Description:SYSTEMS FOR ADAPTIVE FAULT DETECTION AND PREDICTIVE MAINTENANCE IN A VEHICLE

FIELD OF THE DISCLOSURE
[0001] This invention generally relates to a field of vehicle diagnostic and fault detection systems and, in particular, relates to a system and a method for adaptive fault detection and predictive maintenance using a recursive learning algorithm that dynamically adjusts fault detection thresholds based on real-time sensor data and historical operating trends.
BACKGROUND
[0002] The subject matter discussed in the background section should not be assumed to be prior art merely as a result of its mention in the background section. Similarly, a problem mentioned in the background section or associated with the subject matter of the background section should not be assumed to have been previously recognized in the prior art. The subject matter in the background section merely represents different approaches, which in and of themselves may also correspond to implementations of the claimed technology.
[0003] Mod , Claims:WE CLAIM:
1. A system (100) for adaptive fault detection in a vehicle, comprising:
at least one sensor (102) configured to detect one or more parameters of the vehicle;
at least one processor (104) operationally coupled with the at least one sensor, wherein the at least one processor (104) is configured to:
receive the detected one or more parameters and a first set of data;
process the received one or more parameters and the first set of data by filtering noise;
compute a diagnostics operating value for each parameter from the one or more parameters using a model;
determine an adaptive threshold for each computed parameter based on a recursive learning algorithm;
compare a value of each of the detected one or more parameters to the determined adaptive threshold to identify one or more faults;
update the diagnostics value and the adaptive threshold dynamically in response to changing one or more conditions;
generate a fault alert if the value of each of the detected one or more parameters exceeds the adaptiv