{ "cells": [ { "cell_type": "markdown", "id": "e8da7b9f", "metadata": {}, "source": [ "# CLEAN-T \n", "\n", "This script is an example of use of CleanT Class in DeconvolutionMethods library using time domain generated signal simulated using the Simulations library.\n", "\n", "\n", "- Test Case : Moving source with rotation on 3 axes\n", "- Analysis : Single CLEAN-T analysis along all the trajectory" ] }, { "cell_type": "markdown", "id": "da5108fe", "metadata": {}, "source": [ "## Sparse trajectory samplerate" ] }, { "cell_type": "code", "execution_count": 1, "id": "849fc863", "metadata": {}, "outputs": [], "source": [ "from cleantipy.Propagation import MovingSrcSimu_t\n", "import numpy as np\n", "import pylab as pl\n", "import scipy.io as io\n", "from Sarradj_2016_array import MicArrayGeom\n", "from cleantipy.DeconvolutionMethods import CleanT\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 = True" ] }, { "cell_type": "markdown", "id": "82308c19", "metadata": {}, "source": [ "### Parameters " ] }, { "cell_type": "code", "execution_count": 2, "id": "c7bb4969", "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", "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 - Theoretical noise level : 93.9 dB\n", " np.sin(2*np.pi*440*2*t), # 880 Hz sine - Theoretical noise level : 91 dB\n", " np.sin(2*np.pi*440*t)]) # 440 Hz sine - Theoretical noise level : 91 dB\n", "pos = np.array([[10,0,0],\n", " [0,10,0],\n", " [0,-10,0]]) # relative position to the trajectory" ] }, { "cell_type": "markdown", "id": "0818e25a", "metadata": {}, "source": [ "### Run or load the microphone signals" ] }, { "cell_type": "code", "execution_count": 3, "id": "161e3156", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "** Computing microphone signals **\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "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": "552b07a9", "metadata": {}, "source": [ "### Define reconstruction grid and set CLEAN-T object\n" ] }, { "cell_type": "code", "execution_count": 4, "id": "31218972", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "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 and compute CLEAN-T\n", "cleant = CleanT(geom,grid,traj,t,Sig,ang,t_traj,debug=False,monitor=False)\n", "\n", "cleant.bf.plot()\n", "ax=pl.gca()\n", "ax.set_aspect('equal')" ] }, { "cell_type": "markdown", "id": "efc01a7e", "metadata": {}, "source": [ "### Compute CLEAN-T" ] }, { "cell_type": "code", "execution_count": 5, "id": "8712439f", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "*********************************************************************\n", "** Starting CLEAN-T computation on a grid following the trajectory **\n", "*********************************************************************\n", "0 - Residual energy: 100.0%\n", "1 - Residual energy: 58.7%\n", "2 - Residual energy: 47.8%\n", "3 - Residual energy: 0.2%\n", "Residual energy inferior to stop criterion : 5%\n" ] } ], "source": [ "print('\\n')\n", "print(69*'*')\n", "print(\"** Starting CLEAN-T computation on a grid following the trajectory **\")\n", "print(69*'*')\n", "\n", "# cleant.bf.QuantitativeComputation=True\n", "cleant.compute(parrallel=True)" ] }, { "cell_type": "markdown", "id": "9c42f54e", "metadata": {}, "source": [ "### Display results" ] }, { "cell_type": "code", "execution_count": 6, "id": "db046ead", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Detailed information of identified sources (full signal used for noise level computation):\n", "Tonal - 89.7 dB - Pos.: x:0.0\ty:-10.0\tz:0.0 (rel. traj.) - E: 100.0%\n", "Tonal - 89.7 dB - Pos.: x:0.0\ty:10.0\tz:0.0 (rel. traj.) - E: 58.7%\n", "Broadband - 91.6 dB - Pos.: x:10.0\ty:0.0\tz:0.0 (rel. traj.) - E: 47.8%\n", "\n", "\n", "Beamforming vs CLEAN-T (noise level computation only on not-zero part of the source signals)\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "\n", "print(\"Detailed information of identified sources (full signal used for noise level computation):\")\n", "cleant.printSourceData()\n", "\n", "#%% Display results on grid along the trajectory\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", "# sigThreshold is the value above which the signal is considered for noise level computing \n", "# (as zeros can set at the end of the reconscruted signals, it's better not to use it for source power estimation)\n", "cleant.CleantMap(gauss=True,dyn=dyn,sameDynRange=False,adym=normalisedByMax,sigThreshold=2e-2)\n", "\n", "print('\\n')\n", "print(\"Beamforming vs CLEAN-T (noise level computation only on not-zero part of the source signals)\")\n", "\n", "fig, axs = pl.subplots(2,1, \n", " constrained_layout=True,figsize=(3.5,7))\n", "fig.suptitle('Beamforming vs CLEAN-T')\n", "\n", "ax = axs[0]\n", "BF_dB = cleant.Sources[0]['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", "ax.set_ylabel('y (m)')\n", "\n", "pl.ylabel('y (m)')\n", "# fig.colorbar(ax=ax)\n", "pl.xlabel('x (m)')\n", "\n", "ax = axs[1]\n", "img = ax.imshow(cleant.q_disp, 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,ticks=[-dyn, 0, dyn],location=\"bottom\")\n", "\n", "if normalisedByMax:\n", " cbar.ax.set_xticklabels([0, -dyn, 0])\n", "else:\n", " cbar.ax.set_xticklabels(['%.1f' %(cleant.qmax_bb),\\\n", " '%d' %(-dyn), '%.1f' %(cleant.qmax_ton)])\n", "\n", "# cbar.ax.set_title('[dB]')\n", "cbar.set_label('Broadband Tonal ', fontstyle='italic', labelpad=-13)" ] }, { "cell_type": "markdown", "id": "e6123ba9", "metadata": {}, "source": [ "## High samplerate for trajectory (memory intensive version)\n", "\n", "**This is an example with a trajectory samplerate equal to the microphone signal samplerate.**\n", "\n", "**Advice: This script is a demonstartor, showcasing the possibility to have trajectory with different samplerates, but our recomandation is always to work with a minimal samplerate for the trajectory, otherwise it's very memory (and time) consuming**\n", "\n", "- Test Case : Moving source with rotation on 3 axes\n", "- Analysis : Single CLEAN-T analysis along all the trajectory" ] }, { "cell_type": "markdown", "id": "1a46be12", "metadata": {}, "source": [ "### Parameters " ] }, { "cell_type": "code", "execution_count": 7, "id": "0fe187f2", "metadata": {}, "outputs": [], "source": [ "\n", "\n", "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", "\n", "# Agngles setup\n", "ang = np.array([(1-np.cos(np.arange(Nt)/fs/2))/2,0*np.arange(Nt),-(1-np.cos(np.arange(Nt)/fs/2))/3]).T\n", "\n", "\n", "# Trajectory setup\n", "v = 100 # m/s\n", "Z = 150 # m\n", "Y = 0 # m\n", "X = np.arange(Nt)*v/fs - 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(np.arange(Nt)/fs/2))*180/np.pi,0*np.arange(Nt)]).T\n", "\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": "cc943216", "metadata": {}, "source": [ "### Run or load the microphone signals" ] }, { "cell_type": "code", "execution_count": 8, "id": "2dab5644", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Propagation : assuming trajectory has the same sampling frequency and time origin as mic signals\n", "** Computing microphone signals **\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "\n", "# Define simulation object\n", "simu = MovingSrcSimu_t(geom, pos, traj, t, sig, 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", "pl.title(\"Microphones in blue and Sources in orange replicated periodically along the trajectory)\")\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", " tmp = io.loadmat('SimuAngles.mat',variable_names=['Sig'])\n", " Sig = tmp['Sig']\n", "\n", "del simu" ] }, { "cell_type": "markdown", "id": "f6f3c906", "metadata": {}, "source": [ "### Define reconstruction grid for CLEAN-T and set CLEAN-T object" ] }, { "cell_type": "code", "execution_count": 9, "id": "7160ca84", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "*********************************************************************\n", "** Starting CLEAN-T computation on a grid following the trajectory **\n", "*********************************************************************\n", "Beamforming : assuming trajectory has the same sampling frequency and time origin as mic signals\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "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", "#%% Define and compute CLEAN-T\n", "print('\\n')\n", "print(69*'*')\n", "print(\"** Starting CLEAN-T computation on a grid following the trajectory **\")\n", "print(69*'*')\n", "\n", "cleant = CleanT(geom,grid,traj,t,Sig,ang,debug=False,monitor=False)\n", "\n", "cleant.bf.plot()\n", "ax=pl.gca()\n", "ax.set_aspect('equal')\n" ] }, { "cell_type": "markdown", "id": "c35e8cf1", "metadata": {}, "source": [ "### Compute CLEAN-T" ] }, { "cell_type": "code", "execution_count": 10, "id": "43141590", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0 - Residual energy: 100.0%\n", "1 - Residual energy: 57.6%\n", "2 - Residual energy: 46.6%\n", "3 - Residual energy: 0.2%\n", "Residual energy inferior to stop criterion : 5%\n" ] } ], "source": [ "# cleant.bf.QuantitativeComputation=True\n", "cleant.compute(parrallel=True)" ] }, { "cell_type": "markdown", "id": "a1c2f666", "metadata": {}, "source": [ "### Display results" ] }, { "cell_type": "code", "execution_count": 11, "id": "d14e101f", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Tonal - 90.1 dB - Pos.: x:0.0\ty:-10.0\tz:0.0 (rel. traj.) - E: 100.0%\n", "Tonal - 90.1 dB - Pos.: x:0.0\ty:10.0\tz:0.0 (rel. traj.) - E: 57.6%\n", "Broadband - 91.8 dB - Pos.: x:10.0\ty:0.0\tz:0.0 (rel. traj.) - E: 46.6%\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "cleant.printSourceData()\n", "\n", "#%% Display results on grid along the trajectory\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", "cleant.CleantMap(gauss=True,dyn=dyn,sameDynRange=False,adym=normalisedByMax)\n", "\n", "fig, axs = pl.subplots(2,1, \n", " num='CLEAN-T vs BF', \n", " constrained_layout=True,figsize=(3.5,7))\n", "ax = axs[0]\n", "BF_dB = cleant.Sources[0]['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", "pl.ylabel('y (m)')\n", "# fig.colorbar(ax=ax)\n", "pl.xlabel('x (m)')\n", "\n", "ax = axs[1]\n", "img = ax.imshow(cleant.q_disp, 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,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.qmax_bb),\\\n", " '%d' %(-dyn), '%.1f' %(cleant.qmax_ton)])\n", "\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 }