Granted Patent B2

US 10,330,523 · App. 15/010,109 · Granted Jun 25, 2019

Inventor: Lars-Olov Hedin (Hallstahammar, SE)

Assignee: S.P.M. Instrument AB

G01H1/003G01M13/045

Abstract

Claims (76)

1. A system for detecting an operating condition of a bearing associated with a shaft of a machine, wherein the shaft rotates at a speed of rotation during operation of the machine, and wherein the bearing includes a rolling element placed between an outer race bearing surface and an inner race bearing surface so that, when the shaft rotates, the rolling element moves between said outer and inner race bearing surfaces thereby causing mechanical vibrations, the system comprising:

a sensor configured to generate an analog measurement signal responsive to the mechanical vibrations, wherein the sensor is located on a body of the machine at a measurement point where the sensor is responsive to the mechanical vibrations emanating from rotation of the shaft with respect to the bearing;

an analog-to-digital converter configured to receive the analog measurement signal as input and generates a digital measurement data signal corresponding to the analog measurement signal, said digital measurement data signal comprising a plurality of sample values at an associated sample frequency; and

a processor device, in communication with the analog-to-digital converter, configured to:

detect peak amplitude values in said digital measurement data signal during a finite time period, said finite time period corresponding to a number of revolutions of said shaft, said number of revolutions being greater than one;

sort said detected peak amplitude values into a plurality of amplitude ranges;

generate a representative peak amplitude value based on said sorted peak amplitude values and said number of revolutions; and

detect the operating condition of the bearing based on the generated representative peak amplitude value,

wherein said representative peak amplitude value has a predetermined average occurrence frequency equal to or less than one per eight revolutions;

wherein the processor device is further configured to generate said representative peak amplitude value based on:

a detected occurrence frequency of at least two predetermined amplitude values, and

said predetermined average occurrence frequency, and

wherein said representative peak amplitude value has a higher amplitude than each one of said at least two predetermined amplitude values.

2. The system according to claim 1 , wherein the processor device is further configured to determine, for at least two of said amplitude ranges, a respective number of occurrences of detected peak amplitude values, and

generate said representative peak amplitude value based on said numbers of occurrences and said number of revolutions.

3. The system according to claim 1 , wherein said processor is further configured to:

generate a rectified digital measurement data signal based on said digital measurement data signal, and

detect said peak amplitude values in said rectified digital measurement data signal.

4. The system according to claim 1 , further comprising:

a display, in communication with said processor, that is caused by said processor to display said sorted peak amplitude values.

5. The system according to claim 1 , wherein said processor is further configured to:

analyze a condition of the machine based on said representative peak amplitude value.

6. The system according to claim 1 , wherein said representative peak amplitude value is indicative of a mechanical state of the rotating part.

7. The system according to claim 1 , wherein the processors device is further configured to sort said detected peak amplitude values so as to create a cumulative histogram.

8. The system according to claim 1 , wherein the number of revolutions consists of multiples of 8.

9. The system according to claim 8 , wherein a value of the number of revolutions is at least 16.

10. An apparatus for detecting an operating condition of a bearing associated with a shaft of a machine, wherein the shaft rotates at a speed of rotation during operation of the machine, and wherein the bearing includes a rolling element placed between an outer race bearing surface and an inner race bearing surface so that, when the shaft rotates, the rolling element moves between said outer and inner race bearing surfaces thereby causing mechanical vibrations, the apparatus comprising:

a sensor configured to convert mechanical vibrations emanating from rotation of said shaft into an analog measurement signal, wherein the sensor is located on a body of the machine;

an analogue-to-digital converter configured to receive the analog measurement signal as input and generate a digital measurement data signal corresponding to the analog measurement signal, said digital measurement data signal comprising a plurality of sample values at an associated sample frequency; and

a processor device, in communication with the analog-to-digital converter, configured to:

detect peak amplitude values in said digital measurement data signal during a finite time period, said finite time period corresponding to a number of revolutions of said rotating part; said number of revolutions being at least eight;

sort said detected peak amplitude values into a plurality of amplitude ranges so as to determine, for at least two of said amplitude ranges, a respective number of occurrences of detected peak amplitude values;

select a first range amplitude value, said first range amplitude value representing peak amplitude values having a first average occurrence frequency, said first average occurrence frequency representing one occurrence per revolution or less than one occurrence per revolution,

select a second range amplitude value, said second range amplitude value representing peak amplitude values having a second average occurrence frequency, said second average occurrence frequency representing less than one occurrence per revolution, and wherein said second average occurrence frequency is lower than said first average occurrence frequency,

generate an estimated peak amplitude value at a predetermined third average occurrence frequency, based on

said first range amplitude value and said first average occurrence frequency, and

said second range amplitude value and said second average occurrence frequency, and

wherein said predetermined third average occurrence frequency is less than said second average occurrence frequency; and

detect an operating condition of the bearing based on the estimated peak amplitude value.

11. The apparatus according to claim 10 , wherein the processor device is further configured to generate said estimated peak amplitude value based on a model wherein the occurrence frequency of said detected peak amplitude values substantially follows a predictable distribution pattern.

12. The apparatus according to claim 10 , wherein the processor device is further configured to generate said estimated peak amplitude value based on a model wherein the occurrence frequency of said detected peak amplitude values substantially follow the Gaussian distribution pattern.

13. The apparatus according to claim 10 ,

wherein said processor is further configured to

generate logarithmic detected amplitude values in response to said detected peak amplitude values,

sort said logarithmic detected amplitude values into a plurality of amplitude ranges so as to reflect occurrence of detected peak amplitude values within said plurality of amplitude ranges, and

operate on said sorted logarithmic detected amplitude values.

14. The apparatus according to claim 10 ,

wherein said processor is further configured to:

generate logarithmic detected amplitude values in response to said detected peak amplitude values,

sort said logarithmic detected amplitude values into said plurality of amplitude ranges in a cumulative manner so as to reflect occurrence of said logarithmic detected amplitude values having a higher value than the amplitude value of the corresponding amplitude range, and

operate on said cumulatively sorted logarithmic detected amplitude values.

15. The apparatus according to claim 14 , wherein the processor device is further configured to:

generate said estimated peak amplitude value by linear extrapolation based on

a first point defined by said first range amplitude value and said first average occurrence frequency, and

a second point defined by said second range amplitude value and said second average occurrence frequency,

wherein said linear extrapolation reaches from said first point, via said second point, to said third average occurrence frequency.

16. The apparatus according to claim 10 , wherein said processor is further configured to:

generate a rectified digital measurement data signal based on said digital measurement data signal, and

detect said peak amplitude values in said rectified digital measurement data signal.

17. The apparatus according to claim 10 ,

wherein said third average occurrence frequency is a frequency value of one per eight revolutions or less than one per eight revolutions, and

wherein said second average occurrence frequency is a frequency value of more than one per eight revolutions.

18. The apparatus according to claim 10 ,

wherein said third average occurrence frequency is a frequency value of one per eight revolutions or less than one per eight revolutions, and

wherein said second average occurrence frequency is a frequency value of more than one per five revolutions.

19. The apparatus according to claim 10 , wherein the number of revolutions consists of multiples of 8.

20. The apparatus according to claim 19 , wherein a value of the number of revolutions is at least 16.

21. An electronic method for detecting an operating condition of a bearing associated with a shaft of a machine, wherein the shaft rotates at a speed of rotation during operation of the machine, and wherein the bearing includes a rolling element placed between an outer race bearing surface and an inner race bearing surface so that, when the shaft rotates, the rolling element moves between said outer and inner race bearing surfaces thereby causing mechanical vibrations, the method comprising:

receiving a digital measurement data signal corresponding to an analog measurement signal, said digital measurement data signal comprising a plurality of sample values at an associated sample frequency, wherein the analog measurement signal is generated by a sensor located on a body of the machine at a measurement point where the sensor is responsive to the mechanical vibrations emanating from rotation of the shaft with respect to the bearing;

detecting peak amplitude values in the digital measurement data signal during a finite time period, said finite time period corresponding to a number of revolutions of said shaft, said number of revolutions being greater than one;

sorting said detected peak amplitude values into a plurality of amplitude ranges;

generating a representative peak amplitude value based on said sorted peak amplitude values and said number of revolutions; and

detecting the operating condition of the bearing based on the generated representative peak amplitude value

wherein the generation of said representative peak amplitude value is further based on a detected occurrence frequency of at least two predetermined amplitude values and a predetermined average occurrence frequency equal to or lower than one per eight revolutions, and

wherein said representative peak amplitude value has a higher amplitude than each one of said at least two predetermined amplitude values.

22. The apparatus according to claim 21 , wherein the number of revolutions consists of multiples of 8.

Assignments (1)

Priority Claims (2)

Continuity (2)

Cited By (9)

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