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Claims  |
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What is claimed is:
1. A signal enhancement system for separating a composite diagnostic signal
emitted by a sensor monitoring a machine having a plurality of rotating
shafts into component signals, said signal enhancement system comprising:
a first transducer means for producing a first reference signal based on
the rotational speed of a first one of the plurality of rotating shafts;
a first adaptive filter having an input connected to said first transducer
means, said first adaptive filter processing the first reference signal to
produce a first component signal which closely approximates the
contribution of the first rotating shaft to the composite signal;
a first signal subtracting means for subtracting the first component signal
from the composite diagnostic signal to produce an intermediate composite
signal;
means for providing a feedback of the intermediate composite signal to said
first adaptive filter;
a second transducer means for producing a second reference signal based on
the rotational speed of a second one of the plurality of rotating shafts;
a second adaptive filter having an input connected to said second
transducer means, said second adaptive filter processing the second
reference signal to produce a second component signal which closely
approximates the contribution of the second rotating shaft to the
composite signal;
a second signal subtracting means for subtracting the second component
signal from the intermediate composite signal to produce a third component
signal;
means for providing a feedback of the third component signal to said second
adaptive filter; and
means for independently outputting the first, second and third component
signals.
2. A signal enhancement system for separating a composite diagnostic signal
emitted by a sensor monitoring a machine having a plurality of rotating
shafts into component signals, said signal enhancement system comprising:
a plurality of transducer means, each one of said transducer means being
associated with a respective one of the plurality of rotating shafts, for
producing a reference signal based on the rotational speed of the
respective rotating shaft;
a plurality of adaptive filters, each one of said adaptive filters having
an input connected to a respective one of said plurality of transducer
means, each adaptive filter processing the respective reference signal to
produce a component signal which closely approximates the contribution of
the respective rotating shaft to the composite signal;
a plurality of signal subtracting means, each one of said signal
subtracting means being associated with a respective one of said plurality
of adaptive filters, for subtracting the respective component signal from
an input signal to produce an output signal, wherein the input signal of
one of said plurality of signal subtraction means is the composite signal
and the input signal of each other signal subtraction means is the output
signal from another one of said signal subtraction means;
means for providing a feedback of each output signal to a respective
adaptive filter; and
means for independently outputting one of the output signals and each
component signal.
3. A method for separating a composite diagnostic signal emitted by a
sensor monitoring a machine having a plurality of rotating shafts into
component signals, said method comprising the steps of:
determining a reference signal for at least a number of the plurality of
rotating shafts, each reference signal being based on the rotational speed
of the respective rotating shaft;
filtering each reference signal through a respective adaptive filter to
produce a component signal which closely approximates the contribution of
the respective rotating shaft to the composite signal;
subtracting each component signal from a respective input signal to produce
a respective output signal, wherein one of the input signals is the
composite signal and each other input signal is a respective one of the
output signals;
providing a feedback of each output signal to its respective adaptive
filter; and
independently outputting a final output signal and each of the component
signals. |
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Claims  |
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Description  |
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BACKGROUND OF THE INVENTION
This invention relates generally to diagnostic processes for rotating
machinery and more particularly concerns a system which "cleans electronic
diagnostic signals by separating such signals into component signals
representing independent contributions from individual sources of the
overall signal.
In many applications, the performance of rotating machinery must be
monitored for diagnostic purposes. This is typically accomplished using a
sensor which produces a diagnostic signal representing an operating
characteristic of the machine. For instance, it is often desirable to
monitor a specific vibration level within an aircraft engine, but a
diagnostic sensor cannot be properly positioned inside of the engine
because it would tend to interfere with engine operation. A diagnostic
sensor is thus typically mounted in a non-invasive fashion to the outer
casing of the engine. However, since the sensor mounted to the casing is
sensitive not only to the vibrations of interest but to many other
vibrations occurring in the engine as well, the diagnostic signal produced
by the sensor becomes a "composite" signal having contributions from all
of the sensed vibration sources. Thus, analyzing the diagnostic signals
from a non-invasively mounted sensor is often rendered difficult or even
impossible because they can become highly contaminated by secondary
sources.
Some conventional diagnostic analyzing systems use time averaging methods
to eliminate random noise from diagnostic signals. Frequency domain post
processing techniques such as cepstrum analysis are also used in some of
the most advanced systems. However, these methods are complex, require
time consuming frequency domain processing, and are limited in their
ability to separate random and periodic signals from different sources.
Thus, there exists a need for a system and method for processing diagnostic
signals which can quickly separate a "composite" diagnostic signal into
the component signals representative of the contribution from independent
sources and thus "clean-up" the desired signal.
SUMMARY OF THE INVENTION
The present invention generally fulfills the above-mentioned need by
providing a signal enhancement system which enhances and separates
Composite diagnostic signals emitted by sensors monitoring machinery
having at least one rotatable shaft. The signal enhancement system
comprises at least one signal subtraction loop which includes a transducer
that produces a reference signal based on the rotational speed of the
shaft and an adaptive filter connected to the transducer. The adaptive
filter processes the reference signal to produce a component signal which
closely approximates the contribution of the rotating shaft to the
composite signal. A summer is also included which subtracts the component
signal from the composite diagnostic signal to produce an output signal.
Means are provided for independently outputting the component and output
signals.
In the case where the machine has more than one rotatable shaft, a
plurality of signal subtraction loops are provided, one for each shaft. In
this arrangement, the summer of the first loop subtracts the component
signal of the first loop's adaptive filter from the composite diagnostic
signal to produce an output signal. Then, the summer of each successive
loop subtracts the component signal from that loop's adaptive filter from
the output signal of the prior loop. The last output signal and each
component signal are the system output.
Other objects and advantages of the present invention will become apparent
upon reading the following detailed description and the appended claims
and upon reference to the accompanying drawings.
DESCRIPTION OF THE DRAWINGS
The subject matter which is regarded as the invention is particularly
pointed out and distinctly claimed in the concluding portion of the
specification. The invention, however, may be best understood by reference
to the following description taken in conjunction with the accompanying
drawing figures in which:
FIG. 1 is a schematic view of the present invention as implemented with a
machine having one rotatable shaft;
FIG. 2 is a block diagram of the signal enhancer of FIG. 1;
FIG. 3 is a schematic view of the present invention as implemented with a
machine having two rotatable shafts; and
FIG. 4 is a block diagram of the signal enhancer of FIG. 3.
DETAILED DESCRIPTION OF THE INVENTION
Turning to FIG. 1, a schematic representation of the present invention is
shown. The present invention is used with a machine 12 which has at least
one rotatable shaft 14. Prime examples of appropriate machinery are
aircraft engines or power generation turbine devices, although the present
invention is applicable to just about all forms of rotating machinery. A
diagnostic sensor 16 is attached to the housing of the machine 12. As
described herein, the sensor 16 is a vibration sensor such as an
accelerometer. However, this is only an illustrative example. The present
invention is not limited to vibrational analyses; it is applicable to many
other diagnostic processes. The sensor 16 senses the vibration level in
the machine 12 and produces a diagnostic signal 18 representative thereof.
The vibration level in the machine 12 typically results from many
vibration sources, one being the rotation of the rotatable shaft 14. Thus,
the diagnostic signal 18 is a composite signal representing the vibrations
from each source. The composite diagnostic signal 18 is fed to a signal
enhancer 20.
A transducer 21 is provided for sensing the rotational speed of the shaft
14 and producing a corresponding reference signal 22 which is also fed to
the signal enhancer 20. The reference signal 22 is a time waveform having
a frequency equal to the shaft rotational frequency and its harmonics. The
reference signal 22 is thus correlated in some unknown way to the
contribution of the rotating shaft 14 to the composite signal 18. The
transducer can be any suitable device capable of generating a signal at
the shaft rotational frequency and harmonics of that frequency, such as a
tachometer. In response to the inputs of the composite diagnostic signal
18 and the reference signal 22, the signal enhancer 20 separates the
composite signal into first and second component signals 24, 26 which are
produced as system output. As further explained below, the first component
signal 24 represents the contribution of the rotating shaft 14 to the
composite signal, and the second component signal 26 represents vibrations
due to sources other than shaft rotation.
FIG. 2 shows the signal enhancer 20 in more detail. The composite
diagnostic signal 18 is fed directly to a summer 28 while the reference
signal 22 is fed to an adaptive filter 30. The adaptive filter 30
processes the reference signal to produce an output which closely
approximates the contribution of the rotatable shaft 14 to the composite
signal 18. This output of the adaptive filter is the first component
signal 24. In addition to being produced as system output, the first
component signal 24 is fed to the summer 28. The summer 28 subtracts the
first component signal 24 from the composite signal 18 to produce an
output which represents the vibrations in the machine 12 that are not
derived from the rotatable shaft 14. This output of the summer 28 is the
second component signal 26. The present invention can be used with digital
or analog signals. Thus, the system input signals 18,22 can be fed through
analog-to-digital convertors (not shown) prior to being inputted to the
signal enhancer 20, if necessary.
The adaptive filter 30 utilizes a Least Mean Square (LMS) algorithm which
adjusts the coefficients of the adaptive filter until the difference of
the diagnostic composite signal 18 and the adaptive filter output (the
first component signal 24) is minimized. Adjustment is accomplished in
part through the feedback of the summer output (the second component
signal 26) to the adaptive filter 30 as shown at reference numeral 32. A
suitable LMS adaptive filter and LMS algorithm are described in the
article "Adaptive Noise Cancelling: Principles and Applications,"
Proceedings of the IEEE, Volume 63, Number 12, December 1975, pages
1692-1716, by Bernard Widrow et al. This adaptive filter can operate under
changing conditions and can readjust itself continuously to minimize the
output of the summer 28.
The present invention is also applicable to machines having more than one
rotatable shaft. An example of such a machine is a high bypass turbofan
aircraft engine, although other multiple rotor machines are equally
applicable. FIG. 3 schematically shows the present invention as used with
a high bypass turbofan aircraft engine 110. The engine 110 includes a high
pressure spool (HPS) having a HPS rotatable shaft 114 and a low pressure
spool (LPS) having an LPS rotatable shaft 115. As the engine per se does
not form an inventive part of the present invention, the structural
details of the engine are not necessary to an understanding of the present
invention and will not be described further.
A sensor 116 is mounted to the outer casing of the engine 110 to sense a
physical characteristic of the engine. As with the first embodiment, the
sensed characteristic described herein is vibration level. However, it is
again noted that this is only for illustrative purposes, and many other
diagnostic parameters can be analyzed. Vibrations occurring in the engine
110 can result from a number of different sources including aerodynamic
loadings, combustor vibrations and airframe vibrations, as well as
vibrations due to the rotation of the two shafts 114,115. The sensor 116
thus produces a diagnostic signal 118 which is a composite signal
representing vibrations from each source. A transducer 121 is associated
with each of the two shafts 114,115 for sensing the rotational speed of
the respective shaft. The transducers 121 produce reference signals
122,123 which correspond to the rotational frequencies and harmonics of
the respective shafts. These signals are thus correlated to the vibration
contributions of the two shafts.
A signal enhancer 120 is also provided. The signal enhancer 120 receives
inputs of the composite diagnostic signal 118 and the reference signals
122,123. In response to these inputs, the signal enhancer 120 separates
the composite signal into first, second and third component signals 124,
125,126 which are produced as system output. As further explained below,
the first component signal 124 represents the contribution of the HPS
shaft 114 to the composite signal, the second component signal 125
represents the contribution of the LPS shaft 115, and the third component
signal 126 represents vibrations due to sources other than shaft rotation,
such as aerodynamic loadings, combustor vibrations and airframe
vibrations.
FIG. 4 shows the signal enhancer 120 in further detail. Here, the signal
enhancer can be viewed as having two signal subtraction loops, one loop
corresponding to each rotatable shaft. Each signal subtraction loop
comprises a reference signal input, an adaptive filter, a summer, and a
feedback of the summer output to the adaptive filter. In FIG. 4, the first
composite loop receives an input of the composite signal 118, which is fed
directly to a first summer 128. The HPS reference signal 122 is fed to a
first adaptive filter 130. The adaptive filter processes the reference
signal 122 to produce an output which closely approximates the
contribution of the HPS shaft 114 to the composite vibration signal. The
output of the first adaptive filter 130, which is outputted from the
system as the first component signal 124, is also fed to the first summer
128. The first summer 128 subtracts the first adaptive filter output from
the diagnostic signal 118 and produces an output of this difference. As
shown at reference numeral 132, the first summer output, which represents
the contributions of the LPS shaft 115 and sources other than shaft
rotation to the composite signal, is fed back to the first adaptive filter
130.
The first summer output is also fed to a second summer 129 as the primary
input to the second subtraction loop. The LPS reference signal 123 is fed
to a second adaptive filter 131 which processes the signal 123 to produce
an output which closely approximates the contribution of the LPS shaft 115
to the composite vibration signal 118. This output of the second adaptive
filter 131 is the second component signal 125. In addition to being
produced as a system output, the second component signal 125 is fed to the
second summer 129. The second summer 129 subtracts the signal 125 from the
output of the first summer 128. The output of the second summer 129
represents vibrations not attributable to either of the two rotatable
shafts and is the third component signal 126. As seen at reference numeral
133 the signal 126 is fed back to the second adaptive filter.
The above embodiment uses two signal subtraction loops for extracting the
contributions of two sources of vibrations (the two rotatable shafts
114,115). However, the present invention can be extended for extracting
the contributions of more than two vibration sources, as long as a
reference signal which is adequately correlated to each source can be
determined. To do so, a signal subtraction loop would be provided for each
independent vibration source. In such an arrangement, the summer of the
first loop subtracts the component signal produced by the first loop's
adaptive filter from the composite diagnostic signal to produce an output
signal. Then, the summer of each successive loop subtracts the component
signal of that loop's adaptive filter from the output signal of the prior
loop. The last output signal and each component signal are the system
outputs.
The foregoing has described a system and method for separating a composite
diagnostic signal detected in rotating machinery into a number of
component signals representative of the contributions to the composite
signal of a number of independent sources.
While specific embodiments of the present invention have been described, it
will be apparent to those skilled in the art that various modifications
thereto can be made without departing from the spirit and scope of the
invention as defined in the appended claims.
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Description  |
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