Processing EMG data in MATLAB?
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Tom Nickolay
el 25 de Feb. de 2020
Comentada: SURYAKALA
el 11 de Ag. de 2024
Hi all,
I am VERY new to MATLAB, so please excuse my ignorance if this is a very novice problem. I am analysing EMG signals, I have imported from my data from xlsx as time (X) and voltage (y).
After extracting data;
set(0, 'defaultFigureToolbar', 'none')
% RAW_DATA_EXTRACTION
%% BACK_SQUAT
%%% VISIT_ONE
T1_10rm_BS_1 = xlsread('T1_70%_10rm_BS_1.xlsx','Sheet3','A5:E77494');
time = T1_10rm_BS_1(:,1);
BS_RF_1 = T1_10rm_BS_1(:,4);
BS_BF_1 = T1_10rm_BS_1(:,5);
T1_10rm_BS_2 = xlsread('T1_70%_10rm_BS_2.xlsx', 'Sheet4','A5:E78394');
time = T1_10rm_BS_2(:,1);
BS_RF_2 = T1_10rm_BS_2(:,4);
BS_BF_2 = T1_10rm_BS_2(:,5);
running filters;
%FILTER
% Lowpass filter 500Hz
Freq = 1500;
NyqFreq = Freq/2;
Lowpass = 500;
Wn = Lowpass/NyqFreq;
[B,A] = butter (4,Wn,'low');
% run filter
BS_RF_1_low_filtered = filtfilt(B,A,BS_RF_1);
BS_BF_1_low_filtered = filtfilt(B,A,BS_BF_1);
BS_RF_2_low_filtered = filtfilt(B,A,BS_RF_2);
BS_BF_2_low_filtered = filtfilt(B,A,BS_BF_2);
% Highpass filter 10Hz
Highpass = 10;
Wo = Highpass/NyqFreq;
[D,C] = butter (4,Wo,'high');
% run filter
high_pass_BS_RF_1_filtdata = filtfilt(D,C,BS_RF_1_low_filtered);
high_pass_BS_BF_1_filtdata = filtfilt(D,C,BS_BF_1_low_filtered);
high_pass_BS_RF_2_filtdata = filtfilt(D,C,BS_RF_2_low_filtered);
high_pass_BS_BF_2_filtdata = filtfilt(D,C,BS_BF_2_low_filtered);
% Full wave rectification of EMG
filtered_BS_RF_1 = abs(high_pass_BS_RF_1_filtdata);
filtered_BS_BF_1 = abs(high_pass_BS_BF_1_filtdata);
filtered_BS_RF_2 = abs(high_pass_BS_RF_2_filtdata);
filtered_BS_BF_2 = abs(high_pass_BS_BF_2_filtdata);
% Linear envelope (2Hz lowpass)
LP = 2;
Wp = LP/NyqFreq;
[F,E] = butter (4,Wp,'low');
linear_BS_RF_1 = filtfilt(F,E,filtered_BS_RF_1);
linear_BS_BF_1 = filtfilt(F,E,filtered_BS_BF_1);
linear_BS_RF_2 = filtfilt(F,E,filtered_BS_RF_2);
linear_BS_BF_2 = filtfilt(F,E,filtered_BS_BF_2);
and generating my plot (for BS_RF_1);
I am now struggling to try and find the area under the curve for my set of 10 repetitions.
I am looking to define mean activation and peak activation.
All constructive help welcome,
Cheers.
4 comentarios
David
el 4 de Sept. de 2022
@Tom Nickolay Hi,
I'm also stuck in the same EMG signals assignment. Did you complete that assignment ?
If you did, can you please share the code here. It'd be very helpful.
SURYAKALA
el 11 de Ag. de 2024
NO i also want the EMG signal for my miniproject but i did not yet have the perfect code for it if you have any EMG code please share it .its very help ful for me
Respuesta aceptada
Aquatris
el 25 de Feb. de 2020
Editada: Aquatris
el 25 de Feb. de 2020
I think you are looking for the function cumtrapz, here is the link.
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