SYSTEM FOR ESTIMATING UNCERTAINTY OF OVERNIGHT SLEEP PARAMETERS THROUGH A STOCHASTIC NEURAL NETWORK

A sleep monitoring system (100, 500), including: a sensor (114) to sense physiological changes of a subject during a sleep study period and form corresponding sleep study information; a stochastic neural network (129, 329) to: receive the sleep study information; and derive a plurality of sleep samp...

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Bibliographic Details
Main Authors OVEREEM, Sebastiaan, VAN SLOUN, Ruud Johannes Gerardus, VAN GORP, Hans, FERREIRA DOS SANTOS DA FONSECA, Pedro Miguel, VAN GILST, Merel Marietje
Format Patent
LanguageEnglish
French
German
Published 26.06.2024
Subjects
DIAGNOSIS
HUMAN NECESSITIES
HYGIENE
IDENTIFICATION
MEDICAL OR VETERINARY SCIENCE
SURGERY
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Summary:A sleep monitoring system (100, 500), including: a sensor (114) to sense physiological changes of a subject during a sleep study period and form corresponding sleep study information; a stochastic neural network (129, 329) to: receive the sleep study information; and derive a plurality of sleep sample evaluations each different from each other and based on a same sampling of the received sleep study information; a controller (120, 190, 194) to: receive the plurality of sleep sample evaluations and calculate a robust estimate of one or more sleep parameters thereon; calculate an estimate of uncertainty for at least one of the one or more sleep parameters; determine whether the estimate of uncertainty for the at least one of the one or more sleep parameters is greater than a threshold value; and render the estimate of uncertainty on a rendering device (192) of the system based upon the determination.
Bibliography:Application Number: EP20230153931