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Anomaly detection for preserving the availability of virtualized cloud services

机译:异常检测以保留虚拟化云服务的可用性

摘要

A system and method that automatically detects anomalies in a cloud service system on an ongoing basis and which can be used to trigger live migration of cloud services includes a cloud server system configured to provide a plurality of virtualized cloud services through processes running over a set of virtual machines hosted on the cloud server system, and a processor which receives data related to the operations of the virtual machines and determines whether any of the virtual machines are exhibiting anomalous behavior. The processor applies a Kalman Filter to make predictions on the future state and covariance of the virtual machines and then calculates the log likelihood of the predicted values. If the predicted values deemed to be very unlikely, then the processor signals that an anomaly has occurred.
机译:一种自动持续检测云服务系统中的异常并可以用来触发云服务的实时迁移的系统和方法,该系统和方法包括云服务器系统,该云服务器系统被配置为通过在一组服务上运行的进程提供多个虚拟化的云服务。托管在云服务器系统上的虚拟机和处理器,该处理器接收与虚拟机的操作有关的数据,并确定是否有任何虚拟机表现出异常行为。处理器应用卡尔曼滤波器对虚拟机的未来状态和协方差进行预测,然后计算预测值的对数似然。如果认为预测值不太可能,则处理器会发出信号,表明发生了异常。

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