The patent badge is an abbreviated version of the USPTO patent document. The patent badge does contain a link to the full patent document.
The patent badge is an abbreviated version of the USPTO patent document. The patent badge covers the following: Patent number, Date patent was issued, Date patent was filed, Title of the patent, Applicant, Inventor, Assignee, Attorney firm, Primary examiner, Assistant examiner, CPCs, and Abstract. The patent badge does contain a link to the full patent document (in Adobe Acrobat format, aka pdf). To download or print any patent click here.
Patent No.:
Date of Patent:
Apr. 21, 2026
Filed:
Dec. 29, 2023
Juniper Networks, Inc., Sunnyvale, CA (US);
Aman Gaurav, Lucknow, IN;
Moksha Kuldipbhai Vora, Ahmedabad, IN;
Ajit Krishna Patankar, Fremont, CA (US);
Hewlett Packard Enterprise Development LP, Spring, TX (US);
Abstract
A machine learning system is trained to predict resource usage by cells or network slices of a mobile network. For example, a computing system obtains respective datasets for the cells or network slices. Each dataset comprises time steps and respective values for a performance metric of the corresponding one of the cells or network slices. The computing system groups, based on a clustering algorithm applied to (1) the datasets, or (2) the cells or network slices, the datasets into clusters of datasets. The computing system applies, to a subset of most-recent time steps and corresponding values of each dataset of a first cluster of the clusters, a transformation to obtain a set of time steps and corresponding standardized values with which a machine learning system is trained to generate predicted values at future time steps of the datasets of the first cluster.