Patent ID: 10093321

Abstract:
A tire of a vehicle is calibrated based on a motion model of the vehicle relating control inputs to the vehicle with a state of the vehicle and a measurement model of the vehicle relating measurements of the motion of the vehicle with the state of the vehicle. The motion model of the vehicle includes a combination of a deterministic component of the motion and a probabilistic component of the motion, wherein the deterministic component of the motion is independent from the state of stiffness and defines the motion of the vehicle as a function of time. The probabilistic component of the motion includes the state of stiffness having an uncertainty and defining disturbance on the motion of the vehicle. The tire is calibrated based on motion data that include a sequence of control inputs to the vehicle that moves the vehicle according to the trajectory and a sequence of measurements of the motion of the vehicle moved along the trajectory by updating iteratively a probability distribution of the state of stiffness until a termination condition is met. An iteration determines a first state trajectory of the vehicle according to the motion model using the sequence of control inputs and one or multiple samples of the probability distribution of the state of stiffness, determines a second state trajectory of the vehicle according to the measurement model using the sequence of measurements, and updates the probability distribution of the state of stiffness to reduce an error between the first state trajectory of the vehicle and the second state trajectory of the vehicle.