公开(公告)号：US20240205693A1

公开(公告)日：2024-06-20

申请号：US18587501

申请日：2024-02-26

申请人： Dell Products LP

发明人： Wei-Chia Huang ,  Chuang-Yueh Chen ,  YungShun Lin ,  Alan Eric Sicher ,  Lars Fredrik Proejts

IPC分类号： H04W16/22 ,  G06N3/02 ,  G06N3/08 ,  H04B17/318 ,  H04B17/391 ,  H04L41/147 ,  H04L41/16 ,  H04L43/04 ,  H04L43/0888 ,  H04W8/22 ,  H04W24/02 ,  H04W24/10 ,  H04W84/02 ,  H04W88/18 ,  H04W92/02 ,  H04W92/04

CPC分类号： H04W16/22 ,  G06N3/02 ,  G06N3/08 ,  H04B17/318 ,  H04B17/3913 ,  H04L41/147 ,  H04L41/16 ,  H04L43/04 ,  H04L43/0888 ,  H04W8/22 ,  H04W24/02 ,  H04W24/10 ,  H04W84/02 ,  H04W88/18 ,  H04W92/02 ,  H04W92/04

摘要： 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.

公开(公告)号：US20230171614A1

公开(公告)日：2023-06-01

申请号：US17539986

申请日：2021-12-01

申请人： Dell Products, LP

发明人： Wei-Chia Huang ,  Chuang-Yueh Chen ,  YungShun Lin ,  Alan Eric Sicher ,  Lars Fredrik Proejts

IPC分类号： H04W24/02 ,  H04L43/04 ,  H04B17/318 ,  H04W24/10 ,  G06N3/08

CPC分类号： H04W24/02 ,  H04L43/04 ,  H04B17/318 ,  H04W24/10 ,  G06N3/08

摘要： 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.

公开(公告)号：US11917422B2

公开(公告)日：2024-02-27

申请号：US17539986

申请日：2021-12-01

申请人： Dell Products, LP

发明人： Wei-Chia Huang ,  Chuang-Yueh Chen ,  YungShun Lin ,  Alan Eric Sicher ,  Lars Fredrik Proejts

IPC分类号： G06N3/02 ,  G06N3/08 ,  H04B17/318 ,  H04B17/391 ,  H04L41/147 ,  H04L41/16 ,  H04L43/04 ,  H04L43/0888 ,  H04W8/22 ,  H04W16/22 ,  H04W24/02 ,  H04W24/10 ,  H04W84/02 ,  H04W88/18 ,  H04W92/02 ,  H04W92/04

CPC分类号： H04W16/22 ,  G06N3/02 ,  G06N3/08 ,  H04B17/318 ,  H04B17/3913 ,  H04L41/147 ,  H04L41/16 ,  H04L43/04 ,  H04L43/0888 ,  H04W8/22 ,  H04W24/02 ,  H04W24/10 ,  H04W84/02 ,  H04W88/18 ,  H04W92/02 ,  H04W92/04

摘要： 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.