MACHINE LEARNING SYSTEM FOR WORKLOAD FAILOVER IN A CONVERGED INFRASTRUCTURE

Patent №

US 10,585,775

Granted

2020-03-10

Filed 2018

Owner

VMWARE, INC.

Lab

AI components

3

ml · kr · hardware

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

16043297

Systems and methods for analyzing a customer deployment in a converged or hyper-converged infrastructure are disclosed. A machine learning model is trained based upon historical usage data of other customer deployments. A k-means clustering is performed to generate a prediction as to whether a deployment is configured for optimal failover. Recommendations to improve failover performance can also be generated.

Machine learningKnowledge representationAI hardwareG06F 11/3457G06F 9/45558G06F 18/2135G06F 18/21355G06F 18/23213G06N 20/00H04L 41/0895H04L 41/145+9 more

AI classification

AI hardware1.00
Machine learning1.00
Knowledge representation0.72
Natural language0.14
Evolutionary computation0.10
Planning0.01
Vision0.00
Speech0.00

Ownership

VMWARE, INC.

assignment · 498360546

Assignors

DESAI, AALAP, AGARWAL, ANANT, SHAABANA, ALAA, CHERUKUPALLI, RAVI, KUMAR, SOURAV, NAIR, VIKRAM

On an employer assignment, the assignors are typically the inventors.

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