1. A system, comprising: at least one memory that stores computer-executable instructions; at least one processor configured to access the at least one memory, wherein the at least one processor is configured to execute the computer-executable instructions to: receive, from one or more sensors of an asset, on-site monitoring (OSM) data, the OSM data comprising time-series data associated with one or more respective units of the asset; remove a first respective portion of the time-series data associated with noise, wherein a second respective portion of the time-series data that is not removed comprises principal information for use in predicting a fault; extract the principal information from the time-series data; combine the extracted principal information; and predict the fault in the asset based at least in part on the combined principal information, wherein the prediction comprises determining a probability that the fault will occur at each of the one or more respective units for which time-series data was received.
1. A system, comprising: at least one memory that stores computer-executable instructions; at least one processor configured to access the at least one memory, wherein the at least one processor is configured to execute the computer-executable instructions to: receive, from one or more sensors of an asset, on-site monitoring (OSM) data, the OSM data comprising time-series data associated with one or more respective units of the asset; remove a first respective portion of the time-series data associated with noise, wherein a second respective portion of the time-series data that is not removed comprises principal information for use in predicting a fault; extract the principal information from the time-series data; combine the extracted principal information; and predict the fault in the asset based at least in part on the combined principal information, wherein the prediction comprises determining a probability that the fault will occur at each of the one or more respective units for which time-series data was received. 7. The system of claim 1 , wherein the OSM data comprises at least one of compressor discharge temperature data, wheel space temperature data, compressor efficiency, compressor inlet pressure drop, compressor exhaust pressure drop, compressor inlet temperature, compressor inlet pressure, power output, seismic vibration, turbine shaft speed, fuel flow, ambient temperature, or ambient pressure.