11. The method of claim 10 , further comprising performing at least one of data validation, outlier analysis, data filtration, data imputation, or statistical distribution analysis on the time-series data prior to the extraction of information from the time-series data.
10. A method, comprising: receiving, 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; extracting the principal information from the time-series data; combining the extracted principal information; and predicting 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.