{ "cells": [ { "cell_type": "markdown", "id": "e76ab853", "metadata": {}, "source": [ "# Multi-frequency & Multi-angular selection - CLEAN-T\n", "\n", "This script is an example of use of MultiFreqCleanT Class in DeconvolutionMethods library using simulated microphone signals\n", "\n", "- Test Case : Moving source with rotation on 3 axes\n", "- Analysis : Multiple CLEAN-T run on different angular window along the \n", " trajectory and for different frequency bands" ] }, { "cell_type": "code", "execution_count": null, "id": "54911ee9", "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import pylab as pl\n", "import scipy.io as io\n", "from cleantipy.DeconvolutionMethods import MultiFreqCleanT, CleantMap\n", "from cleantipy.Propagation import MovingSrcSimu_t\n", "from Sarradj_2016_array import MicArrayGeom\n", "import time\n", "\n", "# Set the default figure facecolor to transparent\n", "pl.rcParams['figure.facecolor'] = 'none'\n", "# Set the default axes facecolor to white\n", "pl.rcParams['axes.facecolor'] = 'white'\n", "\n", "# Set to \"True\" if forcing recomputation is needed\n", "compute = False" ] }, { "cell_type": "markdown", "id": "43491eed", "metadata": {}, "source": [ "## Parameters " ] }, { "cell_type": "code", "execution_count": 2, "id": "58b3d2bf", "metadata": {}, "outputs": [], "source": [ "pref = 2*10**-5 #Pa\n", "fs = 10000\n", "T = 3\n", "Nt = int(fs*T)\n", "t = np.arange(T*fs)/fs \n", "\n", "fs_traj = 4 # 4 GPS points per seceonds\n", "# fs_traj = fs # same as time samplerate\n", "Nt_ = T*fs_traj+1\n", "t_traj = np.arange(Nt_)/fs_traj\n", "\n", "# Agngles setup\n", "ang = np.array([(1-np.cos(t_traj/2))/2,0*t_traj,-(1-np.cos(t_traj/2))/3]).T\n", "\n", "# Trajectory setup\n", "v = 100 # m/s\n", "Z = 150 # m\n", "Y = 0 # m\n", "X = np.arange(Nt_)*v/fs_traj - T*v/2 # m\n", "traj = np.array([X,Y*np.ones(Nt_),Z*np.ones(Nt_)]).T\n", "\n", "# Adding rotations\n", "traj += np.array([0*np.arange(Nt_),-(1-np.cos(t_traj/2))*180/np.pi,0*np.arange(Nt_)]).T\n", "\n", "# Micropophone array geometry setup\n", "Nmic = 256\n", "x, y = MicArrayGeom(Nmic,h=2)\n", "z_array = 0\n", "\n", "geom = np.array([x,y,z_array*np.ones((Nmic))]).T\n", "\n", "# Source definition (position and signal)\n", "sig = np.array([np.random.randn(Nt), # white noise\n", " np.sin(2*np.pi*440*2*t), # 880 Hz sine\n", " np.sin(2*np.pi*440*t)]) # 440 Hz sine\n", "pos = np.array([[10,0,0],\n", " [0,10,0],\n", " [0,-10,0]]) # relative position to the trajectory" ] }, { "cell_type": "markdown", "id": "c554a144", "metadata": {}, "source": [ "## Run or load the microphone signals" ] }, { "cell_type": "code", "execution_count": 3, "id": "c46847cf", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\n", "# Define simulation object\n", "simu = MovingSrcSimu_t(geom, pos, traj, t, sig, t_traj=t_traj, angles=ang, SNR=60, timeOrigin='source')\n", "\n", "\n", "simu.plot()\n", "ax = pl.gca() \n", "ax.set_xlim(-100,100)\n", "ax.set_ylim(-100,100)\n", "\n", "\n", "#%% Compute simulated pressures\n", "if compute: \n", " try:\n", " print(\"** Computing microphone signals **\")\n", " simu.compute(parrallel=True,interpolation=\"quadratic\")\n", " Sig = simu.p_t\n", " io.savemat('SimuAngles.mat',{'Sig':Sig})\n", " except :\n", " tmp = io.loadmat('SimuAngles.mat',variable_names=['Sig'])\n", " Sig = tmp['Sig']\n", "\n", "else:\n", " try:\n", " tmp = io.loadmat('SimuAngles.mat',variable_names=['Sig'])\n", " Sig = tmp['Sig']\n", " except :\n", " print(\"** SimuAngles.mat not found: Computing microphone signals **\")\n", " simu.compute(parrallel=True,interpolation=\"quadratic\")\n", " Sig = simu.p_t\n", " io.savemat('SimuAngles.mat',{'Sig':Sig})\n", "\n", "del simu\n" ] }, { "cell_type": "markdown", "id": "09d91454", "metadata": {}, "source": [ "## Define reconstruction grid and angular window selection for CLEAN-T" ] }, { "cell_type": "code", "execution_count": 4, "id": "458b0a47", "metadata": {}, "outputs": [], "source": [ "#%% define image plan relatively to the trajectory\n", "Lx = 40\n", "Ly = 40\n", "resX = 2\n", "resY = 2\n", "x_F = np.arange(0,Lx,resX)-Lx/2\n", "y_F = np.arange(0,Ly,resY)-Ly/2\n", "z_F = 0 \n", "X_F, Y_F, Z_F = np.meshgrid(x_F,y_F,z_F)\n", "grid = np.array([X_F.reshape(-1),Y_F.reshape(-1),Z_F.reshape(-1)]).T\n", "\n", "\n", "\n", "#%% define angle selections\n", "AngleWindows = np.array([[-15, -5],\n", " [-5, 5]])\n" ] }, { "cell_type": "markdown", "id": "56b3a535", "metadata": {}, "source": [ "## Set CLEAN-T object" ] }, { "cell_type": "code", "execution_count": 5, "id": "35ba8f71", "metadata": {}, "outputs": [], "source": [ "#%% Initialise CLEAN-T\n", "cleant = MultiFreqCleanT(geom,grid,traj,t,Sig,ang,t_traj,debug=False,fc=[400,800],\\\n", " bandtype='octave',angleSelection=AngleWindows)" ] }, { "cell_type": "markdown", "id": "489b86af", "metadata": {}, "source": [ "## Compute CLEAN-T" ] }, { "cell_type": "code", "execution_count": 6, "id": "ac87db7a", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "*********************************************************************\n", "** Starting CLEAN-T computation on a grid following the trajectory **\n", "*********************************************************************\n", "\n", "\n", "** Starting CLEAN-T computation over the 400 Hz octave band **\n", "****** Angular window: -15.0--5.0° ******\n", "0 - Residual energy: 100.0%\n", "1 - Residual energy: 35.2%\n", "2 - Residual energy: 5.9%\n", "3 - Residual energy: 2.2%\n", "Residual energy inferior to stop criterion : 5%\n", "****** Angular window: -5.0-5.0° ******\n", "0 - Residual energy: 100.0%\n", "1 - Residual energy: 42.3%\n", "2 - Residual energy: 3.5%\n", "Residual energy inferior to stop criterion : 5%\n", "****** Angular window: -15.0--5.0° ******\n", "Tonal - 89.3 dB - Pos.: x:0.0\ty:-10.0\tz:0.0 (rel. traj.) - E: 100.0%\n", "Broadband - 78.8 dB - Pos.: x:10.0\ty:0.0\tz:0.0 (rel. traj.) - E: 35.2%\n", "Tonal - 71.5 dB - Pos.: x:0.0\ty:-10.0\tz:0.0 (rel. traj.) - E: 5.9%\n", "****** Angular window: -5.0-5.0° ******\n", "Tonal - 89.1 dB - Pos.: x:0.0\ty:-10.0\tz:0.0 (rel. traj.) - E: 100.0%\n", "Broadband - 80.5 dB - Pos.: x:10.0\ty:0.0\tz:0.0 (rel. traj.) - E: 42.3%\n", "\n", "\n", "** Starting CLEAN-T computation over the 800 Hz octave band **\n", "****** Angular window: -15.0--5.0° ******\n", "0 - Residual energy: 100.0%\n", "1 - Residual energy: 108.4%\n", "2 - Residual energy: 60.4%\n", "3 - Residual energy: 4.9%\n", "Residual energy inferior to stop criterion : 5%\n", "****** Angular window: -5.0-5.0° ******\n", "0 - Residual energy: 100.0%\n", "1 - Residual energy: 85.5%\n", "2 - Residual energy: 45.0%\n", "3 - Residual energy: 3.2%\n", "Residual energy inferior to stop criterion : 5%\n", "****** Angular window: -15.0--5.0° ******\n", "Tonal - 89.6 dB - Pos.: x:0.0\ty:10.0\tz:0.0 (rel. traj.) - E: 100.0%\n", "Tonal - 76.7 dB - Pos.: x:0.0\ty:-10.0\tz:0.0 (rel. traj.) - E: 108.4%\n", "Broadband - 82.9 dB - Pos.: x:10.0\ty:0.0\tz:0.0 (rel. traj.) - E: 60.4%\n", "****** Angular window: -5.0-5.0° ******\n", "Tonal - 89.5 dB - Pos.: x:0.0\ty:10.0\tz:0.0 (rel. traj.) - E: 100.0%\n", "Tonal - 76.6 dB - Pos.: x:0.0\ty:-10.0\tz:0.0 (rel. traj.) - E: 85.5%\n", "Broadband - 82.6 dB - Pos.: x:10.0\ty:0.0\tz:0.0 (rel. traj.) - E: 45.0%\n", "CLEAN-T Computation took 81.2 s\n" ] } ], "source": [ "print('\\n')\n", "print(69*'*')\n", "print(\"** Starting CLEAN-T computation on a grid following the trajectory **\")\n", "print(69*'*')\n", "\n", "dyn = 15 # Dynamic range of results display in dB\n", "normalisedByMax = False # if True, data are normalised by maximum, if False dislay is given in dB ref 20µPa\n", "\n", "t1 = time.time()\n", "cleant.ComputeCleanT(dyn = dyn,parrallel=True)\n", "t2 = time.time()\n", "print(\"CLEAN-T Computation took %.1f s\"%(t2-t1))" ] }, { "cell_type": "markdown", "id": "7b20887f", "metadata": {}, "source": [ "## Display results" ] }, { "cell_type": "code", "execution_count": null, "id": "1f18bfc2", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#%% Display results on grid along the trajectory\n", "for ww in range(len(AngleWindows)):\n", "\n", " fig, axs = pl.subplots(2,len(cleant.Results), \n", " constrained_layout=True,figsize=(3.5*len(cleant.Results),8.5))\n", " # fig.patch.set_alpha(0)\n", " fig.suptitle('CLEAN-T vs BF - [%.1f° , %.1f°]' \\\n", " %(cleant.angleSelection[ww,0],cleant.angleSelection[ww,1]))\n", " for ff in range(len(cleant.Results)):\n", " ax = axs[0,ff]\n", " BF_dB = cleant.Results[ff]['Sources'][0][ww]['AcousticMap'].reshape((y_F.size,x_F.size)) \n", " mx = np.max(BF_dB)\n", " ax.imshow(BF_dB, vmax=mx, vmin=mx-dyn, \\\n", " origin='lower',cmap='hot_r',\\\n", " extent=[x_F[0],x_F[-1],y_F[0],y_F[-1]])\n", " if ff==0:\n", " ax.set_ylabel('y (m)')\n", " # fig.colorbar(ax=ax)\n", " ax.set_title('f_c = %d Hz' %(cleant.Results[ff]['fc']))\n", " # pl.tight_layout()\n", " \n", " ax = axs[1,ff]\n", " CleantMap(cleant.CleanTObjects[ff],gauss=True,dyn=dyn,sameDynRange=False,adym=normalisedByMax,sigThreshold=2e-5) \n", " ax.set_xlabel('x (m)')\n", " if ff==0:\n", " ax.set_ylabel('y (m)')\n", " img = ax.imshow(cleant.CleanTObjects[ff].q_disp[ww], origin='lower',\n", " extent=[x_F[0],x_F[-1],y_F[0],y_F[-1]], cmap='RdBu',\n", " vmin=-dyn,vmax=dyn,interpolation_stage='data')\n", " cbar = fig.colorbar(img, ax=ax,\\\n", " ticks=[-dyn, 0, dyn],location=\"bottom\")\n", " if normalisedByMax:\n", " cbar.ax.set_xticklabels([0, -dyn, 0])\n", " else:\n", " cbar.ax.set_xticklabels(['%.1f' %(cleant.CleanTObjects[ff].qmax_bb[ww]),\\\n", " '%d' %(-dyn), '%.1f' %(cleant.CleanTObjects[ff].qmax_ton[ww])])\n", " # cbar.ax.set_title('[dB]')\n", " cbar.set_label('Broadband Tonal ', fontstyle='italic', labelpad=-13)" ] } ], "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": "3.12.7" } }, "nbformat": 4, "nbformat_minor": 5 }