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. 23, 2023

Filed:

Sep. 01, 2020
Applicant:

University of Florida Research Foundation, Incorporated, Gainesville, FL (US);

Inventors:

Sreeja Chowdhury, Gainesville, FL (US);

Fatemeh Ganji, Gainesville, FL (US);

Nima Maghari, Gainesville, FL (US);

Domenic J. Forte, Gainesville, FL (US);

Attorney:
Primary Examiner:
Assistant Examiner:
Int. Cl.
CPC ...
G06Q 30/018 (2023.01); G06F 21/73 (2013.01); G06N 20/00 (2019.01); G06F 21/44 (2013.01); G01R 31/28 (2006.01);
U.S. Cl.
CPC ...
G06Q 30/0185 (2013.01); G06F 21/44 (2013.01); G06F 21/73 (2013.01); G06N 20/00 (2019.01); G06Q 30/018 (2013.01); G01R 31/2851 (2013.01);
Abstract

Embodiments of the present disclosure provide methods, systems, apparatus, and computer program products are for detecting whether a suspect component such as an integrated circuit (IC) or a system-on-chip (SoC) is recycled. Specifically, various embodiments involve processing power supply rejection ratio (PSRR) data obtained from a low drop-out regulator (LDO) used for the suspect component using a recycle detection machine learning model to generate a recycle prediction. In particular embodiments, the recycle detection machine learning model is developed based at least in part on degradation of PSRRs of LDOs. Accordingly, a determination is made as to whether the suspect component is recycled based on the recycle prediction. If so, then an indication that the suspect component is recycled is provided.


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