ESTIMATING HEALTH PARAMETERS OR SYMPTOMS OF A DEGRADING SYSTEM

Patent №

US 7,869,928

Granted

2011-01-11

Filed 2006

Owner

ABB RESEARCH LTD.

Lab

AI components

5

ml · vision · planning · evo · hardware

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

11386738

The present invention is concerned with the estimation of health parameters p(k) representing symptoms of a slowly degrading system, in particular industrial gas turbines. According to the invention, an estimation of a true health or independent parameter vector at time step k uses the estimation of the true health or parameter vector at a previous time step k−1 as a starting value for the production of a predicted health parameter vector at time step k. Based on the latter and a set of measured values of input variables of an extended model of the system, a prediction of output variables of the model is produced. This predicted model output is compared with measured values of the output variables to yield an error. From this error, a health parameter estimator in turn produces a health parameter estimate as a revision of the predicted health parameters. Preferably, the estimation of a true health or independent parameter vector at time step k includes a generalized process noise representing stochastic uncertainty and/or a-priori knowledge of an evolution of the health parameters.

AI classification

Planning1.00
AI hardware0.99
Machine learning0.99
Evolutionary computation0.75
Vision0.68
Speech0.00
Knowledge representation0.00
Natural language0.00

Ownership

ABB RESEARCH LTD.

assignment · 177220849

Assignors

VON HOFF, THOMAS, PONCET, ANDREAS, STADLER, KONRAD

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

© 2026 NYSGPT2525 LLC