公开(公告)号：US11811801B2

公开(公告)日：2023-11-07

申请号：US16999548

申请日：2020-08-21

Applicant: Nokia Solutions and Networks Oy

Inventor： Hyunseok Chang ,  Muralidharan Kodialam ,  T. V. Lakshman ,  Sarit Mukherjee

IPC: G06F21/00 ,  H04L9/40 ,  G06F11/34 ,  G06F18/214 ,  G06N3/044

CPC classification number: H04L63/1425 ,  G06F11/3409 ,  G06F18/214 ,  G06N3/044 ,  H04L63/0227 ,  H04L63/1441

Abstract: System, method, and software for detecting anomalies in data generated by microservices. In one embodiment, an anomaly detector collects performance metrics for a microservice deployed in a data center for an application. The anomaly detector transforms the performance metrics into a time-series structured dataset for the microservice, and feeds the structured dataset to a machine learning system to determine whether an anomaly exists in the structured dataset based on an anomaly detection model. The anomaly detector performs an anomaly classification with the machine learning system based on an anomaly classification model and the structured dataset when an anomaly is detected in the structured dataset, and performs an action based on the anomaly classification.

公开(公告)号：US11082203B2

公开(公告)日：2021-08-03

申请号：US15855723

申请日：2017-12-27

Applicant: NOKIA SOLUTIONS AND NETWORKS OY

Inventor： Adiseshu Hari ,  Muralidharan Kodialam ,  Tirunellai V. Lakshman

IPC: H04L9/06 ,  H04L29/08 ,  H04L9/32

Abstract: Various embodiments relate to a method for accelerating blockchains, the method comprising the steps of waiting for an event to occur, receiving a block, determining whether the block is valid, adding the block to a block tree, determining whether the block is a singular candidate, starting a timer for the block, determining whether the timer has expired for the block, determining whether the block is still singular after the time has expired for the block and processing the singular block.