Method and a system for the purpose of condition monitoring of gearboxes

• US 10,436,672 B2
• Filed: 10/04/2012
• Issued: 10/08/2019
• Est. Priority Date: 10/13/2011
• Status: Active Grant

• Current Assignee: Moventas Gears Oy
• Original Assignee: Moventas Gears Oy
• Inventors: Kiviniemi, Joonas, Elfstrom, Jukka, Pylvanen, Markus
• Primary Examiner(s): Marini, Matthew G
• Assistant Examiner(s): Hinze, Leo T
• Application Number:
  US14/351,078
• Publication Number:
  US 20140257714A1
• Time in Patent Office: 2,560 Days
• CPC Class Codes: G01H 1/003 of rotating machines G01H1/10 takes precedence
• CPC Class Codes: G01M 13/02 Gearings; Transmission mechanisms
• CPC Class Codes: G01M 13/021 Gearings

Abstract

A system for the purpose of condition monitoring of gearboxes includes processing equipment that is configured to receive data that contains information of a spectrum of mechanical vibrations measured from a gearbox being monitored. The processing equipment is configured to search, from the spectrum of mechanical vibrations, at least two spikes on such frequencies which correspond to a phenomenon such as for example a bearing fault. The phenomenon is defined with at least two phenomenon-specific frequencies and with reference values of amplitudes relating to these phenomenon-specific frequencies. The processing equipment is configured to form an indicator of probability of occurrence for the phenomenon on the basis of amplitudes of the searched spikes and the reference values of the amplitudes. The fact that the indicator is formed on the basis of amplitudes of two or more spikes which relate to this phenomenon improves the reliability of the indicator.

Claims

1. A system comprising:

at least one gearbox;

at least one vibration sensor for measuring mechanical vibrations from at least one measuring point of at least one gearbox;

processing equipment configured to receive data from the at least one vibration sensor that contains information of at least one spectrum of mechanical vibrations measured from the at least one measuring point of the at least one gearbox, and

a memory configured to store data indicative of at least two pre-determined phenomenon-specific frequencies and reference values of amplitudes relating to the pre-determined phenomenon-specific frequencies,

wherein;

the processing equipment is configured to calculate one or more of the reference values of amplitudes relating to the phenomenon-specific frequencies by comparing i) a power indicator that is indicative to the mechanical power transferred with the gearbox and ii) pre-stored data that defines the reference values of amplitudes as functions of the power indicator,

the processing equipment is configured to search, from the spectrum of mechanical vibrations, at least two spikes on frequencies determined based on the at least two pre-determined phenomenon-specific frequencies which correspond to a phenomenon defined with at least two phenomenon-specific frequencies and with reference values of amplitudes relating to these phenomenon-specific frequencies,

the processing equipment is configured to form an indicator of probability of occurrence for the phenomenon by comparing a) amplitudes of each of the at least two searched spikes and b) the reference values of the amplitudes relating to the phenomenon-specific frequencies, at least two of the reference values of the amplitudes being unequal to each other,

the processing equipment is configured to estimate the residual life of the gearbox or choose a plan of maintenance based on the indicator, and

wherein the phenomenon is one of a static unbalance, a dynamic unbalance, an angular alignment error, a radial alignment error, a fault in the outer roller path of a bearing, a fault in the inner roller path of a bearing, a fault in the roller element of a bearing, a fault in the holder of roller elements of a bearing, a mechanical resonance, a fault in teeth of a gearwheel, and a loose fit.

2. A system according to claim 1, wherein:

the processing equipment is configured to search, from the spectrum of mechanical vibrations, spikes on such at least two sets of frequencies which correspond to two or more phenomena each of which being defined with at least two phenomenon-specific frequencies and with reference values of amplitudes relating to the phenomenon-specific frequencies, and

the processing equipment is configured to form, for each of the at least two phenomena, the indicator of probability of occurrence by comparing a) amplitudes of the searched spikes corresponding to that phenomenon and b) the reference values of the amplitudes relating to these phenomenon-specific frequencies.

3. A system according to claim 1, wherein the processing equipment is configured to arrange the phenomenon-specific frequencies and the spectrum of mechanical vibrations to correspond to each other with the aid of rotational speed related to the spectrum of mechanical vibrations and a reference rotational speed related to the phenomenon-specific frequencies.

4. A system according to claim 3, wherein the processing equipment is configured to convert the phenomenon-specific frequencies to correspond to the spectrum of mechanical vibrations by multiplying a first sub-set of the phenomenon-specific frequencies with a ratio of the rotational speed and the reference rotational speed, the first sub-set of the phenomenon-specific frequencies being frequencies that are proportional to the rotational speed and at least part of the rest of the phenomenon-specific frequencies being frequencies of mechanical resonances.

5. A system according to claim 3, wherein the processing equipment is configured to convert the spectrum of mechanical vibrations to correspond to the phenomenon-specific frequencies by multiplying a first sub-set of frequencies of the spectrum of mechanical vibrations with a ratio of the reference rotational speed and the rotational speed, the first sub-set of the frequencies of the spectrum of mechanical vibrations being frequencies that are proportional to the rotational speed and at least part of the rest of the frequencies of the spectrum of mechanical vibrations being frequencies of mechanical resonances.

6. A system according to claim 3, wherein the processing equipment is configured to receive a measured rotational speed of the gearbox, the measured rotational speed representing the rotational speed related to the spectrum of mechanical vibrations.

7. A system according to claim 6, wherein:

the processing equipment is configured to search, from the spectrum of mechanical vibrations, a reference spike whose frequency is a known integer or rational number times the rotational speed of the gearbox, and

the processing equipment is configured to correct the rotational speed related to the spectrum of mechanical vibrations with the aid of the frequency of the reference spike and the known integer or rational number.

8. A system according to claim 1, wherein the processing equipment is configured to select, from a library of phenomena that contains data relating to several types of gearboxes, a sub-set of the data that relates to the gearbox under consideration, the sub-set of the data containing the phenomenon-specific frequencies and reference values of amplitudes relating to the phenomenon-specific frequencies.

9. A system according to claim 1, wherein:

the processing equipment is configured to select a frequency-band that covers the phenomenon-specific frequencies related to the phenomenon under consideration,

the processing equipment is configured to form a time domain signal that corresponds to a part of the spectrum of mechanical vibrations that belongs to the selected frequency band,

the processing equipment is configured to rectify the time domain signal,

the processing equipment is configured to convert the rectified time domain signal into frequency domain so as to form an auxiliary spectrum, and

the processing equipment is configured to search the at least two spikes from the auxiliary spectrum.

10. A system according to claim 1, wherein the processing equipment is configured to compare the shape of the spectrum of mechanical vibrations with a pre-stored shape that is indicative of unreliability in the measurement of the spectrum of mechanical vibrations.

11. A system according to claim 1, wherein the processing equipment is configured to form, for each phenomenon under consideration, the indicator of probability of occurrence according to the equation:

12. A system according to claim 1, wherein:

the processing equipment is configured to compute a total vibration level from the spectrum of mechanical vibrations,

the processing equipment is configured to set an interestingness figure to be the total vibration level, the interestingness figure being a single number,

the processing equipment is configured to extract, from the spectrum of mechanical vibrations, spikes that are unknown in the sense that they do not correspond to any of the phenomenon-specific frequencies,

the processing equipment is configured to add, to the interestingness figure, a value that depends on the number of the unknown spikes,

the processing equipment is configured to add to the interestingness figure, for each unknown spike, a value that depends on the ratio of that unknown spike and background vibration level prevailing in the frequency domain in the surroundings of that unknown spike, and

the processing equipment is configured to add to the interestingness figure, for each phenomenon under consideration, a value that depends on the indicator of the probability of occurrence related to that phenomenon.

13. A system according to claim 12, wherein the processing equipment is configured to compare the interestingness figure with an interestingness figure formed earlier for the same gearbox so as to derive information about a trend of the interestingness figure.

14. A system according to claim 12, wherein the processing equipment is configured to compare the interestingness figure with a corresponding interestingness figure formed for another gearbox that is identical and operates under similar conditions so as to derive information about differences between the gearbox and the other gearbox.

15. A method comprising:

measuring mechanical vibrations from at least one measuring point of at least one gearbox with at least one vibration sensor;

receiving data that contains information of at least one spectrum of mechanical vibrations measured from the at least one measuring point of the at least one gearbox,

reading, from memory, data indicative of at least two pre-determined phenomenon-specific frequencies and reference values of amplitudes relating to the pre-determined phenomenon-specific frequencies,

calculating one or more of the reference values of amplitudes relating to the phenomenon-specific frequencies by comparing i) a power indicator that is indicative to the mechanical power transferred with the gearbox and ii) pre-stored data that defines the reference values of amplitudes as functions of the power indicator,

searching, from the spectrum of mechanical vibrations, at least two spikes on frequencies determined based on the at least two pre-determined phenomenon-specific frequencies which correspond to a phenomenon defined with at least two pre-determined phenomenon-specific frequencies and with reference values of amplitudes relating to these phenomenon-specific frequencies, at least two of the reference values of the amplitudes being unequal to each other,

foaming an indicator of probability of occurrence for the phenomenon by comparing a) amplitudes of each of the at least two searched spikes and b) the reference values of the amplitudes relating to the phenomenon-specific frequencies, and

estimating the residual life of the gearbox or choosing a plan of maintenance based on the indicator,

wherein the phenomenon is one of the following;

a static unbalance, a dynamic unbalance, an angular alignment error, a radial alignment error, a fault in the outer roller path of a bearing, a fault in the inner roller path of a bearing, a fault in the roller element of a bearing, a fault in the holder of roller elements of a bearing, a mechanical resonance, a fault in teeth of a gearwheel, and a loose fit.

16. A non-transitory computer readable medium encoded with a computer program comprising computer executable instructions for controlling a programmable processor to:

receive data that contains information of at least one spectrum of mechanical vibrations measured from at least one gearbox by at least one vibration sensor,

read, from memory, data indicative of at least two pre-determined phenomenon-specific frequencies and reference values of amplitudes relating to the pre-determined phenomenon-specific frequencies,

calculate one or more of the reference values of amplitudes relating to the phenomenon-specific frequencies by comparing i) a power indicator that is indicative to the mechanical power transferred with the gearbox and ii) pre-stored data that defines the reference values of amplitudes as functions of the power indicator,

search, from the spectrum of mechanical vibrations, at least two spikes on frequencies determined based on the at least two pre-determined phenomenon-specific frequencies which correspond to a phenomenon defined with at least two pre-determined phenomenon-specific frequencies and with reference values of amplitudes relating to these phenomenon-specific frequencies, at least two of the reference values of the amplitudes being unequal to each other,

form an indicator of probability of occurrence for the phenomenon by comparing a) amplitudes of each of the at least two searched spikes and b) the reference values of the amplitudes relating to the phenomenon-specific frequencies, and

estimate the residual life of the gearbox or choose a plan of maintenance based on the indicator,

wherein the phenomenon is one of the following;

a static unbalance, a dynamic unbalance, an angular alignment error, a radial alignment error, a fault in the outer roller path of a bearing, a fault in the inner roller path of a bearing, a fault in the roller element of a bearing, a fault in the holder of roller elements of a bearing, a mechanical resonance, a fault in teeth of a gearwheel, and a loose fit.