公开(公告)号：US20230342171A1

公开(公告)日：2023-10-26

申请号：US17725572

申请日：2022-04-21

Applicant: VMware, Inc.

Inventor： Yang YANG ,  Hexin ZHANG ,  Layne Lin PENG ,  Jiahao CHEN ,  Chengmao LU ,  Sixuan YANG

IPC: G06F9/455

CPC classification number: G06F9/45558 ,  G06F2009/45583

Abstract: Capacity forecasting may be performed for distributed storage resources in a virtualized computing environment. Historical data indicative of usage of the storage resources is transformed into a privacy-preserving format and is preprocessed to remove outliers, to fill in missing values, and to perform normalization. The preprocessed historical data is inputted into a machine-learning model, which applies a piecewise regression to the historical data to generate a prediction output.