ANALYZER FOR MODELING AND OPTIMIZING MAINTENANCE OPERATIONS

Patent №

US 6,246,972

Granted

2001-06-12

Filed 1999

Owner

Lab

AI components

6

ml · vision · speech · kr · planning · hardware

Assignment

None on record

Dataset

AIPD

2023_r1 edition

Application

09321145

A first model or first analyzer having a series of filters is provided to represent time-varying effects of maintenance events. The first model or analyzer further enhances the selection of derived variables which are used as inputs to the first analyzer. Additionally, a combination of fuzzy logic and statistical regression analyzers are provided to better model the equipment and the maintenance process. An optimizer with a bi-modal optimization process which integrates discrete maintenance events with continuous process variables is also provided. The optimizer determines the time and the type of maintenance activities which are to be executed, as well as the extent to which the maintenance activities can be postponed by changing other process variables. Thus, potential modifications to process variables are determined to improve the current performance of the processing equipment as it drifts out of tolerance.

AI classification

Machine learning1.00
Planning1.00
AI hardware1.00
Knowledge representation0.99
Speech0.71
Vision0.56
Natural language0.07
Evolutionary computation0.02
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