CPC B60C 11/246 (2013.01) [B60C 11/243 (2013.01); B60C 19/00 (2013.01); B60C 23/0408 (2013.01); H04L 12/40 (2013.01); B60C 2019/004 (2013.01); H04L 2012/40273 (2013.01)] | 10 Claims |
1. A method for extracting changes in characteristics of a tire supporting a vehicle, the method comprising the steps of:
extracting selected tire characteristics from at least one sensor mounted on the tire;
transmitting the selected tire characteristics to a remote processor;
storing the selected tire characteristics in a historical data log in communication with the remote processor;
selecting at least one tire characteristic of interest;
applying a time series decomposition model to data from the historical data log to delineate exogenous inputs from an underlying trend in the selected tire characteristic of interest;
applying a learning model to the underlying trend in the selected tire characteristic of interest to model a relationship between the selected tire characteristic of interest and a condition of the tire; and
outputting from the learning model a prediction value for a condition of the tire.
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