A system comprising: a probe for mounting to a vehicle having a heating element; and a system for monitoring the probe, the system comprising: a first edge device in communication with the probe and configured to sense data related to a characteristic of the heating element of the probe; a coordinator in communication with the first edge device and configured to receive a first data output from the first edge device and to incorporate the first data output into a data package; a cloud infrastructure in communication with the coordinator via a data gateway and configured to analyze the data package to estimate a remaining useful life and predict a failure of the probe; and a ground station in communication with the cloud infrastructure and configured to refine remaining useful life estimation and failure prediction techniques of the system; wherein the coordinator is further configured to: authenticate, upon power up of the coordinator, the first edge device; and subsequently, retrieve updates from the cloud infrastructure and transmit the updates to the first edge device. a probe for mounting to a vehicle having a heating element; and a system for monitoring the probe, the system comprising: a first edge device in communication with the probe and configured to sense data related to a characteristic of the heating element of the probe; a coordinator in communication with the first edge device and configured to receive a first data output from the first edge device and to incorporate the first data output into a data package; a cloud infrastructure in communication with the coordinator via a data gateway and configured to analyze the data package to estimate a remaining useful life and predict a failure of the probe; and a ground station in communication with the cloud infrastructure and configured to refine remaining useful life estimation and failure prediction techniques of the system; wherein the coordinator is further configured to: authenticate, upon power up of the coordinator, the first edge device; and subsequently, retrieve updates from the cloud infrastructure and transmit the updates to the first edge device. a first edge device in communication with the probe and configured to sense data related to a characteristic of the heating element of the probe; a coordinator in communication with the first edge device and configured to receive a first data output from the first edge device and to incorporate the first data output into a data package; a cloud infrastructure in communication with the coordinator via a data gateway and configured to analyze the data package to estimate a remaining useful life and predict a failure of the probe; and a ground station in communication with the cloud infrastructure and configured to refine remaining useful life estimation and failure prediction techniques of the system; wherein the coordinator is further configured to: authenticate, upon power up of the coordinator, the first edge device; and subsequently, retrieve updates from the cloud infrastructure and transmit the updates to the first edge device. authenticate, upon power up of the coordinator, the first edge device; and subsequently, retrieve updates from the cloud infrastructure and transmit the updates to the first edge device.