| function [emg_env, emg_filt] = signalProcess(emg_rawdata, fs, lowpass_coef, highpass_coef) | |
| % signalProcess processes raw EMG signals by applying bandpass filtering, | |
| % rectification, outlier removal, and RMS envelope extraction. | |
| % INPUTS: | |
| % emg_rawdata : Raw EMG signal data (nFrames × nEMGs) | |
| % fs : EMG sampling frequency (e.g., 2000 Hz) | |
| % lowpass_coef : Lower cutoff frequency for bandpass filter (Hz) | |
| % highpass_coef : Upper cutoff frequency for bandpass filter (Hz) | |
| % OUTPUTS: | |
| % emg_env : Processed EMG envelope (RMS filtered signal) | |
| % emg_filt : Bandpass-filtered and rectified EMG signal | |
| % | |
| % Author: Junyo Boo (2025) | |
| % Data DOI: https://doi.org/10.6084/m9.figshare.27677016 | |
| % | |
| % The following script is provided under the Creative Commons Attribution 4.0 | |
| % International License (CC-BY 4.0). | |
| % | |
| % You are free to share and adapt this material for any purpose, even commercially, | |
| % provided you give appropriate credit, provide a link to the license, and indicate | |
| % if changes were made. The full license text can be found at: | |
| % | |
| % https://creativecommons.org/licenses/by/4.0/ | |
| % | |
| %--------------------------------------------------------------------------------------- | |
| [b, a] = butter(2,[lowpass_coef/(fs/2) highpass_coef/(fs/2)],'bandpass'); | |
| detrend_emg = detrend(emg_rawdata); %% zeroing | |
| filtered_emg = filtfilt(b,a,detrend_emg); %% bandpass filter | |
| rec_filtered_emg = abs(filtered_emg); %% absolute | |
| outlier_removed_emg = hampel(rec_filtered_emg, 250, 3); %% outlier detection | |
| movav_emg = sqrt(movmean(outlier_removed_emg.^2,250,1)); %% rms window | |
| visible = false; | |
| if visible | |
| figure; | |
| subplot(5,1,1); | |
| plot(emg_rawdata); | |
| subplot(5,1,2); | |
| plot(detrend_emg); | |
| subplot(5,1,3); | |
| plot(filtered_emg); | |
| subplot(5,1,4); | |
| plot(rec_filtered_emg); | |
| subplot(5,1,5); | |
| plot(movav_emg); | |
| end | |
| emg_filt = outlier_removed_emg; | |
| emg_env = movav_emg; | |
| end |