I am performing an experiment using force sensors and IMUs to gather readings of orientation from a certain motion performed by the human body.

The sensor does not know when and what that particular muscle is doing. There are no video cameras to record this action. I have to design an experiment which is going to sync these sensor signals corresponding to the activity done by the body. Suppose a person is standing among takes an object that has the IMU(Inertial Measuring Unit) and then sits down and stands up and repeats this a couple of times, how do I identify from the IMU readings whether he is sitting or standing at that particular instant in the output signal?

1. Is there a statistical way of conducting this?

2.Or is there a way in which I can make the person sit and take individual readings, then stand and take individual activity readings then make the person sit and stand couple of times and match the signal from the individual activity readings?

3. Or give a time gap of 5 seconds or so between each activity and identify it that way? (how is the error sensitivity in this case)

NOTE-this is not exactly what I am doing, but consider hypothetically that I can take readings individually for each activity alone.

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