MACHINE FAULT MODELLING

Systems, methods, non-transitory computer readable media can be configured to access a plurality of sensor logs corresponding to a first machine, each sensor log spanning at least a first period; access first computer readable logs corresponding to the first machine, each computer readable log spann...

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Bibliographische Detailangaben
Hauptverfasser: Diciolla, Marco, Yip, Jennifer, Menck, Andre Frederico Cavalheiro, Peller, Joanna, Tank, Spencer, Powell, Thomas, Henry, Caroline, Todd, Matthew, Prasad, Anshuman, Thouzeau, Arthur, Spiro, Ezra, Shepherd, Charles, Maag, Peter
Format: Patent
Sprache:eng
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Zusammenfassung:Systems, methods, non-transitory computer readable media can be configured to access a plurality of sensor logs corresponding to a first machine, each sensor log spanning at least a first period; access first computer readable logs corresponding to the first machine, each computer readable log spanning at least the first period, the computer readable logs comprising a maintenance log comprising a plurality of maintenance task objects, each maintenance task object comprising a time and a maintenance task type; determine a set of statistical metrics derived from the sensor logs; determine a set of log metrics derived from the computer readable logs; and determine, using a risk model that receives the statistical metrics and log metrics as inputs, fault probabilities or risk scores indicative of one or more fault types occurring in the first machine within a second period.