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

Claim 0:
1. A method for managing resources of a computing infrastructure, 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, wherein the first and second core sets correspond to two different overlapping time windows with non-overlapping data, wherein both the first and second core sets are used in the predicting at a time when the two different time windows overlap;
after a predetermined time period has elapsed, discarding the first core set;
predicting future usage of the computing resources 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).