Numerical Integration of accelerometer signal
11 Ansichten (letzte 30 Tage)
Ältere Kommentare anzeigen
Hellow,
I did sit to stand test with single IMU on the pelvis.
I have a acceleration data from IMU, and the units are m/s^2. The sample rate was 100Hz.
I did filter (butterwarth 4th order)
fc=3; % cutoff frequency
[b,a] = butter(4,fc/(100));
filtAcc = filter(b,a,y_acceleration);
and than numerical integration by cumtrapz function and remove the drift by detrend function twice: first time to get the velocity (units are [m/s] ?) and second time to get the displacement (units are [m] ?).
vertical_velocity=cumtrapz(filtAcc);
vertical_velocity_detrend=detrend(vertical_velocity);
vertical_displacement=cumtrapz(vertical_velocity_detrend);
vertical_displacement_detrend=detrend(vertical_displacement);
In the reality the displacement of the pelvis is 0.5 [m] or 50 [cm] why I got the displacement are in range -2000 to 2000 [m]?
Thank,
1 Kommentar
Mathieu NOE
am 1 Jun. 2023
Bearbeitet: Mathieu NOE
am 1 Jun. 2023
double integration of accel signals are always sensitive to offset, drift and other issues
the one major issue I see in your code is that your are doing the cumtrapz integration without taking care of the sampling rate Fs
use dt = 1/Fs to correct it this way
vertical_velocity=dt*cumtrapz(filtAcc);
Antworten (0)
Siehe auch
Kategorien
Mehr zu Numerical Integration and Differential Equations finden Sie in Help Center und File Exchange
Community Treasure Hunt
Find the treasures in MATLAB Central and discover how the community can help you!
Start Hunting!