{ "cells": [ { "cell_type": "code", "execution_count": 1, "id": "0", "metadata": { "execution": { "iopub.execute_input": "2026-04-23T10:33:30.489040Z", "iopub.status.busy": "2026-04-23T10:33:30.488798Z", "iopub.status.idle": "2026-04-23T10:33:30.498115Z", "shell.execute_reply": "2026-04-23T10:33:30.497435Z" } }, "outputs": [], "source": [ "# This cells setups the environment when executed in Google Colab.\n", "try:\n", " import google.colab\n", " !curl -s https://raw.githubusercontent.com/ibs-lab/cedalion/dev/scripts/colab_setup.py -o colab_setup.py\n", " # Select branch with --branch \"branch name\" (default is \"dev\")\n", " %run colab_setup.py\n", "except ImportError:\n", " pass" ] }, { "cell_type": "code", "execution_count": 2, "id": "1", "metadata": { "execution": { "iopub.execute_input": "2026-04-23T10:33:30.499981Z", "iopub.status.busy": "2026-04-23T10:33:30.499750Z", "iopub.status.idle": "2026-04-23T10:33:32.532826Z", "shell.execute_reply": "2026-04-23T10:33:32.532071Z" } }, "outputs": [], "source": [ "import cedalion\n", "import cedalion.sigproc.quality as quality\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import scipy as sp\n", "import xarray as xr\n", "from cedalion import units\n", "from cedalion.sigdecomp.multimodal import arc_ebm, arc_erbm\n", "import cedalion.data" ] }, { "cell_type": "markdown", "id": "2", "metadata": {}, "source": [ "# Constrained Independent Component Analysis (ICA)\n", "\n", "In this notebook, we demonstrate how constrained ICA methods can be applied to separate physiological sources from resting-state fNIRS data using auxiliary measurements. Specifically, we focus on adaptive-reverse constrained ICA-ERBM (arc-ERBM) and adaptive-reverse constrained ICA-EBM (arc-EBM).\n", "\n", "arc-ERBM and arc-EBM are constrained versions of the methods [Independent Component Analysis by Entropy Rate Bound Minimization](https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=6845364) (ICA-ERBM) and [by Entropy Bound Minimization](https://ieeexplore.ieee.org/abstract/document/5499122) (ICA-EBM). The general assumption in [Independent Component Analysis](https://en.wikipedia.org/wiki/Independent_component_analysis) is that the dataset $X \\in \\mathbb R^{N\\times T}$, with $N$ channels and $T$ sample points, is generated from a set of independent latent sources $S \\in \\mathbb R^{N\\times T}$, mixed by an unknown mixing matrix $A \\in \\mathbb R^{N \\times N}$.\n", "\n", "$$\n", "X = A \\cdot S.\n", "$$\n", "\n", "ICA methods aim to undo this mixing by determining a demixing matrix $W \\in \\mathbb{R}^{N \\times N}$, such that the estimated underlying sources $Y = W \\cdot X$ are maximally independent. The optimization of the demixing matrix is based on minimizing the mutual information $I$ in the case of ICA-EBM, and the mutual information rate $I_r$ in the case of ICA-ERBM. In both methods, this is done by minimizing a cost function $J$ that is equivalent to either $I$ or $I_r$ for each row vector $w_n$, $n = 1, ..., N$.\n", "\n", "In the constrained methods arc-EBM and arc-ERBM, we assume that there are $M \\leq N$ reference signals $r_n$, $n = 1, ..., M$, that correspond to $M$ latent sources. For each source estimate $y_n = w_n^T X$ that corresponds to a reference signal, the minimization of the cost function $J$ is extended through a constraint that uses a reference signal $r_n$:\n", "\n", "$$\n", "\\min_{w_n} J(w_n) \\quad \\text{s.t.} \\quad \\varepsilon(r_n, y_n) \\geq \\rho_n\n", "$$\n", "\n", "Here, $\\varepsilon$ is a similarity measure that operates in the frequency domain and enforces similar spectral characteristics between the source estimate $y_n$ and the reference signal $r_n$.\n", "\n", "In the following example, $X$ represents our resting-state fNIRS data, and as reference signals $r_n$, we use auxiliary PPG, respiration, and mean arterial pressure (MAP) measurements. After applying the constrained ICA methods and obtaining $W$, we can compute estimates of the separated sources as $y_n = w_n^T X$.\n", "\n" ] }, { "cell_type": "markdown", "id": "3", "metadata": {}, "source": [ "## Loading Resting-State fNIRS Data\n", "\n", "We load the resting-state fNIRS data, including the auxiliary physiological measurements from the SNIRF file. For the demixing problem, we use middle-distance channels of approximately 15 mm in length to ensure that physiological noise signals are present in the data." ] }, { "cell_type": "code", "execution_count": 3, "id": "4", "metadata": { "execution": { "iopub.execute_input": "2026-04-23T10:33:32.536062Z", "iopub.status.busy": "2026-04-23T10:33:32.534824Z", "iopub.status.idle": "2026-04-23T10:33:36.667592Z", "shell.execute_reply": "2026-04-23T10:33:36.666706Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Downloading file 'spafNIRS_example_sub179.zip' from 'https://doc.ibs.tu-berlin.de/cedalion/datasets/dev/spafNIRS_example_sub179.zip' to '/home/runner/.cache/cedalion/dev'.\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Unzipping contents of '/home/runner/.cache/cedalion/dev/spafNIRS_example_sub179.zip' to '/home/runner/.cache/cedalion/dev/spafNIRS_example_sub179.zip.unzip'\n" ] } ], "source": [ "# Load data\n", "rec = cedalion.data.get_spa_fnirs()\n", " \n", "# Read fnirs data \n", "fnirs_amp = rec['amp']\n", "\n", "\n", "# Define middle distance channels \n", "middle_channels = ['S1D7', 'S1D8', 'S1D13', 'S1D14', 'S1D15', 'S1D16', 'S2D8', 'S2D11', 'S2D12', \n", " 'S3D7', 'S3D9', 'S3D10', 'S4D1', 'S4D5', 'S4D10', 'S4D16', 'S5D4', 'S5D5', 'S5D11', \n", " 'S5D15', 'S6D3', 'S6D6', 'S6D12', 'S6D14', 'S7D2', 'S7D6', 'S7D9', 'S7D13', 'S8D22', \n", " 'S8D23', 'S8D24', 'S8D29', 'S8D30', 'S8D31', 'S9D24', 'S9D27', 'S9D28', 'S10D23', 'S10D25',\n", " 'S10D26', 'S11D19', 'S11D26', 'S11D31', 'S12D18', 'S12D19', 'S12D22', 'S12D28', 'S13D17', \n", " 'S13D20', 'S13D27', 'S13D29', 'S14D20', 'S14D21', 'S14D25', 'S14D30']\n" ] }, { "cell_type": "code", "execution_count": 4, "id": "5", "metadata": { "execution": { "iopub.execute_input": "2026-04-23T10:33:36.669751Z", "iopub.status.busy": "2026-04-23T10:33:36.669548Z", "iopub.status.idle": "2026-04-23T10:33:36.941170Z", "shell.execute_reply": "2026-04-23T10:33:36.940405Z" } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot three middle distance channels\n", "fig, ax = plt.subplots(3, 1, sharex=True, figsize=(10, 5))\n", "for i, ch in enumerate(['S1D7', 'S1D8', 'S1D13']):\n", " ax[i].plot(fnirs_amp.time, fnirs_amp.sel(channel=ch, wavelength=\"760\"), \"r-\", label=\"760nm\")\n", " ax[i].plot(fnirs_amp.time, fnirs_amp.sel(channel=ch, wavelength=\"850\"), \"b-\", label=\"850nm\")\n", " ax[i].set_title(f\"Channel {ch}\")\n", "\n", "ax[0].legend()\n", "ax[2].set_xlim(2400,2500)\n", "ax[2].set_xlabel(\"Time (seconds)\")\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "id": "6", "metadata": {}, "source": [ "## Conversion to Optical Density" ] }, { "cell_type": "code", "execution_count": 5, "id": "7", "metadata": { "execution": { "iopub.execute_input": "2026-04-23T10:33:36.943186Z", "iopub.status.busy": "2026-04-23T10:33:36.943006Z", "iopub.status.idle": "2026-04-23T10:33:36.951761Z", "shell.execute_reply": "2026-04-23T10:33:36.950629Z" } }, "outputs": [], "source": [ "# Convert to OD\n", "fnirs_od = cedalion.nirs.cw.int2od(fnirs_amp)" ] }, { "cell_type": "markdown", "id": "8", "metadata": {}, "source": [ "## Select Resting-State Session\n", "\n", "Our data contain a resting-state session of 75 seconds. We select this session and crop the first 10 seconds to remove non-stationarities in the data. From the remaining session, we select a 60-second interval for our analysis using the middle-distance channels." ] }, { "cell_type": "code", "execution_count": 6, "id": "9", "metadata": { "execution": { "iopub.execute_input": "2026-04-23T10:33:36.953576Z", "iopub.status.busy": "2026-04-23T10:33:36.953398Z", "iopub.status.idle": "2026-04-23T10:33:36.959549Z", "shell.execute_reply": "2026-04-23T10:33:36.958882Z" } }, "outputs": [], "source": [ "# Select the onset of the resting state interval (pre_sitting) \n", "onset_resting = rec.stim[rec.stim.trial_type == 'pre_sitting'].onset.values[0]\n", "\n", "# We cropp the first 10 seconds of the resting state interval to \n", "# avoid transient effects and select a 60 second interval for the analysis.\n", "interval = [onset_resting + 10, onset_resting + 70]\n", "\n", "# Select interval and channels \n", "interval_fnirs_od = fnirs_od.sel(time=slice(interval[0], interval[1]))\n", "interval_fnirs_od = interval_fnirs_od.sel(channel= middle_channels)" ] }, { "cell_type": "markdown", "id": "10", "metadata": {}, "source": [ "## Channel Quality Assessment and Pruning\n", "\n", "We compute the Scalp Coupling Index (SCI) and Peak Spectral Power (PSP) for channel quality assessment. SCI and PSP are computed for each channel, and we then select the 40 channels with the highest percentage of clean time." ] }, { "cell_type": "code", "execution_count": 7, "id": "11", "metadata": { "execution": { "iopub.execute_input": "2026-04-23T10:33:36.961295Z", "iopub.status.busy": "2026-04-23T10:33:36.961131Z", "iopub.status.idle": "2026-04-23T10:33:37.021501Z", "shell.execute_reply": "2026-04-23T10:33:37.020330Z" } }, "outputs": [], "source": [ "# Define parameters for quality metrics\n", "window_length = 5 * units.s\n", "sci_thresh = 0.75\n", "psp_thresh = 0.1\n", "sci_psp_percentage_thresh = 0.75\n", "\n", "# Compute SCI and PSP \n", "sci, sci_mask = quality.sci(interval_fnirs_od, window_length, sci_thresh)\n", "psp, psp_mask = quality.psp(interval_fnirs_od, window_length, psp_thresh)\n", "sci_x_psp_mask = sci_mask & psp_mask\n", "perc_time_clean = sci_x_psp_mask.sum(dim=\"time\") / len(sci.time)\n", "\n", "# Set the number of channels to include in the ICA analysis\n", "num_ch = 40\n", "\n", "# Select the best channels \n", "id_best_channels = np.argsort(perc_time_clean)[-num_ch:]\n", "best_channels = id_best_channels['channel']\n", "best_middle_channels = interval_fnirs_od.sel(channel=best_channels)" ] }, { "cell_type": "markdown", "id": "12", "metadata": {}, "source": [ "## Convert Optical Density to Concentration Changes " ] }, { "cell_type": "code", "execution_count": 8, "id": "13", "metadata": { "execution": { "iopub.execute_input": "2026-04-23T10:33:37.023957Z", "iopub.status.busy": "2026-04-23T10:33:37.023645Z", "iopub.status.idle": "2026-04-23T10:33:37.051504Z", "shell.execute_reply": "2026-04-23T10:33:37.050783Z" } }, "outputs": [], "source": [ "# Convert optical density to concentration changes \n", "montage = rec.geo3d\n", "dpf = xr.DataArray(\n", " [6, 6],\n", " dims=\"wavelength\",\n", " coords={\"wavelength\": fnirs_od.wavelength},)\n", " \n", "fnirs_con = cedalion.nirs.cw.od2conc(fnirs_od, montage, dpf)" ] }, { "cell_type": "markdown", "id": "14", "metadata": {}, "source": [ "## High-Pass Filtering and Selection of HbO" ] }, { "cell_type": "code", "execution_count": 9, "id": "15", "metadata": { "execution": { "iopub.execute_input": "2026-04-23T10:33:37.053792Z", "iopub.status.busy": "2026-04-23T10:33:37.053612Z", "iopub.status.idle": "2026-04-23T10:33:37.071063Z", "shell.execute_reply": "2026-04-23T10:33:37.070302Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/runner/miniconda3/envs/cedalion/lib/python3.11/site-packages/xarray/core/variable.py:315: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", " data = np.asarray(data)\n" ] } ], "source": [ "# Apply high-pass filter\n", "y_filt = fnirs_con.cd.freq_filter(fmin= 0.01, fmax= 0, butter_order=4)\n", "\n", "# Select resting state interval\n", "y_filt = y_filt.sel(time = slice(interval[0], interval[1]))\n", "\n", "# Select middle distance channels\n", "y_filt = y_filt.sel(channel=best_middle_channels.channel.values)\n", "\n", "# Select only HbO signal \n", "y_filt = y_filt.sel(chromo = 'HbO')\n", "\n", "# Turn to numpy array \n", "data = y_filt.values" ] }, { "cell_type": "markdown", "id": "16", "metadata": {}, "source": [ "## Prepare the Auxiliary Signals\n", "\n", "We now extract the respiration ('Resp'), PPG ('Pleth'), or mean arterial pressure ('MAP') signals from the recording. These signals must be downsampled to match the fNIRS sampling frequency. We first select the resting-state interval with an additional buffer and apply a band-pass filter to the data to avoid aliasing effects. The MAP signal may contain missing samples, which we address using an interpolation step." ] }, { "cell_type": "code", "execution_count": 10, "id": "17", "metadata": { "execution": { "iopub.execute_input": "2026-04-23T10:33:37.072896Z", "iopub.status.busy": "2026-04-23T10:33:37.072713Z", "iopub.status.idle": "2026-04-23T10:33:37.107748Z", "shell.execute_reply": "2026-04-23T10:33:37.106946Z" } }, "outputs": [], "source": [ "# Select the auxiliary signal from the recording \n", "aux_name = 'Resp' # use 'MAP', 'Pleth' or 'Resp' \n", "aux_signal = rec.aux_ts[aux_name]\n", "\n", "# Select the interval of the auxiliary signal with a 100 second buffer \n", "# before and after the resting state interval to avoid edge effects in the filtering step\n", "buffer = 100 \n", "aux_signal = aux_signal.sel(time = slice(interval[0]- buffer, interval[1] + buffer ))\n", "\n", "# Add a new coordinate called samples and add unit \n", "aux_signal['time'].attrs['units'] = 'seconds'\n", "samples = np.arange(aux_signal.sizes['time'])\n", "aux_signal = aux_signal.assign_coords(samples=('time', samples))\n", "\n", "# Fix missing samples in the MAP signal \n", "if aux_name == 'MAP':\n", " aux_signal = aux_signal.interpolate_na(dim = 'time' ,method = 'cubic',\n", " fill_value='extrapolate')\n", "\n", "# Apply bandpass filter to the auxiliary signal to avaoid aliasing effects after the downsampling step.\n", "aux_signal = aux_signal.cd.freq_filter(fmin= 0.01, fmax= 2.5 , butter_order=4) \n", "\n", "# Downsample the auxiliary signal by interpolating it to the time points of the fNIRS signal\n", "time_line = fnirs_con.sel(time = slice(interval[0]- buffer,interval[1]+buffer))\n", "aux_signal = aux_signal.drop_duplicates(dim='time')\n", "aux_signal = aux_signal.interp(time=time_line.time)\n", "aux_signal = aux_signal.dropna(dim=\"time\", how=\"any\")\n", "\n", "# Remove buffer \n", "aux_signal = aux_signal.sel(time = slice(interval[0], interval[1]))\n", "\n", "# Turn to numpy array and reshape \n", "aux_signal = np.array(aux_signal.values, dtype=np.float64).T\n", "aux_signal = aux_signal.reshape(1, -1) \n" ] }, { "cell_type": "markdown", "id": "18", "metadata": {}, "source": [ "## Z-Transform Normalization" ] }, { "cell_type": "code", "execution_count": 11, "id": "19", "metadata": { "execution": { "iopub.execute_input": "2026-04-23T10:33:37.110231Z", "iopub.status.busy": "2026-04-23T10:33:37.110003Z", "iopub.status.idle": "2026-04-23T10:33:37.114777Z", "shell.execute_reply": "2026-04-23T10:33:37.113938Z" } }, "outputs": [], "source": [ "# z-transform the data and auxiliary signal\n", "data = sp.stats.zscore(data, axis=1) \n", "aux_signal = sp.stats.zscore(aux_signal, axis=1) " ] }, { "cell_type": "code", "execution_count": 12, "id": "20", "metadata": { "execution": { "iopub.execute_input": "2026-04-23T10:33:37.116509Z", "iopub.status.busy": "2026-04-23T10:33:37.116316Z", "iopub.status.idle": "2026-04-23T10:33:37.309273Z", "shell.execute_reply": "2026-04-23T10:33:37.307209Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot the data and the auxiliary signal\n", "fig, ax = plt.subplots(2, 1, figsize=(10, 5))\n", "\n", "x_time = np.arange(data.shape[1]) * 1/(7.4)\n", "ax[0].plot(x_time, data.T)\n", "ax[0].set_title('fNIRS data (HbO)')\n", "ax[1].plot(x_time, aux_signal[0])\n", "ax[1].set_title(f'Auxiliary signal ({aux_name})')\n", "ax[1].set_xlabel('Time (seconds)')\n", "\n", "plt.tight_layout()\n", "plt.show()\n" ] }, { "cell_type": "markdown", "id": "21", "metadata": {}, "source": [ "## Apply Constrained ICA Methods\n", "\n", "We define a frequency reference signal by computing the power spectral density of the reference signal. We then apply the constrained ICA methods to the data." ] }, { "cell_type": "code", "execution_count": 13, "id": "22", "metadata": { "execution": { "iopub.execute_input": "2026-04-23T10:33:37.311089Z", "iopub.status.busy": "2026-04-23T10:33:37.310920Z", "iopub.status.idle": "2026-04-23T10:33:37.314039Z", "shell.execute_reply": "2026-04-23T10:33:37.313367Z" } }, "outputs": [], "source": [ "# Create the time domain and frequency domain reference signals \n", "ref = np.copy(aux_signal)\n", "ref_psd = (2/ ref.shape[1] ) * np.abs(np.fft.rfft(ref, axis = 1 )**2)" ] }, { "cell_type": "code", "execution_count": 14, "id": "23", "metadata": { "execution": { "iopub.execute_input": "2026-04-23T10:33:37.315896Z", "iopub.status.busy": "2026-04-23T10:33:37.315712Z", "iopub.status.idle": "2026-04-23T10:39:21.450525Z", "shell.execute_reply": "2026-04-23T10:39:21.450029Z" } }, "outputs": [], "source": [ "# Set the filter length for arc-ERBM \n", "p = 11\n", "\n", "# Apply ICA methods \n", "W1 = arc_erbm.arc_erbm(data, ref_psd.T, p)\n", "W2 = arc_erbm.arc_erbm(data, ref_psd.T, p, ref.T)\n", "W3 = arc_ebm.arc_ebm(data, ref_psd.T, 'psd')" ] }, { "cell_type": "markdown", "id": "24", "metadata": {}, "source": [ "## Compute Source Estimates\n", "\n", "For each constrained method, the first row of the demixing matrix corresponds to the referenced source. We therefore select the first row and compute the source estimate as $y = w_0^T X$." ] }, { "cell_type": "code", "execution_count": 15, "id": "25", "metadata": { "execution": { "iopub.execute_input": "2026-04-23T10:39:21.453344Z", "iopub.status.busy": "2026-04-23T10:39:21.452660Z", "iopub.status.idle": "2026-04-23T10:39:21.461073Z", "shell.execute_reply": "2026-04-23T10:39:21.460178Z" } }, "outputs": [], "source": [ "# Compute the estimated sources\n", "source_arc_erbm = W1[0].dot(data)\n", "source_arc_erbm_pr = W2[0].dot(data)\n", "source_arc_ebm = W3[0].dot(data)\n", "\n", "# z-transform the estimated sources\n", "source_arc_erbm = sp.stats.zscore(source_arc_erbm)\n", "source_arc_erbm_pr = sp.stats.zscore(source_arc_erbm_pr)\n", "source_arc_ebm = sp.stats.zscore(source_arc_ebm)" ] }, { "cell_type": "code", "execution_count": 16, "id": "26", "metadata": { "execution": { "iopub.execute_input": "2026-04-23T10:39:21.463179Z", "iopub.status.busy": "2026-04-23T10:39:21.462508Z", "iopub.status.idle": "2026-04-23T10:39:21.883662Z", "shell.execute_reply": "2026-04-23T10:39:21.882627Z" }, "tags": [ "nbsphinx-thumbnail" ] }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot source estimates and reference signal\n", "fig, ax = plt.subplots(3, 1, figsize=(10, 7))\n", "\n", "estimates = [source_arc_erbm, source_arc_erbm_pr, source_arc_ebm]\n", "labels = ['arc-ERBM estimate', 'arc-ERBM (PR) estimate', 'arc-EBM estimate']\n", "for i in range(3):\n", " # Compute peak cross correlation for +/- 2 seconds lag \n", " lags = np.arange(-15, 16, 1)\n", " cross_corr = [np.corrcoef(ref, np.roll(estimates[i], lag, axis=0))[0, 1] for lag in lags]\n", " max_corr = np.max(np.abs(cross_corr))\n", " best_lag = lags[np.argmax(np.abs(cross_corr))]\n", "\n", " # Copmute RMSE between reference and estimate \n", " rmse = np.sqrt(np.mean((ref - np.roll(estimates[i], best_lag, axis=0))**2)) \n", " ax[i].set_title(f'{labels[i]} (correlation with reference: {max_corr:.2f}, RMSE: {rmse:.2f} )', \n", " fontsize=10)\n", "\n", " # Plot estimate and reference \n", " signal = np.roll(estimates[i], best_lag, axis=0)\n", " signal = np.sign(np.corrcoef(ref, signal)[0, 1]) * signal\n", " ax[i].plot(x_time, signal, label = labels[i])\n", " ax[i].plot(x_time, ref.T, label = 'Reference signal', alpha = 0.7)\n", " ax[i].legend( loc='upper left', bbox_to_anchor=(1, 1))\n", "\n", "\n", "ax[2].set_xlabel('Time (seconds)')\n", "plt.tight_layout()\n", "plt.show()" ] } ], "metadata": { "kernelspec": { "display_name": "cedalion_250922", "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": "3.11.15" } }, "nbformat": 4, "nbformat_minor": 5 }