The cross correlation idea may work well, but you will have to perform it with varying levels of stretching. The cross correlation will be computed using a window of moderate size representing the activity. The cross correlation will be taken between the signal and this window for n iterations where in each iteration the enlarging/shrinking factor takes a new value. You probably won't need the three channels.
Hasan
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