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. 20, 2026

Filed:

Jul. 06, 2023
Applicant:

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

Inventors:

Mohamed Abouzeid, Sheikh Zayed, EG;

Marwan Mansour, Alexandria, EG;

Abdelrahman Mohammed Seleem, Cairo, EG;

Assignee:

DELL PRODUCTS, L.P., Round Rock, TX (US);

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06F 21/52 (2013.01); G06N 3/08 (2023.01);
U.S. Cl.
CPC ...
G06F 21/52 (2013.01); G06N 3/08 (2013.01); G06F 2221/033 (2013.01);
Abstract

Architectures and techniques are described that can provide conflict mitigation techniques for xApp that are executed on a near-realtime radio access network intelligent controller (near-RT RIC). A first, deep learning machine learning model can be employed during registration of the xApps, which can identify potential conflicts and flag those potentially conflicting xApps. A second machine learning model can be employed during run time of the xApps, which can identify whether a control message from a given flagged xApp conflicts with a configuration applied to an E2 node by another flagged xApp based on the current network state. Conflicts can be mitigated based on a priority between the two conflicting xApps.


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