PROBABILISTIC IMPLEMENTATION OF SYSTEM HEALTH PROGNOSIS

Patent №

US 8,438,129

Granted

2013-05-07

Filed 2010

Owner

HRL LABORATORIES, LLC

Lab

AI components

6

ml · nlp · vision · kr · planning · hardware

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

12783299

Described is a system for health prognosis of a component based on the use of a graphical probabilistic model. The model comprises a layer of at least one component node representing the health of a component, a layer of at least one health observation node representing a health observation, and a layer of at least one usage node representing a usage observation. Additionally, the system is configured to collect component failure data, which is used in generating normalized failure histograms. The histograms provide failure densities for component and health observation failures. The system also computes at least one parameter for the model using component and health observation failure densities. A component prognosis is computed based on present observation of system usage and health with a history of past observation using a standard reasoning engine.

AI classification

Planning1.00
Machine learning1.00
Knowledge representation1.00
Natural language0.97
AI hardware0.91
Vision0.89
Evolutionary computation0.00
Speech0.00

Ownership

HRL LABORATORIES, LLC

assignment · 246100685

Assignors

PRZYTULA, KRZYSZTOF WOJTEK, CHOI, ARTHUR

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

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