/Smart Ring System For Monitoring Sleep Patterns And Using Machine Learning Techniques To Predict High Risk Driving Behavior
Abstract

A method can include acquiring, by a sensor of a sleep detecting device, a set of user data indicative of sleep activity of a user. The method further can include acquiring data indicative of an activity of the user. The method also can include predicting, based at least on the set of user data and the activity of the user, a level of risk exposure for the activity of the user. The method also can include in response to predicting, generating an output indicative of the level of risk exposure of the user. Other embodiments are disclosed herein.

Full Text

What is claimed is:

A method can include acquiring, by a sensor of a sleep detecting device, a set of user data indicative of sleep activity of a user. The method further can include acquiring data indicative of an activity of the user. The method also can include predicting, based at least on the set of user data and the activity of the user, a level of risk exposure for the activity of the user. The method also can include in response to predicting, generating an output indicative of the level of risk exposure of the user. Other embodiments are disclosed herein.
Timeline
Filed
06/02/2026
Published
09/24/2026
Granted
Not Available
IPC Codes(12)
B60W 60/00:Drive control systems specially adapted for autonomous road vehicles
B60W 40/08:related to drivers or passengers
B60W 50/14:Means for informing the driver, warning the driver or prompting a driver intervention