发明名称 Proactive operations, administration, and maintenance systems and methods in networks using data analytics
摘要 A computer-implemented method, a system, and a network include receiving network data from a network and non-network sourced data from one or more external sources relative to the network; performing data mining on the network data and the non-network sourced data; developing a predictive analytics model based on the data mining; and performing predictive analytics on the network data and the non-network sourced data using the predictive analytics model to detect likely future failures in the network. The network can include a Software Defined Network (SDN) operating at any of Layers 0, 1, 2 and/or 3.
申请公布号 US9628340(B2) 申请公布日期 2017.04.18
申请号 US201414270011 申请日期 2014.05.05
申请人 Ciena Corporation 发明人 Blair Loudon Thomas
分类号 G06F11/00;H04L12/24;G06F11/07;G06N7/00 主分类号 G06F11/00
代理机构 Clements Bernard Walker PLLC 代理人 Clements Bernard Walker PLLC ;Bernard Christopher L.;Baratta, Jr. Lawrence A.
主权项 1. A computer-implemented method, comprising: receiving network data from a network and non-network sourced data from one or more external sources relative to the network, wherein the non-network sourced data is obtained separately from the network, and wherein the network data is obtained from a Software Defined Network (SDN) controller that consolidates the network data from network elements operating at various Layers and from different equipment vendors; performing data mining on the network data and the non-network sourced data to identify normal operation and abnormal operation in the network; developing a predictive analytics model based on the data mining; and performing predictive analytics on the network data and the non-network sourced data using the predictive analytics model to detect likely future failures in the network based on the normal operation and the abnormal operation in the network and associated trends, patterns, or relationships determined in the predictive analytics model using the network data and the non-network sourced data.
地址 Hanover MD US