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. 2023 Jul 7;13(3):313–327. doi: 10.1007/s13534-023-00305-8

Table 1.

Summary of wearable devices to monitor sleep stages

Type Product Signals
Headband Dreem Headband EEG (O1, O2, Fpz, F1, F8), Acc., PPG, SpO2
Sleep Shepherd EEG
Muse Series EEG, Acc., PPG, SpO2
In-ear Nightbuds EEG, Acc.
Watch Halo Band PPG, Acc.
Fibit Series
Apple Watch Series
Galaxy Watch Series
Biostrap
Actiwatch Series Acc., Light Illuminance
Whoop 4.0 Skin Temp., Acc., PPG, SpO2
Ring Oura PPG, Acc., Skin Temp.
Sleepon PPG, SpO2
Etc. WatchPAT 300 PAT, PPG, SpO2, Acc., Body Position, Sound (snoring), Resp. (chest movement)

EEG electroencephalogram, Acc. Accelerometry signals, PPG photoplethysmogram, Skin Temp. Skin temperature, PAT peripheral arterial tone, Resp. Respiration