Determination of RPM based on vibration spectral plots and speed range

Patent metadata

Field	Value
Publication number	US-12174059-B2
Application number	US-202217942196-A
Country	US
Kind code	B2
Filing date	Sep 12, 2022
Priority date	Apr 5, 2018
Publication date	Dec 24, 2024
Grant date	Dec 24, 2024

Abstract

An apparatus is described that determines an estimated rotational speed of a rotating component of a machine in the absence of a reliable tachometer signal to indicate an actual rotational speed. The apparatus includes a processor that determines a range of rotational speeds for the machine based on historical data, generates a vibration spectrum based on measured digital vibration data, identifies vibration peaks in the spectrum, determines a maximum peak amplitude of the vibration peaks, determines candidate frequency values within the range of rotational speeds, for multiple harmonics identifies a nearest peak within a spectral peak frequency tolerance of each harmonic, determines an error value based on a difference between the candidate frequency value and the nearest peak frequency value, determines an error sum value for each candidate frequency value, which is an iterative sum of the error values determined for the harmonics, determines the estimated rotational speed of the machine based on the candidate frequency value having a largest error sum value, and analyzes the digital vibration data using the estimated rotational speed of the machine to determine an operational characteristic of the machine.

First claim

What is claimed is:

1. An apparatus for determining an estimated rotational speed of a rotating component of a machine in the absence of a reliable tachometer signal to indicate an actual rotational speed, the apparatus comprising:
a vibration sensor attached to the machine that generates an analog vibration signal indicative of vibration of the machine;
an analog-to-digital converter in electrical communication with the vibration sensor that converts the analog vibration signal to digital vibration data;
a processor in electrical communication with the analog-to-digital converter that executes instructions to process the digital vibration data, including instructions to:
determine a range of rotational speed for the machine based on historical data recorded for the machine;
generate a vibration spectrum based on the digital vibration data, the vibration spectrum comprising vibration amplitude values associated with frequency values;
identify a plurality of vibration peaks in the vibration spectrum, each having a peak amplitude value and a peak frequency value;
determine a maximum peak amplitude of the peak amplitude values of the plurality of vibration peaks;
determine a plurality of candidate frequency values in the vibration spectrum, wherein each candidate frequency value is within the range of rotational speed and is associated with a corresponding family of harmonics;
for each harmonic of the corresponding family of harmonics of each candidate frequency value, identify a nearest peak that is within a spectral peak frequency tolerance of the harmonic, the nearest peak having a nearest peak frequency value and a nearest peak amplitude value;
for each harmonic of the corresponding family of harmonics of each candidate frequency value, determine an error value based at least in part on a difference between the candidate frequency value and the nearest peak frequency value;
for each candidate frequency value, determining an error sum value, which is an iterative sum of the error values determined for the harmonics of the corresponding family of harmonics;
determine the estimated rotational speed of the machine based on the candidate frequency value having a largest error sum value; and
analyze the digital vibration data using the estimated rotational speed of the machine to determine an operational characteristic of the machine.

2. The apparatus of claim 1 , wherein the spectral peak frequency tolerance is three times a bin width of the vibration spectrum.

3. The apparatus of claim 1 , wherein the error value is determined based at least in part on a ratio of A max /A p , where A max is the maximum peak amplitude of the peak amplitude values of the plurality of vibration peaks, and A p is the nearest peak amplitude value.

4. The apparatus of claim 1 , wherein contributions of higher-order harmonic peaks in the iterative sum of error values are successively reduced by a chosen reduction factor.

5. The apparatus of claim 4 , wherein the chosen reduction factor is 10 percent.

6. The apparatus of claim 1 , wherein the range of rotational speed is bounded by a lower limit and an upper limit that are based on a median speed of the machine over a period of operation, wherein the lower and upper limits are determined according to:
lower limit=(median speed)/2
and
upper limit=(median speed)×2.

Assignees

• Computational Systems Inc

Inventors

• Hayzen Anthony J
• Bowers Iii Stewart V

Classifications

• G01M1/22

  and converting vibrations due to imbalance into electric variables · CPC title

• G01P3/44

  for measuring angular speed (G01P3/56 takes precedence) · CPC title

• G01P3/48

  by measuring frequency of generated current or voltage {(in general G01R23/00)} · CPC title

• G01H1/003 Primary

  of rotating machines (G01H1/10 takes precedence) · CPC title