A tire wear state estimation system is disclosed comprising a tire supported by a wheel and supporting a vehicle; a vehicle-based sensor for measuring wheel speed of the wheel supporting the tire and generating a wheel speed signal; a feature-extracting processor for extracting from the wheel speed signal a first extracted feature; a feature-extracting processor for extracting from the wheel speed signal a second extracted feature; and a data classifier receiving as data inputs first extracted feature data and second extracted feature data; the data classifier operable to conduct a classification of the first extraction feature data relative to the second extraction feature data to estimate a wear state for the tire. Also, a method for estimating a tire state of a tire supported by a wheel and supporting a vehicle is disclosed. The method comprises utilizing a vehicle-based sensor for measuring a wheel speed of the wheel supporting the tire and generating a wheel speed signal; extracting a first extracted feature from the wheel speed signal, the first extracted feature operably changing with a change in the tire state; extracting a second feature from the wheel speed signal, the second feature operably changing with a change in the tire state; classifying data from the first extracted feature and data from the second extracted feature using a support vector data classification algorithm; and applying the algorithm to estimate the tire state.
INDIRECT TIRE WEAR STATE ESTIMATION SYSTEM AND METHOD OF TIRE STATE ESTIMATION THROUGH WHEEL SPEED SIGNAL FEATURE EXTRACTION
SYSTEM ZUR INDIREKTEN SCHÄTZUNG VON REIFENVERSCHLEISS UND VERFAHREN ZUR SCHÄTZUNG DES REIFENZUSTANDS RADDREHZAHLSIGNALMERKMALSEXTRAKTION
SYSTÈME D'ESTIMATION INDIRECT DE L'ÉTAT D'USURE DE PNEUMATIQUES ET PROCÉDÉ D'ESTIMATION D'ÉTAT DE PNEUMATIQUES PAR EXTRACTION DE CARACTÉRISTIQUES DE SIGNAL DE VITESSE DE ROUE
2018-09-19
Patent
Electronic Resource
English
IPC: | B60C VEHICLE TYRES , Fahrzeugreifen |
METHOD OF TIRE STATE ESTIMATION THROUGH WHEEL SPEED SIGNAL FEATURE EXTRACTION
European Patent Office | 2017
|Method of tire state estimation through wheel speed signal feature extraction
European Patent Office | 2017
|