CPC G05B 13/048 (2013.01) [F24F 11/38 (2018.01); F24F 11/63 (2018.01); F24F 11/64 (2018.01); G05B 13/0265 (2013.01); G05B 13/04 (2013.01); G06N 20/00 (2019.01); G05B 13/027 (2013.01); G05B 13/028 (2013.01); G06N 5/04 (2013.01)] | 20 Claims |
1. A fault prediction system for building equipment, the system comprising:
one or more memory devices configured to store instructions that, when executed on one or more processors, cause the one or more processors to:
receive device data for a plurality of devices of the building equipment, the device data indicating performance of the plurality of devices;
generate, based on the received device data, a plurality of prediction models comprising at least one of single device prediction models generated for each of the plurality of devices or cluster prediction models generated for device clusters of the plurality of devices;
label each of the plurality of prediction models as an accurately predicting model or an inaccurately predicting model based on a performance of each of the plurality of prediction models; and
predict a device fault with each of the plurality of prediction models labeled as an accurately predicting model.
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