Fig. 2
From: Radar-based inspiratory-to-expiratory time ratio estimation: a validation study

Synchronized and normalized breathing signals derived from radar and reference sensors. Peaks (PKs) and valleys (VLs) indicate transitions from inspiration to expiration and from expiration to inspiration, respectively. Artifacts mark local extrema that are not associated with actual respiratory phase transitions.