Machine condition monitoring using pattern rules

• US 20080255773A1
• Filed: 03/18/2008
• Published: 10/16/2008
• Est. Priority Date: 04/13/2007
• Status: Abandoned Application

• Current Assignee: Siemens AG
• Original Assignee: Siemens AG
• Inventors: Neubauer, Claus, Yuan, Chao
• Application Number:
  US12/077,279
• Publication Number:
  US 20080255773A1
• Time in Patent Office: Days
• US Class Current: 702/34
• CPC Class Codes: G05B 23/0229 knowledge based, e.g. expert systems; genetic algorithms

Abstract

Pattern rules are created by comparing a condition signal pattern to a plurality of known signal patterns and determining a machine condition pattern rule based at least in part on the comparison of the condition signal pattern to one of the plurality of known signal patterns. A matching score based on the comparison of the condition signal pattern to one of the plurality of known signal patterns as well as a signal pattern duration is determined. The machine condition pattern rule is then defined for nonparametric condition signal patterns as a multipartite threshold rule with a first threshold based on the determined matching score and a second threshold based on the determined signal duration. For parametric signal patterns, one or more parameters of the signal pattern are determined and the machine condition pattern rule is further defined with a third threshold based on the determined one or more parameters.

Claims

1. A method of machine condition monitoring comprising:

comparing a condition signal pattern to a plurality of known signal patterns; and

determining a machine condition pattern rule based at least in part on the comparison of the condition signal pattern to one of the plurality of known signal patterns.

2. The method of claim 1 further comprising:

monitoring a machine condition with the determined machine condition pattern rule.

3. The method of claim 2 wherein monitoring a machine condition with the determined machine condition pattern rule comprises:

receiving a machine condition signal pattern from a monitored machine;

determining if the machine condition signal pattern satisfies one or more properties of the determined machine condition pattern rule.

4. The method of claim 1 wherein determining a machine condition pattern rule comprises:

determining a matching score based on the comparison of the condition signal pattern to one of the plurality of known signal patterns;

determining a signal pattern duration; and

defining the machine condition pattern rule as a multipartite threshold rule with a first threshold based on the determined matching score and a second threshold based on the determined signal duration.

5. The method of claim 4 wherein determining a machine condition pattern rule further comprises:

determining one or more parameters of the determined signal pattern; and

defining the machine condition pattern rule with a third threshold based on the determined one or more parameters.

6. A method for detecting fault conditions comprising:

receiving a machine condition signal pattern;

determining a duration of the machine condition signal pattern;

comparing the received machine condition signal pattern to a plurality of known condition signal patterns;

comparing the duration of the received machine condition signal pattern to a duration of at least one of the plurality of known condition signal patterns; and

detecting a fault condition based at least in part on the comparison of the received machine condition signal pattern to one of the plurality of known condition signal patterns and the comparison of the duration of the received machine condition signal patterns to the duration of the one of the plurality of known condition signal patterns.

7. The method of claim 6 further comprising:

determining one or more parameters of the machine condition signal pattern;

comparing the one or more parameters of the received machine condition signal pattern to one or more parameters of at least one of the plurality of known condition signal patterns; and

wherein detecting a fault condition is further based on the comparison of the one or more parameters of the received machine condition signal pattern to the one or more parameters of the at least one of the plurality of known condition signal patterns.

8. An apparatus for machine condition monitoring comprising:

means for comparing a condition signal pattern to a plurality of known signal patterns; and

means for determining a machine condition pattern rule based at least in part on the comparison of the condition signal pattern to one of the plurality of known signal patterns.

9. The apparatus of claim 8 further comprising:

means for monitoring a machine condition with the determined machine condition pattern rule.

10. The apparatus of claim 9 wherein the means for monitoring a machine condition with the determined machine condition pattern rule comprises:

means for receiving a machine condition signal pattern from a monitored machine;

means for determining if the machine condition signal pattern satisfies one or more properties of the determined machine condition pattern rule.

11. The apparatus of claim 8 wherein the means for determining a machine condition pattern rule comprises:

means for determining a matching score based on the comparison of the condition signal pattern to one of the plurality of known signal patterns;

means for determining a signal pattern duration; and

means for defining the machine condition pattern rule as a multipartite threshold rule with a first threshold based on the determined matching score and a second threshold based on the determined signal duration.

12. The apparatus of claim 11 wherein the means for determining a machine condition pattern rule further comprises:

means for determining one or more parameters of the determined signal pattern; and

means for defining the machine condition pattern rule with a third threshold based on the determined one or more parameters.

13. A machine readable medium having program instructions stored thereon, the instructions capable of execution by a processor and defining the steps of:

comparing a condition signal pattern to a plurality of known signal patterns; and

determining a machine condition pattern rule based at least in part on the comparison of the condition signal pattern to one of the plurality of known signal patterns.

14. The machine readable medium of claim 13 wherein the instructions further define the step of:

monitoring a machine condition with the determined machine condition pattern rule.

15. The machine readable medium of claim 14 wherein the instructions for monitoring a machine condition with the determined machine condition pattern rule further define the steps of:

receiving a machine condition signal pattern from a monitored machine;

determining if the machine condition signal pattern satisfies one or more properties of the determined machine condition pattern rule.

16. The machine readable medium of claim 13 wherein the instructions for determining a machine condition pattern rule further define the steps of:

determining a matching score based on the comparison of the condition signal pattern to one of the plurality of known signal patterns;

determining a signal pattern duration; and

defining the machine condition pattern rule as a multipartite threshold rule with a first threshold based on the determined matching score and a second threshold based on the determined signal duration.

17. The machine readable medium of claim 16 wherein the instructions for determining a machine condition pattern rule further define the steps of:

determining one or more parameters of the determined signal pattern; and

defining the machine condition pattern rule with a third threshold based on the determined one or more parameters.

18. A machine readable medium having program instructions for detecting fault conditions stored thereon, the instructions capable of execution by a processor and defining the steps of:

receiving a machine condition signal pattern;

determining a duration of the machine condition signal pattern;

comparing the received machine condition signal pattern to a plurality of known condition signal patterns;

comparing the duration of the received machine condition signal pattern to a duration of at least one of the plurality of known condition signal patterns; and

detecting a fault condition based at least in part on the comparison of the received machine condition signal pattern to one of the plurality of known condition signal patterns and the comparison of the duration of the received machine condition signal patterns to the duration of the one of the plurality of known condition signal patterns.

19. The machine readable medium of claim 18 wherein the instructions further define the steps of:

determining one or more parameters of the machine condition signal pattern;

comparing the one or more parameters of the received machine condition signal pattern to one or more parameters of at least one of the plurality of known condition signal patterns; and

wherein detecting a fault condition is further based on the comparison of the one or more parameters of the received machine condition signal pattern to the one or more parameters of the at least one of the plurality of known condition signal patterns.