset_axes(\n", " [0.05, 0.6, 0.3, 0.35],\n", " xlim=(x1, x2), ylim=(y1, y2), xticklabels=[], yticklabels=[])\n", "axins.plot(wdm.times, amplitude(wdm.times, par)*jnp.cos(phase(wdm.times, par)))\n", "ax.indicate_inset_zoom(axins, edgecolor=\"black\")\n", "\n", "# inset Axes....\n", "x1, x2, y1, y2 = 55000, 55500, -0.12, 0.12 # subregion of the original image\n", "axins_ = ax.inset_axes(\n", " [0.65, 0.6, 0.3, 0.35],\n", " xlim=(x1, x2), ylim=(y1, y2), xticklabels=[], yticklabels=[])\n", "axins_.plot(wdm.times, amplitude(wdm.times, par)*jnp.cos(phase(wdm.times, par)))\n", "ax.indicate_inset_zoom(axins_, edgecolor=\"black\")\n", "\n", "ax.set_xlabel(\"Time [s]\")\n", "ax.set_ylabel(\"Signal\")\n", "\n", "ax.set_xlim(wdm.times[0], wdm.times[-1])\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 7, "id": "4f933360", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Elapsed time: 0.31917500495910645 seconds\n" ] } ], "source": [ "t0 = time.time()\n", "t_n = jnp.arange(wdm.Nt)*wdm.dT\n", "\n", "A_n = amplitude(t_n, par)\n", "Phi_n = phase(t_n, par)\n", "f_n = frequency(t_n, par)\n", "fdot_n = frequency_deriv(t_n, par)\n", "\n", "wnm = transformer.transform(A_n, Phi_n, f_n, fdot_n)\n", "wp, wc = jnp.real(wnm), jnp.imag(wnm)\n", "tc = time.time()\n", "print(f\"Elapsed time: {tc - t0} seconds\")" ] }, { "cell_type": "code", "execution_count": 8, "id": "b09213ab", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Elapsed time: 0.12111616134643555 seconds\n" ] } ], "source": [ "t0 = time.time()\n", "Wp = wdm(amplitude(wdm.times, par)*jnp.cos(phase(wdm.times, par)))\n", "Wc = wdm(amplitude(wdm.times, par)*jnp.sin(phase(wdm.times, par)))\n", "tc = time.time()\n", "print(f\"Elapsed time: {tc - t0} seconds\")" ] }, { "cell_type": "code", "execution_count": 9, "id": "1ce44e1b", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(figsize=(8,4), ncols=2, sharey=True, width_ratios=[1, 1.2])\n", "\n", "im = axes[0].imshow(wp.T, aspect='auto', origin='lower', vmin=-15, vmax=15,\n", " extent=[0., wdm.T, 0., wdm.f_Ny], cmap='jet')\n", "\n", "im_ = axes[1].imshow(Wp.T, aspect='auto', origin='lower', vmin=-15, vmax=15,\n", " extent=[0., wdm.T, 0., wdm.f_Ny], cmap='jet')\n", "\n", "fig.colorbar(im_, ax=axes[1])\n", "\n", "axes[0].set_ylim(0, 0.1)\n", "axes[0].set_ylabel(\"Frequency [Hz]\")\n", "axes[0].set_xlabel(\"Time [s]\")\n", "axes[1].set_xlabel(\"Time [s]\")\n", "\n", "axes[0].set_xticks(np.arange(0, 70000, 20000))\n", "axes[1].set_xticks(np.arange(0, 70000, 20000))\n", "\n", "axes[0].set_title(r\"Fast TD$\\rightarrow$TFD Transform\")\n", "axes[1].set_title(\"Exact Numerical Transform\")\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 10, "id": "649dcfb4", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Mismatch = 1.49e-04\n" ] } ], "source": [ "def wavelet_inner_product(wdm : WDM.WDM.WDM_transform,\n", " Anm : jnp.ndarray, Bnm : jnp.ndarray, \n", " f_low : float=None, f_high : float=None, \n", " t_low : float=None, t_high : float=None) -> float:\n", " \"\"\" \n", " Compute white TF noise inner product between two signals with wavelet\n", " coefficients Anm and Bnm. This is a sum over the time-frequency grid.\n", " The optional arguments allow this sum to be restricted to a sub-region\n", " of the time-frequency grid.\n", "\n", " Parameters\n", " ---------- \n", " wdm : WDM.WDM.WDM_transform\n", " An instance of the WDM wavelet transform class.\n", " Anm : jnp.ndarray\n", " Wavelet coefficients of first signal, shape=(Nt, Nf).\n", " Bnm : jnp.ndarray\n", " Wavelet coefficients of second signal, shape=(Nt, Nf).\n", " f_low : float\n", " Lower frequency bound of inner product. Optional.\n", " f_high : float\n", " Upper frequency bound of inner product. Optional.\n", " t_low : float\n", " Lower time bound of inner product. Optional.\n", " t_high : float\n", " Upper time bound of inner product. Optional.\n", "\n", " Returns\n", " -------\n", " AB : float\n", " The inner product.\n", " \"\"\"\n", " tn = wdm.dT * jnp.arange(wdm.Nt)\n", " fm = wdm.dF * jnp.arange(wdm.Nf)\n", "\n", " t_low = t_low if t_low is not None else 0.0\n", " t_high = t_high if t_high is not None else wdm.T\n", " f_low = f_low if f_low is not None else 0.0\n", " f_high = f_high if f_high is not None else wdm.f_Ny\n", "\n", " mask = jnp.outer( jnp.logical_and(tn > t_low, tn < t_high),\n", " jnp.logical_and(fm > f_low, fm < f_high) )\n", "\n", " AB = jnp.sum(Anm[mask]*Bnm[mask])\n", "\n", " return AB\n", "\n", "edge = 50\n", "f_low, f_high = 0.05, 0.1\n", "\n", "wW = wavelet_inner_product(wdm, wp, Wp, f_low=f_low, f_high=f_high, t_low=edge*wdm.dT, t_high=wdm.T-edge*wdm.dT)\n", "ww = wavelet_inner_product(wdm, wp, wp, f_low=f_low, f_high=f_high, t_low=edge*wdm.dT, t_high=wdm.T-edge*wdm.dT)\n", "WW = wavelet_inner_product(wdm, Wp, Wp, f_low=f_low, f_high=f_high, t_low=edge*wdm.dT, t_high=wdm.T-edge*wdm.dT)\n", "\n", "MM = 1.0 - wW/jnp.sqrt(ww*WW)\n", "\n", "print(f\"Mismatch = {MM:.2e}\")" ] }, { "cell_type": "code", "execution_count": 11, "id": "ff717e1b", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(5,4))\n", "ax.plot(wdm.times, wdm.idwt(wp), color='C0', ls='-')\n", "\n", "# inset Axes....\n", "x1, x2, y1, y2 = 10000, 10500, -0.12, 0.12 # subregion of the original image\n", "axins = ax.inset_axes(\n", " [0.05, 0.6, 0.3, 0.35],\n", " xlim=(x1, x2), ylim=(y1, y2), xticklabels=[], yticklabels=[])\n", "axins.plot(wdm.times, wdm.idwt(wp), color='C0', ls='-', lw=1)\n", "ax.indicate_inset_zoom(axins, edgecolor=\"black\")\n", "\n", "# inset Axes....\n", "x1, x2, y1, y2 = 55000, 55500, -0.12, 0.12 # subregion of the original image\n", "axins_ = ax.inset_axes(\n", " [0.65, 0.6, 0.3, 0.35],\n", " xlim=(x1, x2), ylim=(y1, y2), xticklabels=[], yticklabels=[])\n", "axins_.plot(wdm.times, wdm.idwt(wp), color='C0', ls='-', lw=1)\n", "ax.indicate_inset_zoom(axins_, edgecolor=\"black\")\n", "\n", "ax.set_xlabel(\"Time [s]\")\n", "ax.set_ylabel(\"Signal\")\n", "\n", "ax.set_xlim(wdm.times[0], wdm.times[-1])\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 12, "id": "324a8ae1", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.patches as patches\n", "\n", "CNM, _, _, SHATNM = transformer.cnm_snm(A_n, Phi_n, f_n, fdot_n)\n", "WNM = transformer.transform(A_n, Phi_n, f_n, fdot_n)\n", "\n", "fig, axes = plt.subplots(figsize=(16,4), ncols=4, sharey=True, width_ratios=[1, 1, 1, 1.2])\n", "\n", "M = jnp.zeros_like(CNM)\n", "M = M.at[wdm.Nt//2-1,:].set(CNM[wdm.Nt//2-1,:])\n", "M = M.at[wdm.Nt//2,:].set(CNM[wdm.Nt//2,:])\n", "im = axes[0].imshow(M.T, aspect='auto', origin='lower', vmin=-15, vmax=15,\n", " extent=[0., wdm.T, 0., wdm.f_Ny], cmap='jet')\n", "rect = patches.Rectangle(((wdm.Nt//2-8)*wdm.dT, (wdm.Nf//2-2)*wdm.dF), 14*wdm.dT, 7*wdm.dF, linewidth=1, edgecolor='k', facecolor='none')\n", "axes[0].add_patch(rect)\n", "\n", "im_ = axes[1].imshow(CNM.T, aspect='auto', origin='lower', vmin=-15, vmax=15,\n", " extent=[0., wdm.T, 0., wdm.f_Ny], cmap='jet')\n", "rect = patches.Rectangle((0, (wdm.Nf//2-2)*wdm.dF), wdm.T, 7*wdm.dF, linewidth=1, edgecolor='k', facecolor='none')\n", "axes[1].add_patch(rect)\n", "\n", "z_n = jnp.floor((f_n-transformer.f_ref)/(2*wdm.dF)).astype(int)\n", "CNM_shifted = 0.5 * ( utils.row_roll(CNM, +2*z_n) +\n", " utils.row_roll(CNM, -2*z_n) +\n", " transformer.alt * utils.row_roll(SHATNM, +2*z_n) -\n", " transformer.alt * utils.row_roll(SHATNM, -2*z_n) ) \n", "im__ = axes[2].imshow(CNM_shifted.T, aspect='auto', origin='lower', vmin=-15, vmax=15,\n", " extent=[0., wdm.T, 0., wdm.f_Ny], cmap='jet')\n", "axes[2].plot([0,wdm.T], \n", " [transformer.f_ref + 2*z_n[0]*wdm.dF-2*wdm.dF, transformer.f_ref + 2*z_n[-1]*wdm.dF-2*wdm.dF], \n", " color='k', ls='-', lw=1)\n", "axes[2].plot([0,wdm.T], \n", " [transformer.f_ref + 2*z_n[0]*wdm.dF+5*wdm.dF, transformer.f_ref + 2*z_n[-1]*wdm.dF+5*wdm.dF], \n", " color='k', ls='-', lw=1)\n", "\n", "im___ = axes[3].imshow(jnp.real(WNM).T, aspect='auto', origin='lower', vmin=-15, vmax=15,\n", " extent=[0., wdm.T, 0., wdm.f_Ny], cmap='jet')\n", "\n", "fig.colorbar(im___, ax=axes[3])\n", "\n", "axes[0].set_ylabel(\"Frequency [Hz]\")\n", "axes[0].set_xlabel(\"Time [s]\")\n", "axes[1].set_xlabel(\"Time [s]\")\n", "axes[2].set_xlabel(\"Time [s]\")\n", "axes[3].set_xlabel(\"Time [s]\")\n", "\n", "axes[0].set_xticks(np.arange(0, 70000, 20000))\n", "axes[1].set_xticks(np.arange(0, 70000, 20000))\n", "axes[2].set_xticks(np.arange(0, 70000, 20000))\n", "axes[3].set_xticks(np.arange(0, 70000, 20000))\n", "\n", "axes[0].set_title(\"Step 3\")\n", "axes[1].set_title(\"Step 4\")\n", "axes[2].set_title(\"Step 5\")\n", "axes[3].set_title(\"Step 6\")\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "id": "ad94bd53", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "WDM", "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": "3.13.5" } }, "nbformat": 4, "nbformat_minor": 5 }