CPC G06N 5/048 (2013.01) [G06F 30/20 (2020.01); G06N 20/00 (2019.01)] | 20 Claims |
1. A system for developing a model framework for remote unit monitoring condition-based maintenance, the system comprising:
a processor and a storage medium coupled to the processor;
the processor configured to:
execute one or more models operable to perform operations comprising predicting an unplanned service request;
wherein the one or more models are trained to perform the operations by identifying an actual unplanned service request that has occurred, collecting unplanned service request data limited to a time interval leading up to the actual unplanned service request, wherein the unplanned service request data limited to the time interval leading up to the actual unplanned service request comprises a set of data indicating a pattern of operational symptoms predictive of the unplanned service request, and using the unplanned service request data to train the one or more models to perform the operations;
wherein performing the operations comprise generating a predicted unplanned service request based at least in part on the one or more models; and
transmit an output of the predicted unplanned service request.
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