… Wearable monitoring devices assist in managing the treatment … Sleep apnea monitors are
examples of medical monitoring … , which communicates the patient status to a remote clinician …

… sleep-related parameters, including bed occupancy status, breath … a power supply to the
microcontroller. Once the system is … proven useful for the state detection classification algorithm, …

… current research on sleep monitoring in order to know the current state of research and to …
recognized gold standard for sleep monitoring [4]. Indeed, PSG monitors many body functions, …

… paper overcomes the limitations found in the current literature… acting accordingly by controlling
the surrounding environment. … Sleep status: a sleep quality along with a balanced diet and …

… state that occur in any physical body possessing a mass. … few wearable devices have been
marked as “medical device” or … findings on devices utilized to detect obstructive sleep apnea …

… medical device (IMD), the transceiver is generally operating in a very low current state (asleep). …
A prototype of a noninvasive device aimed at monitoring users while sleeping to detect …

… [28] used bidirectional RNNs to learn a hidden state to … This design significantly reduces up
to 67% of the operation … controlled study of cardiovascular disease reduction in sleep apnea: …

… SWS detect the state of the user in his or her vicinity. Projects … Multiple pieces of medical
equipment can be controlled and … test (PSG) in a dedicated sleep clinic. This test, however, has …

… this paper are to provide an overview of the state-of-the-art of … , especially in standardizing
healthcare devices. Health … early detection of sudden infant death syndrome in sleeping …

… to provide reliable information on sleep health status. By bridging the … For example, treatment
of sleep-controlling signalling … A disadvantage of conventional medical devices is the large …