Predictive maintenance
Vehicular maintenance is predicted using real time telematics data and historical maintenance data. Different statistical models are used, and an intersecting set of results is generated. Environmental weather may also be used to further refine predictions.
1. A system, comprising:
a hardware processor; and
a memory device, the memory device storing instructions, the instructions when executed causing the hardware processor to perform operations, the operations comprising:
receiving a sensor data reported by a vehicle;
receiving a maintenance data associated with the vehicle;
generating two predictions for a maintenance of the vehicle based on the sensor data and based on the maintenance data;
determining a match between the two predictions for the maintenance of the vehicle; and
generating a final prediction for the maintenance of the vehicle based on the match between the two predictions.
2. The system of claim 1 , wherein the operations further comprise receiving weather data.
3. The system of claim 2 , wherein the operations further comprise generating the final prediction for the maintenance of the vehicle based on the weather data.
4. The system of claim 2 , wherein the operations further comprise generating at least one prediction of the two predictions based on the weather data.
5. The system of claim 1 , wherein the operations further comprise generating a graphical user interface for a display of the final prediction.
6. The system of claim 1 , wherein the operations further comprise determining an intersection of the two predictions for the maintenance of the vehicle.
7. The system of claim 1 , wherein the operations further comprise generating a repair ticket for the final prediction for the maintenance of the vehicle.
8. A method, comprising:
receiving, by a server, a sensor data reported by a vehicle;
receiving, by the server, a maintenance data associated with the vehicle;
generating, by the server, two predictions for a maintenance of the vehicle based on the sensor data and based on the maintenance data;
determining, by the server, a match between the two predictions for the maintenance of the vehicle; and
generating, by the server, a final prediction for the maintenance of the vehicle based on the match between the two predictions.
9. The method of claim 8 , further comprising receiving weather data.
10. The method of claim 9 , further comprising generating the final prediction for the maintenance of the vehicle based on the weather data.
11. The method of claim 9 , further comprising generating at least one prediction of the two predictions based on the weather data.
12. The method of claim 8 , further comprising generating a graphical user interface for a display of the final prediction.
13. The method of claim 8 , further comprising determining an intersection of the two predictions for the maintenance of the vehicle.
14. The method of claim 8 , further comprising generating a repair ticket for the final prediction for the maintenance of the vehicle.
15. A memory device storing instructions that when executed cause a hardware processor to perform operations, the operations comprising:
receiving a sensor data reported by a vehicle;
receiving a maintenance data associated with the vehicle;
generating two predictions for a maintenance of the vehicle based on the sensor data and based on the maintenance data;
determining a match between the two predictions for the maintenance of the vehicle; and
generating a final prediction for the maintenance of the vehicle based on the match between the two predictions.
16. The memory device of claim 15 , wherein the operations further comprise receiving weather data.
17. The memory device of claim 16 , wherein the operations further comprise generating the final prediction for the maintenance of the vehicle based on the weather data.
18. The memory device of claim 16 , wherein the operations further comprise generating at least one prediction of the two predictions based on the weather data.
19. The memory device of claim 15 , wherein the operations further comprise generating a graphical user interface for a display of the final prediction.
20. The memory device of claim 15 , wherein the operations further comprise generating a repair ticket for the final prediction for the maintenance of the vehicle.