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
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.