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MACHINE FAULT MODELLING

Application US20260079481A1 Kind: A1 Mar 19, 2026

Inventors

Ezra SPIRO, Andre Frederico Cavalheiro MENCK, Anshuman PRASAD, Arthur THOUZEAU, Caroline HENRY, Charles SHEPHERD, Joanna PELLER, Jennifer YIP, Marco DICIOLLA, Matthew TODD, Peter MAAG, Spencer TANK, Thomas POWELL

Abstract

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.

CPC Classifications

G05B 23/0221 G01D 9/00 G05B 23/0237 G06F 16/901 G06F 18/40 G06F 30/20 G06N 7/01 G06N 20/00 G06F 2218/16

Filing Date

2025-11-26

Application No.

19402969