	US 12,419,586 B2
	Multilayered determination of health events using resource-constrained platforms
Ebrahim Nematihosseinabadi, San Jose, CA (US); Shibo Zhang, Evanston, IL (US); Tousif Ahmed, San Jose, CA (US); Md Mahbubur Rahman, San Jose, CA (US); Anh Minh Dinh, San Francisco, CA (US); Nathan Robert Folkman, San Francisco, CA (US); Sean Bornheimer, San Francisco, CA (US); Jun Gao, Menlo Park, CA (US); and Jilong Kuang, San Jose, CA (US)
Assigned to SAMSUNG ELECTRONICS CO., LTD., Gyeonggi-Do (KR)
Filed by SAMSUNG ELECTRONICS CO., LTD., Gyeonggi-Do (KR)
Filed on Jun. 14, 2022, as Appl. No. 17/840,419.
Claims priority of provisional application 63/283,961, filed on Nov. 29, 2021.
Prior Publication US 2023/0165538 A1, Jun. 1, 2023
Int. Cl. A61B 5/00 (2006.01); A61B 5/08 (2006.01); G10L 21/0208 (2013.01); G10L 21/028 (2013.01); G10L 25/66 (2013.01); G10L 25/78 (2013.01); G10L 25/84 (2013.01); G16H 40/63 (2018.01); G16H 50/20 (2018.01)

CPC A61B 5/7282 (2013.01) [A61B 5/0823 (2013.01); A61B 5/4803 (2013.01); A61B 5/7267 (2013.01); A61B 5/7275 (2013.01); G10L 21/0208 (2013.01); G10L 21/028 (2013.01); G10L 25/66 (2013.01); G10L 25/84 (2013.01); G16H 40/63 (2018.01); G16H 50/20 (2018.01); G10L 2025/783 (2013.01)]

20 Claims

1. A method, comprising:

detecting, using a user device, a potential occurrence of a predetermined health event for a user by processing in real-time motion signals corresponding to motion of the user;

determining a likelihood that the potential occurrence is an actual occurrence of the predetermined health event based on template matching of the motion signals; and

in response to determining that the likelihood exceeds a predetermined threshold, processing audio signals coinciding in time with the motion of the user using one or more layers of a multilayered audio event classifier.