IP Library Granted Patent US 12,570,110
Granted Patent B2
US 12,570,110 · App. 17/967,991 · Granted Mar 10, 2026

Tire health monitoring systems and methods thereto

Inventors: Jeffrey D. Carpenter (Pasadena, CA); Mark E. Duttweiler (Sherman Oaks, CA); W. Daniel Hillis (Rindge, NH); James Wallace Sarrett (Sunland, CA); Bruce J. Walker (Concord, MA); David C. Douglas (Concord, MA)
Assignee: American Tire Distributors, Inc.
B60C11/246G07C5/006B60C2011/0033G01M17/02
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Quick Facts
Patent No.
US 12,570,110
App. No.
17/967,991
Granted
Mar 10, 2026
Kind
B2
Abstract

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.

Claims (48)

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 the contact patch angle comprises a difference between a contact patch exit angle and a contact patch entry angle, wherein determining the contact patch entry angle comprises determining an entry angle associated with the kinematic sensor data passing a first kinematic data threshold, and wherein determining the contact patch exit angle comprises determining an exit angle associated with the kinematic sensor data passing a second kinematic data threshold;

determine a contact patch size based at least in part on the contact patch angle;

determine a rotation rate of the tire, wherein the rotation rate is based at least in part on dividing a peak angular velocity by a mean angular velocity to calculate a peak tire rotation rate ratio;

determine 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 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 determining the contact patch angle comprises:

determining when the tire sensor enters the contact patch and when the tire sensor exits the contact patch.

5 . The tire monitoring system of claim 4 , wherein:

determining when the tire sensor enters the contact patch comprises determining a first time or an entry angle associated with the tire sensor; and

determining when the tire sensor exits the contact patch comprises determining a second time or an exit angle associated with the tire sensor.

6 . The tire monitoring system of claim 4 , wherein determining when the tire sensor exits the contact patch comprises determining a second time or an exit angle associated with the kinematic sensor data passing a second kinematic data threshold.

7 . 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.

8 . 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.

9 . 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.

10 . 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.

11 . 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, based on the kinematic sensor data, a rotation rate of the tire, wherein determining the rotation rate of the tire comprises:

calculating a peak angular velocity by extracting a plurality of peak angular velocities for each of a plurality rotations of the tire and averaging the plurality of peak angular velocities;

calculating a mean angular velocity by extracting a plurality of mean angular velocities for each of the plurality rotations of the tire and averaging the plurality of mean angular velocities; 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.

12 . The method of claim 11 , 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.

13 . The method of claim 12 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.

14 . The method of claim 11 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.

15 . 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, based on the kinematic sensor data, a rotation rate of the tire, wherein determining the rotation rate of the tire comprises:

calculating a peak angular velocity by extracting a plurality of peak angular velocities for each of a plurality rotations of the tire and averaging the plurality of peak angular velocities;

calculating a mean angular velocity by extracting a plurality of mean angular velocities for each of the plurality rotations of the tire and averaging the plurality of mean angular velocities; 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.

16 . The non-transitory, computer-readable medium of claim 15 , wherein determining a contact patch size comprises determining a contact patch angle based at least in part on when the tire sensor enters the contact patch and when the tire sensor exits the contact patch.

Assignments (7)
SECURITY AGREEMENT Recorded Mar 10, 2025
From: ASPHALT BUYER II, LLC; ASPHALT INTERMEDIATE HOLDCO, LLC
To: WELLS FARGO BANK, NATIONAL ASSOCIATION, AS AGENT
Reel/Frame 070466/0812 →
INTELLECTUAL PROPERTY ASSIGNMENT AGREEMENT Recorded Mar 4, 2025
From: AMERICAN TIRE DISTRIBUTORS, INC.; ATD NEW HOLDINGS, INC.; ATD NEW HOLDINGS II, INC.; ATD NEW HOLDINGS III, INC.; ATD SOURCING SOLUTIONS, LLC; ATD TECHNOLOGY SOLUTIONS INC.; FLX FWD LOGISTICS, LLC; HERCULES TIRE INTERNATIONAL INC.; TERRY’S TIRE TOWN HOLDINGS, LLC; THE HERCULES TIRE & RUBBER COMPANY; TIREBUYER.COM, LLC; TIRE PROS FRANCORP, LLC; TORQATA DATA AND ANALYTICS LLC; POLYATOM, LLC
To: ASPHALT BUYER II, LLC; ASPHALT ATD SOURCING SOLUTIONS, LLC; ASPHALT FLX FWD LOGISTICS, LLC; ASPHALT TERRY’S TIRE TOWN HOLDINGS, LLC; THE ASPHALT HERCULES TIRE & RUBBER COMPANY, LLC; ASPHALT TIREBUYER.COM, LLC; ASPHALT TIRE PROS FRANCORP, LLC; ASPHALT TORQATA DATA AND ANALYTICS LLC; ASPHALT POLYATOM, LLC
Reel/Frame 070403/0522 →
SHORT FORM PATENT SECURITY AGREEMENT Recorded Mar 3, 2025
From: ASPHALT BUYER II, LLC
To: WILMINGTON SAVINGS FUND SOCIETY, FSB [COLLATERAL AGENT]
Reel/Frame 070380/0616 →
TERMINATION AND RELEASE AGREEMENT [RECORDED ON NOVEMBER 11, 2024 AT REEL 069329, FRAME 0326] Recorded Mar 3, 2025
From: WILMINGTON SAVINGS FUND SOCIETY, FSB,
To: AMERICAN TIRE DISTRIBUTORS, INC.
Reel/Frame 070378/0177 →
SHORT FORM PATENT SECURITY AGREEMENT Recorded Nov 11, 2024
From: AMERICAN TIRE DISTRIBUTORS, INC.
To: WILMINGTON SAVINGS FUND SOCIETY, FSB [COLLATERAL AGENT]
Reel/Frame 069329/0326 →
ASSIGNMENT OF ASSIGNOR'S INTEREST Recorded Jan 11, 2024
From: CARPENTER, JEFFREY D.; DUTTWEILER, MARK E.; HILLIS, W. DANIEL; SARRETT, JAMES WALLACE; WALKER, BRUCE J.; DOUGLAS, DAVID C.
To: APPLIED INVENTION LLC
Reel/Frame 066092/0774 →
ASSIGNMENT OF ASSIGNOR'S INTEREST Recorded Jan 11, 2024
From: APPLIED INVENTION LLC
To: AMERICAN TIRE DISTRIBUTORS, INC.
Reel/Frame 066092/0812 →
Continuity (3)
Continuation 16749822 · Jan 22, 2020
Provisional Application 62795363 · Jan 22, 2019
Related Publication 20230051104A1 · Feb 16, 2023
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