METHOD, SYSTEM, AND PROGRAM STORAGE DEVICE FOR AUTOMATING PROGNOSTICS FOR PHYSICAL ASSETS

Patent №

US 9,727,671

Granted

2017-08-08

Filed 2015

Owner

GENERAL ELECTRIC COMPANY

Lab

AI components

4

ml · nlp · planning · hardware

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

14632780

In an example embodiment, a method of calculating end-of-life (EOL) predictions for a physical asset is provided. A state-space model for the physical asset is obtained, the state-space model being a physics-based model describing a state of the physical asset at a particular time given measurements or observations for the physical asset. Then a current state of the physical asset is inferred. Then a long-term prediction is derived for the physical asset based on the inferred current state of the physical asset and the state-space model for the physical asset. Then an EOL probability distribution function is generated for the physical asset based on the long-term prediction, the EOL probability distribution function describing a range of estimates of EOL for the physical asset and their corresponding confidence intervals.

AI classification

Planning1.00
Machine learning1.00
Natural language0.99
AI hardware0.97
Knowledge representation0.35
Evolutionary computation0.18
Vision0.01
Speech0.00

Ownership

GENERAL ELECTRIC COMPANY

assignment · 350430438

Assignors

IYENGAR, SATISH GIRIDHAR, ROSS, JOHN ANDERSON FERGUS, WHEELER, FREDERICK WILSON, IYER, NARESH SUNDARAM, MENDONCA, PAULO RICARDO DOS SANTOS, ZHENG, YUJIAO

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

From the same owner

© 2026 NYSGPT2525 LLC