| 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)] | 20 Claims |
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1. A first information handling system executing an intelligent throughput performance analysis and issue detection system, comprising:
a network interface device to establish a wireless link with a wireless network;
a processor to execute code instructions of a neural network of the intelligent throughput performance analysis and issue detection system trained to predict throughput values at the information handling system based on controlled connectivity testing metrics gathered from a plurality of tested information handling systems that includes the first information handling system;
the processor to execute code instructions of the intelligent throughput performance analysis and issue detection system to:
gather a measured throughput of the wireless link;
gather operational connectivity metrics for the information handling system that describe antenna positional information, antenna gains, antenna adaptation controller parameters, system noise profiles, signal strength measurements, and wireless link performance metrics;
output from the trained neural network a first predicted throughput value based on the gathered operational connectivity metrics; and
determine a diagnosed cause operational connectivity metric causing low throughput of the measured throughput for the wireless link from the gathered operational connectivity metrics based on the first predicted throughput value at the information handling system from the trained neural network associated with the operational connectivity metrics relative to a higher predicted throughput set of operational connectivity metrics; and
the network interface device to transmit a notification of the diagnosed cause operational connectivity metric for the low throughput of the first information handling system to a remote neural network training platform.
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8. A method of operating a trained neural network for an intelligent throughput performance analysis and issue detection system, comprising:
executing, via a hardware processor, code instructions of the trained neural network of the intelligent throughput performance analysis and issue detection system to generate a first predicted throughput value for a first information handling system, where the trained neural network of the intelligent throughput performance analysis and issue detection system is trained by inputting controlled connectivity testing metrics for each of a plurality of test information handling systems for each wireless link including a test measured throughput value and controlled connectivity testing metrics describing antenna positional information, antenna adaptation controller parameters, signal strength measurements, and wireless link performance metrics with back-propagating to minimize a first error signal measuring a difference between the test predicted throughput value and the test measured throughput value;
executing the code instructions of the trained neural network of the intelligent throughput performance analysis and issue detection system to gather measured throughput during transceiving of data via a first wireless link by the first information handling system;
executing the code instructions of the trained neural network of the intelligent throughput performance analysis and issue detection system to gather operational connectivity metrics including the antenna positional information, the antenna adaptation controller parameters, the signal strength measurements, and the wireless link performance metrics for the first information handling system; and
executing the code instructions of the trained neural network of the intelligent throughput performance analysis and issue detection system to determine a diagnosed cause among the operational connectivity metrics causing low throughput of the measured throughput for the first wireless link from the gathered operational connectivity metrics based on the first predicted throughput value of the first information handling system from the trained neural network associated with the operational connectivity metrics compared to a higher predicted throughput set of operational connectivity metrics; and
transmitting, via a network interface device, a notification of the diagnosed cause among the operational connectivity metrics for the low throughput of the first information handling system to a remote neural network training platform.
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