Vibration monitoring systems
View Patent ↗A method for determining an operational condition of a vibratory system, comprising receiving vibration signals from one or more sensors associated with the vibratory system preprocessing the vibration signals to remove known noise to create a preprocessed signal, processing the preprocessed signal in both a time domain and a frequency domain to create time domain data and frequency domain data, respectively, and fusing the time domain data and the frequency domain data to determine the existence of abnormal operations.
1. A vibration monitoring system for determining an operational condition of a vibratory system, comprising:
one or more sensors configured to output a vibration signal;
a preprocessing module operatively connected to the sensors to receive and preprocess the vibration signal, the preprocessing module configured to output a preprocessed signal;
a time processing module operatively connected to the preprocessing module to receive the preprocessed signal and to output time domain data;
a frequency processing module operatively connected to the preprocessing module to receive the preprocessed signal and to output a frequency domain data, wherein the frequency processing module processes the preprocessed signal in the frequency domain, wherein processing in the frequency domain includes determining a spectral bandwidth (SB) of the preprocessed signal, the spectral bandwidth is normalized and is determined by
SB
=
√
(
N
N
+
1
)
,
wherein N is the number of sub-synchronous components to the spectral bandwidth, wherein the spectral bandwidth converges toward 1 as vibration signals approach random; and
a data fusion module operatively connected to the time processing module and the frequency processing module to receive the time domain data and the frequency domain data, wherein the data fusion module is configured to combine the time domain data and frequency domain data to determine the operational condition of the vibratory system; and
an alarm configured to be operated when existence of an abnormal operational condition of the vibratory system is determined.
2. A method for determining an operational condition of a vibratory system, comprising:
receiving vibration signals from one or more sensors associated with the vibratory system preprocessing the vibration signals to remove known noise to create a preprocessed signal;
processing the preprocessed signal in both a time domain and a frequency domain to create time domain data and frequency domain data, respectively;
and fusing the time domain data and the frequency domain data to determine the existence of abnormal operations, wherein processing in the frequency domain includes determining a spectral bandwidth (SB) of the preprocessed signal, the spectral bandwidth is normalized and is determined by
SB
=
√
(
N
N
+
1
)
,
wherein N is the number of sub-synchronous components to the spectral bandwidth, wherein the spectral bandwidth converges toward 1 as vibration signals approach random; and
operating an alarm when the existence of abnormal operations is determined.
3. The method of claim 2 , wherein receiving the vibration signals from the sensors includes receiving vibration signals from one or more accelerometers.
4. The method of claim 2 , wherein preprocessing includes an analog-to-digital conversion of the vibration signal.
5. The method of claim 2 , wherein preprocessing includes passing the vibration signal through one or multiple analog and/or digital filters to remove known noise.
6. The method of claim 2 , wherein preprocessing includes removing vibration from one or more external sources that are coupled to the vibratory system.
7. The method of claim 2 , wherein preprocessing includes removing frequencies beyond designed synchronous speed band when there are multiple high order harmonics.
8. The method of claim 2 , wherein preprocessing includes decimation to reduce an amount of data for processing.
9. The method of claim 2 , wherein processing in the time domain includes performing kurtosis on the preprocessed signal.
10. The method of claim 2 , wherein fusing the data includes weighting the time domain data and the frequency domain data based on one or more predetermined conditions.
11. The method of claim 10 , wherein fusing the data includes applying weights to the time domain data and the frequency domain data to obtain generalized data.
12. The method of claim 11 , further comprising comparing the generalized data with a predetermined threshold to determine the operational condition of the vibratory system.
13. The method of claim 10 , wherein fusing the data includes applying weights to the time domain data and the frequency domain data based on a priori data.
14. The method of claim 2 , wherein receiving signals from the one or more sensors can include receiving signals from a plurality of sensors placed at different physical locations in/on the vibratory system, wherein fusing the processed data from the plurality of sensors includes applying a weight matrix to the processed data to obtain generalized data based on a priori data of one or more portions of the vibratory system.