PROCESS MODELING AND OPTIMIZATION METHOD AND SYSTEM

Patent №

US 8,364,610

Granted

2013-01-29

Filed 2007

Owner

CATERPILLAR INC.

Lab

AI components

5

ml · kr · planning · evo · hardware

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

11882189

A method is provided for model optimization. The method may include obtaining respective distribution descriptions of a plurality of input parameters to a model indicative of interrelationships between the input parameters and one or more output parameters. The method may also include specifying respective search ranges for the plurality of input parameters and simulating the model to determine a desired set of input parameters based on a zeta statistic of the model. Further, the method may include determining respective desired distributions of the input parameters based on the desired set of input parameters; determining significance levels of the input parameters in interacting with the output parameter based on the simulation and the desired distributions of the input parameters; and presenting the significance levels.

AI classification

Planning1.00
Evolutionary computation1.00
AI hardware1.00
Machine learning0.99
Knowledge representation0.72
Vision0.04
Natural language0.01
Speech0.00

Ownership

CATERPILLAR INC.

assignment · 196880474

Assignors

GRICHNIK, ANTHONY J., SESKIN, MICHAEL

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

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