ESTIMATING SOFTWARE AS A SERVICE CLOUD COMPUTING RESOURCE CAPACITY REQUIREMENTS FOR A CUSTOMER BASED ON CUSTOMER WORKFLOWS AND WORKLOADS

Patent №

US 10,692,031

Granted

2020-06-23

Filed 2017

Owner

INTERNATIONAL BUSINESS MACHINES CORPORATION

AI components

4

ml · kr · planning · hardware

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

15801792

A method, system and computer program product for evaluating capacity needs of a customer. A selection of an industry workflow is received from the customer, or alternatively, the customer provides a custom workflow. Furthermore, the initial workload estimates and the capacity requirements for implementing the selected industry workflow or the custom workflow are determined based on the answers to a set of questions presented to the customer. A model is then created to represent a data flow of the selected/custom workflow as well as represent the transaction rates. A system is provisioned to simulate production usage based on the determined capacity requirements. Furthermore, a workload is simulated based on the model and the initial workload estimates. The usage patterns in the simulated workload and the usage of the system are monitored which are used to update the capacity requirements of the system.

Machine learningKnowledge representationPlanningAI hardwareG06Q 10/0633G06F 8/60G06F 11/302G06F 11/3414G06F 11/3442G06F 11/3457G06F 11/3438G06F 11/3447

AI classification

Planning1.00
Machine learning0.90
Knowledge representation0.83
AI hardware0.74
Natural language0.03
Vision0.00
Evolutionary computation0.00
Speech0.00

Ownership

INTERNATIONAL BUSINESS MACHINES CORPORATION

assignment · 440200383

Assignors

CARLEY, DAVE, STIMER, ANDREW J., WANG, TRACY

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

From the same owner

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