Servicing schedule method based on prediction of degradation in electrified vehicles
Abstract:
A method includes collecting, via processing circuitry, a first set of multi-load data from a power control unit of a vehicle and usage data at a first servicing of the vehicle, computing, via the processing circuitry, a Mahalanobis Distance (MD) using the first set of multi-load data, defining, via the processing circuitry, a healthy state and an anomaly threshold based on the MD, correlating, via the processing circuitry, the first set of usage data to the anomaly threshold; generating, via the processing circuitry, a usage based servicing schedule for a vehicle; collecting, via the processing circuitry, a next set of multi-load data and usage data at a next servicing of the vehicle; updating, via the processing circuitry, the MD, a servicing schedule and evaluating the performance of the vehicle; determining, via the processing circuitry, whether the MD crosses the anomaly threshold; and transmitting, via a network, a servicing alert.
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