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:
Sep. 24, 2024

Filed:

Mar. 10, 2021
Applicant:

Samsung Eletrônica Da Amazônia Ltda., São Paulo, BR;

Inventors:

Marcus De Assis Angeloni, Campinas—São Paulo, BR;

Antonio Joia Neto, Campinas—São Paulo, BR;

Ciro Cavani, Campinas—São Paulo, BR;

Dong Hyun Lee, Seoul, KR;

In Taek Oh, Seongnam-si, KR;

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06F 1/16 (2006.01); G06N 3/08 (2023.01); G06N 5/02 (2023.01); G16H 10/60 (2018.01); G16H 40/63 (2018.01);
U.S. Cl.
CPC ...
G16H 40/63 (2018.01); G06F 1/163 (2013.01); G06N 3/08 (2013.01); G06N 5/02 (2013.01); G16H 10/60 (2018.01); A63B 2230/06 (2013.01);
Abstract

A method for predicting maximal oxygen uptake (VOMax) in wearable devices with memory restriction using an ensemble of machine learning algorithms is described. The method is related to the fields of well-being, healthcare and artificial intelligence, and includes a technique that predicts maximal oxygen uptake (VOMax) in running sessions at different paces using wearable devices with memory restriction. The proposed method requires less than 5 KB of memory to run on a wearable device. Specifically, based on user's profile data (age, gender, height and weight), a set of heart rate (HR) and speed readings of a running session, the method is able to estimate VOMax.


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