Tire health monitoring systems and methods thereto
The disclosed technology includes a system comprising a tire-mounted inertial measurement unit (IMU). The IMU can be configured to measure linear acceleration data and angular velocity data associated with a tire, and the system can be configured to determine various indicators of tire health based on the linear acceleration data and angular velocity data. The system can be configured to determine a distance between the IMU and an outer rolling surface of the tire. The system can be configured to monitor changes in this distance over time, which can be indicative of tread wear over time. Accordingly, the system can be configured to monitor change in the tread depth over time such that the system is configured to monitor tread depth of the tire.
1. A tire monitoring system comprising:
a tire sensor mounted within a tire;
a computing device in communication with the tire sensor, the computing device being configured to:
receive kinematic sensor data from the tire sensor, the kinematic sensor data being indicative of motion of the tire;
determine a contact patch angle based at least in part on the kinematic sensor data, the contact patch angle being an angle that represents a contact patch associated with the tire, wherein determining the contact patch angle comprises (i) determining when the tire sensor enters the contact patch by determining a first time or an entry angle associated with the kinematic sensor data passing a first kinematic data threshold and (ii) when the tire sensor exists the contact patch by determining a second time or an exit angle associated with the kinematic sensor data passing a second kinematic data threshold;
determine an estimated tread depth of the tire based at least in part on the contact patch angle; and
responsive to determining that the estimated tread depth of the tire is a below a tread depth threshold, output instructions to a user device associated with the tire monitoring system, the instructions instructing the user device to provide an indication for one or more suggested actions.
2. The tire monitoring system of claim 1 , wherein the tire sensor is attached to an inner liner of the tire.
3. The tire monitoring system of claim 1 , wherein the tire sensor is attached to a wheel hub associated with the tire.
4. The tire monitoring system of claim 1 , wherein the computing device is further configured to:
receive tire data indicative of a model of the tire.
5. The tire monitoring system of claim 1 , wherein the one or more suggested actions comprises at least one of instructions to rotate the tire with other tires of a vehicle associated with the tire, instructions to align the tire and the other tires, instructions to inflate the tire, and instructions to replace the tire.
6. The tire monitoring system of claim 1 , wherein the computing device is configured to determine the estimated tread depth only during periods in which the contact patch angle remains approximately constant during successive rotations of the tire.
7. The tire monitoring system of claim 1 further comprising a pressure sensor mounted inside the tire and configured to measure a pressure of the tire, the pressure sensor being in communication with the computing device,
wherein the computing device is further configured to:
receive pressure data from pressure sensor, the pressure data being indicative of the pressure of the tire; and
determine the estimated tread depth of the tire based at least in part on the contact patch angle and the pressure data.
8. A method comprising:
receiving kinematic sensor data from a tire sensor, the kinematic sensor data being indicative of motion of a tire associated with the tire sensor;
determining, based on the kinematic sensor data, a contact patch size associated with a contact patch of the tire;
determining a rotation rate of the tire, the determining comprising:
calculating, based on the kinematic sensor data, a peak angular velocity and a mean angular velocity; and
calculating a peak tire rotation rate ratio by dividing the peak angular velocity by the mean angular velocity;
determining an estimated tread depth of the tire based at least in part on the contact patch size and the rotation rate; and
responsive to determining that the estimated tread depth of the tire is a below a tread depth threshold, outputting instructions to a user device associated with the tire, the instructions instructing the user device to provide an indication for one or more suggested actions.
9. The method of claim 8 , wherein:
calculating the peak angular velocity comprises extracting a plurality of peak angular velocities for each of a plurality rotations of the tire and averaging the plurality of peak angular velocities; and
calculating the mean angular velocity comprises extracting a plurality of mean angular velocities for each of the plurality rotations of the tire and averaging the plurality of mean angular velocities.
10. The method of claim 8 further comprising:
receiving pressure data from pressure sensor, the pressure data being indicative of a pressure of the tire; and
determining the estimated tread depth of the tire based at least in part on the contact patch size and the pressure data.
11. The method of claim 8 , wherein determining the contact patch size comprises determining a contact patch angle that is indicative of an angular distance between entry of the tire sensor into the contact patch and exit of the tire sensor out of the contact patch, the angular distance being with respect to a center of the tire.
12. The method of claim 11 further comprising determining the estimated tread depth only during periods in which the contact patch angle remains approximately constant during successive rotations of the tire.
13. A non-transitory, computer-readable medium storing instructions that, when executed by one or more processors, causes a system to:
receive kinematic sensor data from a tire sensor, the kinematic sensor data being indicative of motion of a tire associated with the tire sensor;
determine a rotation rate of the tire, the determining comprising:
calculating, based on the kinematic sensor data, a peak angular velocity and a mean angular velocity associated with the motion of the tire; and
calculating a peak tire rotation rate ratio by dividing the peak angular velocity by the mean angular velocity;
determine an estimated tread depth of the tire based at least in part on the rotation rate; and
responsive to determining that the estimated tread depth of the tire is a below a tread depth threshold, output instructions to a user device associated with the tire, the instructions instructing the user device to provide an indication for one or more suggested actions.
14. The non-transitory, computer-readable medium of claim 13 , wherein:
calculating the peak angular velocity comprises extracting a plurality of peak angular velocities for each of a plurality rotations of the tire and averaging the plurality of peak angular velocities; and
calculating the mean angular velocity comprises extracting a plurality of mean angular velocities for each of the plurality rotations of the tire and averaging the plurality of mean angular velocities.