Telemetry-based method and system for predictive resource scaling
US11374823B2 · kind B2 · utility
Assignee
Inventors
Key dates
| Filing date | Jan 9, 2020 |
| Grant date | Jun 28, 2022 |
| Priority date | — |
| Expiry date | Jan 9, 2040 |
Classification
- Technology area (CPC H)Electricity
- CPC primaryH04L65/65
- WIPO fieldDigital communication
- WIPO sectorElectrical engineering
Abstract
A telemetry-based method and system is provided for predictive resource scaling by mining useful data based on communication behaviour such as human calling patterns, call quality, and integration. In an embodiment, the telemetry-based system comprises at least one predictor for generating a first scaling prediction value based on a first target process goal and a second scaling prediction value based on a second target process goal; an auto-scaler for auto-scaling resources based on the first scaling prediction value and second scaling prediction value; and a regulator for monitoring the first scaling prediction value and second scaling prediction value and auto-scaling of resources by the auto-scaler and applying an objective function indicating total normalized system performance to a reinforcement learning algorithm for improving prediction accuracy of the at least one predictor.
Source: USPTO / EPO open patent data. Objective bibliographic and citation counts.