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PIGGYBACKING CONTROL amp; DATA PLANE TELEMETRY FOR MACHINE LEARNING-BASED TUNNEL FAILURE PREDICTION

机译:基于机器学习的隧道故障预测的猪背控制与数据平面遥测

摘要

In one embodiment, a device identifies one or more telemetry data variables for use to predict failure of a tunnel in a software-defined wide area network (SD-WAN). The device sends a Bidirectional Forwarding Detection (BFD)-based telemetry request towards a tail-end router of the tunnel that requests the one or more telemetry data variables. The device receives the requested one or more telemetry data variables. The device uses the received one or more telemetry data variables as input to a machine learning-based model, to predict a failure of the tunnel.
机译:在一个实施例中,设备识别一个或多个遥测数据变量,以用于预测软件定义的广域网(SD-WAN)中的隧道故障。设备将基于双向转发检测(BFD)的遥测请求发送到请求一个或多个遥测数据变量的隧道的尾端路由器。设备接收请求的一个或多个遥测数据变量。该设备将接收到的一个或多个遥测数据变量用作基于机器学习的模型的输入,以预测隧道的故障。

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