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

Claim 14:
15. A system for managing resources of a computing infrastructure, comprising:
a memory storage including a non-transitory, computer-readable medium comprising instructions; and
a computing device including a hardware-based processor that executes the instructions to carry out 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, wherein the first core set holds a fixed number of data points;
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 holds the same fixed number of data points, 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 when the predicting occurs during a time period of overlapping core set usage, wherein the first and second core sets correspond to two different time windows with non-overlapping data;
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).