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:
May. 27, 2025

Filed:

Jun. 30, 2021
Applicant:

Arizona Board of Regents of the University of Arizona, a Body Corporate, Tucson, AZ (US);

Inventors:

Janet Roveda, Tucson, AZ (US);

Siteng Chen, Tucson, AZ (US);

Ao Li, Tucson, AZ (US);

Stuart Quan, Tucson, AZ (US);

Linda Powers, Tucson, AZ (US);

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06N 3/02 (2006.01); A61B 5/00 (2006.01); A61B 5/346 (2021.01); G06N 3/044 (2023.01); G06N 3/045 (2023.01); G06N 3/063 (2023.01);
U.S. Cl.
CPC ...
A61B 5/7264 (2013.01); A61B 5/346 (2021.01); A61B 5/7285 (2013.01); G06N 3/02 (2013.01); G06N 3/044 (2023.01); G06N 3/045 (2023.01); G06N 3/063 (2013.01);
Abstract

Systems and methods detect cortical arousal events from a single time-varying ECG signal that is obtained via single-lead ECG. A pre-trained deep neural network transforms the ECG signal into a sequence of cortical-arousal probabilities. The deep neural network includes an inception module, a residual neural network, and a long short-term memory neural network to identify structure in the ECG signal that distinguishes periods of cortical arousal from periods without cortical arousal.


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