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:
Aug. 25, 2026

Filed:

Apr. 18, 2023
Applicant:

Northwestern University, Evanston, IL (US);

Inventors:

Jie Gu, Evanston, IL (US);

XI Chen, Evanston, IL (US);

Assignee:

Northwestern University, Evanston, IL (US);

Attorney:
Primary Examiner:
Assistant Examiner:
Int. Cl.
CPC ...
H02M 1/088 (2006.01); H02M 3/158 (2006.01);
U.S. Cl.
CPC ...
H02M 1/088 (2013.01); H02M 3/158 (2013.01);
Abstract

A machine learning based control scheme for a buck converter achieves fast and more energy efficient regulation of power supply change using a machine learning module that predicts upcoming supply droop or overshoot. The prediction results may be sent to a buck converter to provide power regulation in time so that the buck converter can mitigate the droop or overshoot. An event-based detection and reaction control circuit, serving as 'safety net' may address mispredictions. The machine learning module may consider a microprocessor's internal operation states and earlier supply voltages. The event-based control circuit nay include both a fast droop response circuit and a slow droop response circuit that address different supply droop scenarios.


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