The patent badge is an abbreviated version of the USPTO patent document. The patent badge does contain a link to the full patent document.

The patent badge is an abbreviated version of the USPTO patent document. The patent badge covers the following: Patent number, Date patent was issued, Date patent was filed, Title of the patent, Applicant, Inventor, Assignee, Attorney firm, Primary examiner, Assistant examiner, CPCs, and Abstract. The patent badge does contain a link to the full patent document (in Adobe Acrobat format, aka pdf). To download or print any patent click here.

Date of Patent:
Apr. 28, 2020

Filed:

Aug. 26, 2016
Applicant:

Tcl Research America Inc., San Jose, CA (US);

Inventors:

Guanghan Ning, San Jose, CA (US);

Haohong Wang, San Jose, CA (US);

Xiaobo Ren, San Jose, CA (US);

Assignee:

TCL RESEARCH AMERICA INC., San Jose, CA (US);

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G16H 50/20 (2018.01); A61B 5/00 (2006.01); A61M 21/00 (2006.01); A61B 5/11 (2006.01); G16H 50/30 (2018.01); G16H 50/50 (2018.01); G16H 40/63 (2018.01); A61B 5/0205 (2006.01);
U.S. Cl.
CPC ...
G16H 50/20 (2018.01); A61B 5/0205 (2013.01); A61B 5/11 (2013.01); A61B 5/4812 (2013.01); A61B 5/6898 (2013.01); A61B 5/7246 (2013.01); A61B 5/7264 (2013.01); A61M 21/00 (2013.01); G16H 40/63 (2018.01); G16H 50/30 (2018.01); G16H 50/50 (2018.01); A61M 2021/0022 (2013.01); A61M 2021/0027 (2013.01); A61M 2021/0083 (2013.01); A61M 2205/505 (2013.01); A61M 2230/04 (2013.01); A61M 2230/40 (2013.01); A61M 2230/63 (2013.01);
Abstract

A method for optimized wake-up strategy via sleeping stage prediction with recurrent neural networks is provided. The method comprises receiving a set of raw sensory data of a user's sleeping status; translating the set of raw sensory data into a plurality of sleeping stages; saving the plurality of sleeping stages as a history of sleeping stages; determining a current sleeping stage; predicting a plurality of future sleeping stages of the user in an upcoming interval; calculating a wakeup score of the current sleeping stage and a wakeup score of each future sleeping stage; determining an optimized sleeping stage for wake up based on the wakeup score through comparing the wakeup score of the current sleeping stage and the wakeup scores of the future sleeping stages; and triggering an alarm impulse to wake up the user at the optimized sleeping stage for wake up.


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