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:
Jul. 29, 2025

Filed:

Sep. 02, 2022
Applicant:

Samsung Electronics Co., Ltd., Suwon-si, KR;

Inventors:

Chengming Hu, Montreal, CA;

Xi Chen, Montreal, CA;

Amal Feriani, Winnipeg, CA;

Ju Wang, Brossard, CA;

Jikun Kang, Montreal, CA;

Xue Liu, Montreal, CA;

Gregory Lewis Dudek, Westmount, CA;

Seowoo Jang, Seoul, KR;

Assignee:
Attorney:
Primary Examiner:
Int. Cl.
CPC ...
H04W 28/16 (2009.01); G06N 20/00 (2019.01); H04L 41/16 (2022.01); H04W 24/02 (2009.01); H04W 28/08 (2023.01);
U.S. Cl.
CPC ...
H04W 28/16 (2013.01); G06N 20/00 (2019.01); H04L 41/16 (2013.01); H04W 24/02 (2013.01); H04W 28/08 (2013.01);
Abstract

A server may obtain teacher artificial intelligence (AI) models from source base stations; obtain target traffic data from a target base station; obtain an integrated teacher prediction based on the target traffic data by integrating teacher prediction results of the teacher AI models based on teacher importance weights; obtain a student AI model that is trained to converge a student loss on the target traffic data; update the teacher importance weights to converge a teacher loss between a student prediction of the student AI model on the target traffic data, and the integrated teacher prediction of the teacher AI models on the target traffic data; update the student AI model based on the updated teacher importance weights being applied to the teacher prediction results of the teacher AI models; and predict a communication traffic load of the target base station using the updated student AI model.


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