Abstract: A system can include one or more processors coupled with memory in communication with a vehicle system comprising a plurality of field-replaceable units (FRUs). The one or more processors can be configured to: generate, for each FRU of the plurality of FRUs of the vehicle system, a computer-based simulation; determine a degradation level for each FRU of the plurality of FRUs based on the computer-based simulation and operating data of each FRU of the plurality of FRUs; identify, from the plurality of FRUs, an FRU corresponding to a failure in the vehicle system based on the degradation level for the FRU; and provide an electronic notification identifying the failure in the vehicle system as corresponding to the FRU.

Abstract: A computing system is structured to receive operating data provided by a telematics circuit associated with a remote engine. The operating data comprises information provided by at least one sensor and/or at least one actuation command. The computing system is structured to determine, based on the operating data, a plurality of field-replaceable units (FRUs) associated with the operating data. The computing system is structured to generate a computer-based simulation corresponding to at least one degradation level for an FRU from the plurality of FRUs, identify a most probable failure, and rank the computer-based simulations across the plurality of FRUs. The computing system is structured to generate an electronic notification comprising data associated with the most probable failure and transmit the electronic notification to a computing device.

Abstract: A computing system is structured to receive operating data provided by a telematics circuit associated with a remote engine. The operating data comprises information provided by at least one sensor and/or at least one actuation command. The computing system is structured to determine, based on the operating data, a plurality of field-replaceable units (FRUs) associated with the operating data. The computing system is structured to generate a computer-based simulation corresponding to at least one degradation level for an FRU from the plurality of FRUs, identify a most probable failure, and rank the computer-based simulations across the plurality of FRUs. The computing system is structured to generate an electronic notification comprising data associated with the most probable failure and transmit the electronic notification to a computing device.