Patent ID: 11863466
Assignee: VMWARE LLC
Field: Digital communication (Electrical engineering)
Classification: CPC H | IPC H

Claim 7:
8. A non-transitory, computer-readable medium containing instructions that, when executed by a hardware-based processor, performs stages for managing resources of a computing infrastructure, the stages comprising:
receiving a data stream associated with computing resources of the computing infrastructure;
generating a first core set for a forecasting model using a first portion of the data stream;
predicting future usage of the computing resources based on the first core set;
generating a second core set for the forecasting model using a second portion of the data stream, the second portion being newer than the first portion and not including data from the first portion, wherein the second core set is generated using an approach that is one of a mixed gaussian, incremental k-means, streaming k-means++;
predicting future usage of the computing resources based on both the first and second core sets during a time period of overlapping core set usage;
after predicting future usage of the computing resources based on both the first and second core sets, discarding the first core set, wherein the first and second core sets correspond to two different time windows with non-overlapping data;
subsequent to discarding the first core set, predicting future usage of the computing resources is based on the second core set but not the first core set; and
displaying the predicted future usage of the computing resources on a graphical user interface (GUI).