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:
Feb. 27, 2024

Filed:

Dec. 01, 2021
Applicant:

Dell Products, Lp, Round Rock, TX (US);

Inventors:

Wei-Chia Huang, Taipei, TW;

Chuang-Yueh Chen, Banqiao District, TW;

YungShun Lin, Da'an District, TW;

Alan Eric Sicher, Taipei, TW;

Lars Fredrik Proejts, Zhongshan District, TW;

Assignee:

Dell Products, LP, Round Rock, TX (US);

Attorneys:
Primary Examiner:
Int. Cl.
CPC ...
G06N 3/02 (2006.01); G06N 3/08 (2023.01); H04B 17/318 (2015.01); H04B 17/391 (2015.01); H04L 41/147 (2022.01); H04L 41/16 (2022.01); H04L 43/04 (2022.01); H04L 43/0888 (2022.01); H04W 8/22 (2009.01); H04W 16/22 (2009.01); H04W 24/02 (2009.01); H04W 24/10 (2009.01); H04W 84/02 (2009.01); H04W 88/18 (2009.01); H04W 92/02 (2009.01); H04W 92/04 (2009.01);
U.S. Cl.
CPC ...
H04W 16/22 (2013.01); G06N 3/02 (2013.01); G06N 3/08 (2013.01); H04B 17/318 (2015.01); H04B 17/3913 (2015.01); H04L 41/147 (2013.01); H04L 41/16 (2013.01); H04L 43/04 (2013.01); H04L 43/0888 (2013.01); H04W 8/22 (2013.01); H04W 24/02 (2013.01); H04W 24/10 (2013.01); H04W 84/02 (2013.01); H04W 88/18 (2013.01); H04W 92/02 (2013.01); H04W 92/04 (2013.01);
Abstract

An information handling system executing an intelligent throughput performance analysis and issue detection system may comprise a network interface device to establish a wireless link with a wireless network and a processor to execute a neural network trained to predict wireless link throughput values based on controlled connectivity testing metrics gathered in a controlled laboratory from tested information handling systems. The processor may gather measured throughput of the wireless link and operational connectivity metrics for the information handling system that describe antenna positional information, antenna adaptation controller parameters, signal strength measurements, and wireless link performance metrics. The neural network may output, based on the gathered operational connectivity metrics a predicted throughput value that differs from the measured throughput by a maximum tolerance. The network interface device may transmit a notification of erroneously predicted throughput, the neural network output, and the operational connectivity metrics to a remote neural network training platform for retraining.


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