PREDICTIVE ASSET OPTIMIZATION FOR COMPUTER RESOURCES

Patent №

US 11,481,653

Granted

2022-10-25

Filed 2021

Owner

MORGAN STANLEY SERVICES GROUP INC.

Lab

AI components

3

kr · planning · hardware

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

17399671

Computer-implemented systems and methods forecast network resource and/or infrastructure needs for an enterprise computer system that employs network servers to host resources that are requested by network users. Based on the forecasts, the network resources can be scaled or provisioned accordingly. The state of the networkservers can be dynamically adjusted to meet the request needs of the users while reducing excess capacity. The forecasting techniques are also applicable to cloud computing environments. Based on the forecasts, the cloud server pool can be scaled dynamically, so that the system's scale satisfies the changing requests and avoids wasting resources when the system is under low load.

Knowledge representationPlanningAI hardwareG06F 9/5061G06N 5/04G06F 16/2474G06F 16/285G06F 17/142G06Q 10/06313G06F 2209/5019H04L 12/00

AI classification

AI hardware0.98
Knowledge representation0.92
Planning0.58
Evolutionary computation0.21
Machine learning0.05
Natural language0.00
Vision0.00
Speech0.00

Ownership

MORGAN STANLEY SERVICES GROUP INC.

assignment · 603440321

Assignors

MARTIN, REGINALD W., ZHANG, HONGBIN, CAO, JIAN

On an employer assignment, the assignors are typically the inventors.

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