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:
Nov. 18, 2025

Filed:

Apr. 22, 2022
Applicant:

Dell Products, L.p., Round Rock, TX (US);

Inventors:

Jean Pierre, Brockton, MA (US);

Azzam Tannous, Cambridge, MA (US);

Jochen De Smet, Shrewsbury, MA (US);

Ananthanarayanan Balachandran, Framingham, MA (US);

Huijun Xie, Hopkinton, MA (US);

Massarrah Tannous, Cambridge, MA (US);

Assignee:

Dell Products L.P., Round Rock, TX (US);

Attorney:
Primary Examiner:
Assistant Examiner:
Int. Cl.
CPC ...
G06F 21/55 (2013.01);
U.S. Cl.
CPC ...
G06F 21/554 (2013.01);
Abstract

A data service periodically monitors parameters of a computing system and periodically transmits metrics related to the monitored parameters to an AI service over a secure channel. The AI service uses a Time Series Classification model trained on training data that results from simulated row-hammer attacks to a computing system. The AI service processes the metrics using the trained Time Series Classification model. If the Time Series Classification model determines that the received metrics correspond to a row-hammer attack, the AI services transmits an attack confirmation message to the computing the data service. A remediation action is implemented responsive to receiving the attack confirmation message.


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