METHOD AND SYSTEM FOR FAULT ACCOMMODATION OF MACHINES

Patent №

US 7,904,282

Granted

2011-03-08

Filed 2007

Owner

GENERAL ELECTRIC COMPANY

Lab

AI components

4

ml · kr · planning · evo

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

11689874

A method for multi-objective fault accommodation using predictive modeling is disclosed. The method includes using a simulated machine that simulates a faulted actual machine, and using a simulated controller that simulates an actual controller. A multi-objective optimization process is performed, based on specified control settings for the simulated controller and specified operational scenarios for the simulated machine controlled by the simulated controller, to generate a Pareto frontier-based solution space relating performance of the simulated machine to settings of the simulated controller, including adjustment to the operational scenarios to represent a fault condition of the simulated machine. Control settings of the actual controller are adjusted, represented by the simulated controller, for controlling the actual machine, represented by the simulated machine, in response to a fault condition of the actual machine, based on the Pareto frontier-based solution space, to maximize desirable operational conditions and minimize undesirable operational conditions while operating the actual machine in a region of the solution space defined by the Pareto frontier.

AI classification

Planning1.00
Evolutionary computation0.93
Knowledge representation0.81
Machine learning0.70
Natural language0.00
AI hardware0.00
Speech0.00
Vision0.00

Ownership

GENERAL ELECTRIC COMPANY

assignment · 190650083

Assignors

GOEBEL, KAI FRANK, SUBBU, RAJESH VENKAT, RAUSCH, RANDAL THOMAS, FREDERICK, DEAN KIMBALL

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

From the same owner

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