Method and apparatus for vehicle component health prognosis by integrating aging model, usage information and health signatures

• US 8,433,672 B2
• Filed: 02/17/2010
• Issued: 04/30/2013
• Est. Priority Date: 02/17/2010
• Status: Active Grant

• Current Assignee: GM Global Technology Operations LLC (General Motors Company)
• Original Assignee: GM Global Technology Operations LLC (General Motors Company)
• Inventors: Shin, Kwang-Keun, Salman, Mutasim A., Zhang, Yilu, Tang, Xidong, Bae, Hong S., Howell, Mark N., Rajagopalan, Satish
• Primary Examiner(s): Chaki, Kakali
• Assistant Examiner(s): Gonzales, Vincent
• Application Number:
  US12/707,456
• Publication Number:
  US 20110202494A1
• Time in Patent Office: 1,168 Days
• Field of Search: 706/62
• US Class Current: 706/62
• CPC Class Codes: G07C 5/0808 Diagnosing performance data testing of vehicles G01M17/00; testing of electrical installation on vehicles G01R31/005

Abstract

A system and method for determining the health of a component includes retrieving measured health signatures from the component, retrieving component usage variables, estimating component health signatures using an aging model, determining an aging derivative using the aging model and calculating an aging error based on the estimated component health signatures, the aging derivative and the measured health signatures.

Claims

1. A method for determining the health of a component, the method comprising:

retrieving measured health signatures from the component;

retrieving component usage variables;

estimating component health signatures using an aging model and the component usage variables;

determining an aging derivative using the aging model;

calculating an aging error based on the estimated component health signatures, the aging derivative and the measured health signatures; and

recalculating the estimated component health signatures and the aging derivative until the aging error is below a predetermined threshold.

2. The method of claim 1, further including calculating a corrected age of the component based on an estimated age and the aging error.

3. The method of claim 1, further including determining if the aging error is below a predetermined threshold.

4. The method of claim 3, further including calculating a remaining life of the component if the aging error is below the predetermined threshold.

5. The method of claim 1, further including initializing the estimated component age to zero.

6. The method of claim 1, further including calculating an estimated age of the component based on the aging error.

7. A system for determining the health of a component, the system comprising:

a computing device with a memory that includes;

an aging model configured to calculate estimated component health signatures based on a plurality of component usage variables;

a comparison module configured to calculate an aging error based on the estimated component health signatures and measured component health signatures; and

a calculation block configured to calculate an estimated age of the component based on the aging error, and to determine the remaining life of the component based on a maximum life expectancy and the estimated age of the component.

8. The system of claim 7, further including an aging correction module configured to calculate a corrected age of the component based on an estimated age and the aging error.

9. The method of claim 7, wherein the aging model and the comparison module are configured to recalculate, respectively, the estimated component health signatures and the aging derivative until the aging error is below a predetermined threshold.

10. A system that includes a non-transitory computer-readable medium tangibly embodying computer-executable instructions for:

initializing an age estimation;

retrieving measured health signatures from the component;

retrieving component usage variables;

estimating component health signatures using the age estimation and the component usage variables;

determining an aging derivative using the partial derivative of the estimated health signature with respect to the age estimation; and

calculating an aging error based on the estimated component health signatures, the aging derivative and the measured health signatures.

11. The system of claim 10, further including calculating a corrected age of the component based on the age estimation and the aging error.

12. The system of claim 10, further including determining if the aging error is below a predetermined threshold.

13. The system of claim 12, further including calculating a remaining life of the component if the aging error is below the predetermined threshold.

14. The system of claim 10, further including recalculating the estimated component health signatures and the aging derivative until the aging error is below a predetermined threshold.

15. The system of claim 10, further including initializing the age estimation to zero.

16. The system of claim 10, further including revising the age estimation based on the aging error.

17. The system of claim 10, where estimating component health signatures using the age estimation and the component usage variables uses an aging model.

18. The system of claim 17, where determining an aging derivative using the partial derivative of the estimated health signature with respect to the age estimation uses the ageing model.

19. The system of claim 10, where determining an aging derivative using the partial derivative of the estimated health signature with respect to the age estimation uses an ageing model.