Through the multi-
sensor fusion design of the
microphone, the
millimeter wave radar sensor and the piezoelectric film sensor, compared with an existing single or double-sensor
sleep monitoring technology, the monitoring precision, the function dimension, the environmental adaptability and the like are remarkably improved. According to the method, a weighted voting
decision fusion mechanism and an improved
random forest model are adopted, and after a
microphone acoustic monitoring dimension is newly added, the
apnea detection sensitivity is improved; acoustic characteristics such as snore,
breath sound rhythm, cough and dream can be accurately captured;
health risk assessment dimensions are richer, preliminary screening of diseases such as
sleep apnea syndrome and periodic limb
dyskinesia can be realized, snore indexes and
breathing stability are newly increased, and a multi-dimensional
sleep quality report is provided for a user; in the whole process, an
electrode plate or a
wrist strap does not need to be worn, the three sensors all adopt non-intrusive design, no
foreign body sensation exists after the piezoelectric film is embedded into the mattress, the problem of wearing discomfort of traditional monitoring is solved, and the user compliance is improved.