(a) The step-by-step procedures for motion-derived respiratory rate estimation, (b) raw 3D acceleration signals for 1 min episode, (c) the three vectors derived from 3D acceleration signals by using the band-pass filter based on 1-minute EE, and (d) the respiration wave derived from three vectors by using the PCA method. EE, energy expenditure; PCA, principal component analysis.