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US Patent 11711271 Predictive routing using machine learning in SD-WANs

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Is a
Patent
Patent
1

Patent attributes

Patent Jurisdiction
United States Patent and Trademark Office
United States Patent and Trademark Office
1
Patent Number
117112711
Date of Patent
July 25, 2023
1
Patent Application Number
175002001
Date Filed
October 13, 2021
1
Patent Citations
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US Patent 9853882 Dynamic path switchover decision override based on flow characteristics
1
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US Patent 9887874 Soft rerouting in a network using predictive reliability metrics
1
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US Patent 10212043 Proactive link load balancing to maintain quality of link
1
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US Patent 10069684 Core network analytics system
1
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US Patent 10721165 Controlling a software-defined network
1
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US Patent 9749188 Predictive networking architecture for next-generation multiservice, multicarrier WANs
1
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US Patent 9774522 Triggering reroutes using early learning machine-based prediction of failures
1
Patent Primary Examiner
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Rasheed Gidado
1
CPC Code
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H04L 41/147
1
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H04L 45/28
1
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H04L 41/16
1
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G06N 5/022
1

In one embodiment, a supervisory service for a software-defined wide area network (SD-WAN) obtains telemetry data from one or more edge devices in the SD-WAN. The service trains, using the telemetry data as training data, a machine learning-based model to predict tunnel failures in the SD-WAN. The service receives feedback from the one or more edge devices regarding failure predictions made by the trained machine learning-based model. The service retrains the machine learning-based model, based on the received feedback.

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