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:
Jan. 13, 2026

Filed:

Nov. 10, 2023
Applicant:

Rockwell Collins, Inc., Cedar Rapids, IA (US);

Inventors:

Riccardo Orizio, Cork, IE;

Hector Palop Bauzá, Cork, IE;

Stylianos Basagiannis, Penrose Wharf, IE;

Gregory W. Rice, Cedar Rapids, IA (US);

Assignee:

Rockwell Collins, Inc., Cedar Raids, IA (US);

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06F 21/55 (2013.01); G06N 20/00 (2019.01);
U.S. Cl.
CPC ...
G06F 21/554 (2013.01); G06N 20/00 (2019.01); G06F 2221/034 (2013.01);
Abstract

A computer-implemented method of training a software agent for protecting a computer system includes receiving performance monitoring counter (PMC) data, including data from one or more hardware performance monitoring counters (PMCs) of the computer system, and receiving an output from an anomaly detector that is arranged to detect anomalies in the computer system. State data, including at least the PMC data, is provided to the software agent which selects a security policy from a set of security policies in dependence upon the state data, and applies the selected security policy to the computer system. A reward function is evaluated to determine a reward value which depends on at least the output of the anomaly detector. The reward value is used to train the software agent using reinforcement learning for selecting security policies from the set of security policies.


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Orizio, Riccardo. (2026). Protecting computer systems (U.S. Patent No. 12524532). U.S. Patent and Trademark Office. https://idiyas.com/patent/badge/12524532

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