Order Analysis Basics

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  • www.bksv.com Brel & Kjr Sound & Vibration Measurement A/S. Copyright Brel & Kjr. All Rights Reserved.

    Introduction to Order Analysis

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    IntroductionContents

    Sources of Machine Vibration

    Principles of Order Analysis

    Various Methods of Order Analysis FFT based Order Tracking

    Order Analysis.

    Vold-Kalman Order Tracking Filter Technique

    Additional tools Auto-Tracking, no tacho signals available

    DC Speed Ramp signal

    Signal enhancement

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    Machines have been designed to perform certain tasks

    Merits of Machines

    However, due to design and/or manufacture flaws, wear/tear, machines

    vibrate and make noise.Lets have a look at the sources of this

    noise and vibration

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    Energy Transfer in Machines

    1Vibration excitation

    due to imperfections in rotating parts

    2Transfer of energy

    to other parts of the machine through

    the machine structure

    4 and emission

    of noise

    3. causing

    vibration in all parts of the

    machine

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    Measure on the Outside to Learn about the Inside

    we can get information about what

    happens inside the machine

    and measurement of noise near the machine

    From measurement of vibration on the

    outside of the machine

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    Moving and Fixed Parts in MachinesLets have a look at what a machine contains..

    During operation these moving parts are themain causes of noise and vibration

    A machine contains one or several rotating and reciprocating parts like shafts, gears, and pistons.

    When the frequency of this vibration coincides with one of the resonance frequencies of the fixed parts (structural resonances) the structure will amplify the vibrations.

    in addition, the machine contains a large number of fixed parts whichvibrate when excited by the vibration generated by the rotating parts.

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    Forces and Vibration

    891875

    Vibration+ =InputForcesSystem

    Response(Mobility)

    Forces caused byImbalanceShockFrictionAcoustic

    StructuralParameters:MassStiffnessDamping

    + =

    VibrationParameters:AccelerationVelocityDisplacement

    Frequency Frequency Frequency

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    Sources of Machine VibrationThe moving parts of machines create vibration at different frequencies.

    Frequency, Hz

    Vibrationlevel

    Vibration at the rotational frequency (1st order) of the main shaft, caused by unbalance

    Extra high level of 6th harmonic/order due to imperfect fan with 6 blades

    Vibration (suborders at 42-48% of RPM) caused by oil film whirl or whip in journal bearing

    Vibrations at 50 or 60 Hz (incl. harmonics) caused by electromagnetic forces or electric

    noise picked up from power cablesVibration caused by worn gear

    12th

    Vibration amplified by structural resonances in the machine structure

    NOISE, i.e., vibrations causedby other machines or ambience

    e.g., wind excitation or acoustic excitationHarmonics of speed of main shaft caused by

    misalignment

    Misalignment of the shaft causes vibration at lower harmonics = orders

    (rotational frequency 1, 2, 3,)

    2nd 3rd 4th 5th 6th 7th 8th 9th1st(Frequency, Hz)Order

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    When we remove the colors used in the previous example

    The Frequency Spectrum

    We will therefore now demonstrate how we can identify and analyze different frequency components using

    Order Analysis

    it becomes very difficult to tell which vibration component account for which

    property/defect!

    Vibrationlevel

    (Frequency, Hz)Order

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    Principle of Order Analysis

    The key to sound and vibration analysis on rotating machines ismeasurement of the rotational speed of the machine

    simultaneously with measurement of sound and vibration.

    The speed is normally measured with a Tacho probe giving one (or more) tacho pulse(s) for each revolution of the rotating part (shaft).

    Order Analysis or Order Tracking(Rotational speed = RPM = Revolutions/minute = 1st order)

    When the analysis is related to the rotational speed it is called

    Vibration

    MachineSound

    Tacho

    Speed = RPM = 1/T

    T

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    Older Analog Analysis techniques

    Analog tracking filter and Analog recording

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    Older Analog Analysis techniques

    Analog tracking filter and Analog recording

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    Storage of Spectra (Method 1)

    Storage of Slices (Method 2)

    + Tags Speed values from Tachometer Average Speed values from Analyzers Time Process parameter (Overall level)

    Tags

    #

    ##

    #

    AverageSpeed 2

    SpectraFFT, Order,

    1/n Octave, etc...Slices

    Order, Frequency bandOverall L,A,B,C levels

    #

    ##

    ##

    Time

    #

    ##

    ##

    Speed 1

    #

    ##

    #

    Speed 2

    #

    ##

    #

    AverageSpeed 1

    Todays numerical method - Storage in Multi-buffers

    #

    ##

    #

    Overalllevel

    (based upon speed interval, time interval,..)

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    Frequency [Hz]

    1800

    1400

    1000

    [RPM]Speed

    0

    5

    10Vibration level

    [m/s2]

    Vibrationlevel[m/s2]

    0

    5

    10

    1000

    1800160014001200

    [RPM]Speed

    Frequency [Hz]

    Principle of Order TrackingTo investigate the machine during operation, e.g., during a run-up, we measure vibration spectra at certain RPM intervals. Since each spectrum is tagged with the actual RPM, we can show Waterfall plot and Contour plots of the vibration spectra as a function of RPM (z-axis).Notice how the contour plot makes it very easy to separate spectral components related to the speed of the machine from other components, e.g., structural resonances.

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    From the plots we can extract just the information we want: Order or Structural Resonance slices.

    Principle of Order Analysis

    These slices can be viewed during the measurement or extracted from the stored spectral information after the measurement as post-processed slices.

    Speed [RPM]

    [m/s2]

    05

    10 1st order

    Speed [RPM]

    [m/s2]

    05

    106th order

    Speed [RPM]

    [m/s2]

    05

    10Structural

    Resonance

    Frequency [Hz]

    1800

    1400

    1000

    [RPM]Speed

    0

    5

    10Vibration level

    [m/s2]

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    Mlt UP FFT spectrum(Vibration Z)Working : Input : Order Run-up : FFT Analyzer

    0 40 80 120 160 200 240 280 320 360 400

    0

    1

    2

    2k

    3k

    4k

    5k

    [Hz]

    [m/s]

    [RPM] (Speed Tacho 1)

    Mlt UP FFT spectrum(Vibration Z)Working : Input : Order Run-up : FFT Analyzer

    0 40 80 120 160 200 240 280 320 360 400

    0

    1

    2

    2k

    3k

    4k

    5k

    [Hz]

    [m/s]

    [RPM] (Speed Tacho 1)

    Analysis Methods of Order Analysis

    FFT based Order Tracking (Real Time) Only lower orders are of interest Orders are well separated Rotational speed variation is limited

    Digital Re-sampling Order Analysis (Real Time) High orders are of interest Rotational speed variation is wide and/or fast

    Vold-Kalman Order Tracking (Post processing) Measurement situations are difficult

    Crossing orders Very fast RPM change (high slew rate) Gear shift

    Order waveform is wanted for playback

    Order waveform of 1. and 3. order

    3. order1. order

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    Speed processing for FFT and Order analysis

    Tacho processing method

    Pulse train, n pulse per revolution

    Auto Tracking, no Tacho signal

    DC Voltage ramp

    AB

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    1- FFT based Order Tracking

    FFTAnalyzer

    Tacho-meter

    Use: RPM tagging Extraction of

    order slices

    TimeSignals

    TachoSignals

    FFTSpectra

    Analysis based on ordinary FFT spectrum analysis.FFT spectra and slices, shown as function of RPM measured by the tachometer.

    Orderand

    FrequencySlices

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    Mlt UP FFT spectrum(Vibration Z)Working : Input : Order Run-up : FFT Analyzer

    0 40 80 120 160 200 240 280 320 360 400

    0

    1

    2

    2k

    3k

    4k

    5k

    [Hz]

    [m/s]

    [RPM] (Speed Tacho 1)

    Mlt UP FFT spectrum(Vibration Z)Working : Input : Order Run-up : FFT Analyzer

    0 40 80 120 160 200 240 280 320 360 400

    0

    1

    2

    2k

    3k

    4k

    5k

    [Hz]

    [m/s]

    [RPM] (Speed Tacho 1)

    Simple Contour plot and waterfallWaterfall and Contour plot of the same run-up test of the Vibration-Z sensor.

    FFT based water fall analysis.

    The contour plot has a delta order cut cursor at an oblique angle used to make slice cut of key orders vs RPM.

    Mlt UP FFT spectrum(Vibration X) - sliceWorking : Input : Order Run-up : FFT Analyzer

    1.2k 1.6k 2k 2.4k 2.8k 3.2k 3.6k 4k 4.4k 4.8k 5.2k

    0

    400m

    800m

    1.2

    1.6

    2

    2.4

    2.8

    3.2

    3.6

    4

    [RPM] (Nominal Values)

    [m/s] Mlt UP FFT spectrum(Vibration X) - sliceWorking : Input : Order Run-up : FFT Analyzer

    1.2k 1.6k 2k 2.4k 2.8k 3.2k 3.6k 4k 4.4k 4.8k 5.2k

    0

    400m

    800m

    1.2

    1.6

    2

    2.4

    2.8

    3.2

    3.6

    4

    [RPM] (Nominal Values)

    [m/s]

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    FFT based Order Tracking

    Advantage: Low cost

    (more channels for a given processing power) On-line analysis Slice extraction with multiple tacho references

    Limitation: Smearing of higher orders Only for lower, well separated orders over a

    limited RPM range and relatively slow run-up.

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    2- Order Analysis (re-sampling)

    OrderAnalyzer

    Tacho-meter

    The Sampling rate of an Order Analyzer changes in accordance with the rotational speed of the machine under investigation (tracking). The result is that individual orders remain on the same order line on the plot and smearing is avoided.With this technique close orders and very high orders can be identified and analysed.

    Use: Tracking

    reference RPM tagging Extraction of

    order slices

    TimeSignals

    TachoSignal

    OrderSpectra

    OrderSlices

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    FFT based vs. Order based: Whats the Difference?a) Original signal

    b) Fixed sampling frequency (FFT Based) FFT Spectrum (no tracking)

    Samples analyzed

    Order Spectrum (tracking)c) Sampling according to tacho (Order Based)

    Samples analyzed

    fmax

    fs = 2,56 fmax

    Example: fs = 8 ffundamental

    Frequency

    4 Orders321Revolutions(periods)

    Time

    Time

    810110/1

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    Run-up/down Tests with re-sampling

    Constant Frequency Curves

    f = 50 Hz

    RotationalSpeedRPM

    Order No

    3000

    2400

    1800

    1200

    600

    1 2 3 4 5 6 7 8 9 10

    f = 100 Hz

    f = 150 Hz

    880491

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    Constant Frequency cursor in Order Contour Plots

    White cursor line indicates a resonance in an Order based contour plot.

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    Tacho GearingRatio 1:2

    A

    Probe

    Factor

    N pulses / rev

    Factor = N, ex: 32 or 64ppr

    Combined gearing = N Ratio

    Ratio =Speed A

    Speed B

    23

    17

    AteethBteeth

    = =

    AB

    B

    A

    Probe

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    Order Analysis

    Advantage: Accurate identification of higher orders, no smearing Analysis of high orders over a wide RPM range Analysis of close orders On-line analysis Fast runup can be handled with accurate Tacho (ex:60ppr)

    Limitation: Depends on a reliable and accurate Tachometer No frequency slices

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    Order Tracking Analysis

    Time: When ?Referenced to the revolution of the shaft[Rev]

    Order spectrum: How often?[per revolution]

    Frequency Analysis

    Time: When ?Referenced to the clock[sec]

    Frequency spectrum: How often? [per second]

    Order Tracking Analysis

    Revolutions [Rev]

    Harmonics [Order][per revolution]

    Signal

    Spectrum

    Frequency Analysis

    Time [sec]

    Frequency [Hz][per sec]

    FFT based vs. Order based: Whats the Difference?

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    Time signals for FFT and Order analyzersRev (Vibration X)

    W orking : Input : Input : Sync Avg Order Analyzer

    0 1 2 3 4 5 6 7 8 9

    -8

    -6

    -4

    -2

    0

    2

    4

    6

    8

    [Revolution]

    [m/s] Rev (Vibration X)W orking : Input : Input : Sync Avg Order Analyzer

    0 1 2 3 4 5 6 7 8 9

    -8

    -6

    -4

    -2

    0

    2

    4

    6

    8

    [Revolution]

    [m/s]

    Time(Vibration X) - InputWorking : Input : Input : FFT Analyzer

    0 10m 20m 30m 40m 50m 60m 70m 80m 90m 100m 110m 120m

    -6

    -4

    -2

    0

    2

    4

    6

    [s]

    [m/s] Time(Vibration X) - InputWorking : Input : Input : FFT Analyzer

    0 10m 20m 30m 40m 50m 60m 70m 80m 90m 100m 110m 120m

    -6

    -4

    -2

    0

    2

    4

    6

    [s]

    [m/s]

    On the left:

    Time trace from and Order analyzer with an horizontal axis showing revolutions

    On the right:

    Time trace from and FFT analyzer with an horizontal axis showing seconds.

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    Analysis without and with re-sampling

    With tracking

    Analysis of a vibration signal from a machine

    with slightly varying speed

    Without tracking

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    Comparison of Order vs. FFT Analysis

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    Order Analysis - with or without re-sampling

    Run-up/down tests using frequency spectra, i.e. without re-sampling:

    Advantages: Fast Orders referenced to different

    speeds can be extracted from the same spectra

    Easy to identify resonances (fixed frequencies) from contour plot

    Easily understood

    Disadvantages: Smearing of components High no. of FFT lines if wide RPM

    and frequency range is required

    Run-up/down test using order spectra, i.e. with re-sampling:

    Advantages: No smearing Identification of higher harmonic

    orders Low no. of lines in the spectra Wider slew rate Time data in crank domain

    Disadvantages: More processing power required Accurate tacho required

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    Vold Kalman Filtering

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    TimeSignals

    Vold-Kalman Order Tracking Filtering

    RPMprofile

    extraction

    Vold-Kalman

    Filter

    Order waveform of 1. and 3. order

    3. order

    1. orderTime and tacho signalscaptured using

    Time Capture Analyzer

    OrderLevels

    OrderWaveforms

    for playback

    1. order

    Magnitude of 4 selected orders

    9. order

    3. order

    10. order

    Two step post-process on captured data:Step 1: Extraction of accurate RPM profile.Step 2: Filter out orders according to the

    RPM profile.

    TachoSignals

    PCMemory

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    Gear Shift Event: RPM Profiles

    Light truck, V-8 engine light load condition

    Gear shifting events first, second, third and forth

    gear engaged Engine and drive-shaft RPM

    profiles

    Gear shifting event analyzed from second to third gear

    RPM profiles raw and curvefitted RPM two hinge points

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    Editing of single orders: Waveform extraction

    Removal or attenuation of orders in run up/downmeasurements

    Total signal

    9th order waveform

    9th order removedor attenuated

    Sound Quality synthesis studies

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    Vold-Kalman Order Tracking Filtering*

    Advantage: Can handle complicated situations like:

    Crossing orders Gear shifts Tacho drop-out

    Unlimited slew rate/speed variation Useful for Sound Quality work

    Limitation: Off-line analysis More time consuming

    * For a detailed description see Sound and Vibration, April 1999, p. 34 - 44:Characteristics of the Vold-Kalman Order Tracking Filter

  • www.bksv.com Brel & Kjr Sound & Vibration Measurement A/S. Copyright Brel & Kjr. All Rights Reserved.

    AutotrackingFunctionality in PULSE LabShop and Reflex

    Order tracking without direct access to the rotating parts of the machine

    Tacho Processing - AutoTracking

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    Introduction Rotating Machinery

    Knowing the RPM of the rotating parts is important for analysis and diagnostics

    Order Analysis

    Limitations of the Tacho Solution Requires direct access to

    rotating parts and dedicated sensors Mounting is time consuming and difficult

    (compact engines, safety requirement)

    Benefits of Autotracking Indirect measurements

    Accelerometers, Microphones Order Analysis

    Tacho signal not available or difficult to get

    Applications Drivetrain, Turbocharger, Turbine, Engine

    01

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    Autotracking Basic Idea

    An frequency tracking method where the fundamental frequency is indirectly extracted from the measured vibration or acoustic signal rather

    than directly from a tacho probe

    Method based on Bayesian statistics, where the posterior distribution of the fundamental frequency is computed

    conditioned on the measured data and a harmonic model of the signal

    where d: measured signal; I: prior knowledge in the estimation model;

    n: record index; N: Number of previous records

    Idp Nnnnnn ,,,,,, 03020100

    03

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    How to select harmonics, 1 ?

    Acoustic signal from 5 cylinder engine

    Expected harmonics:2.5, 5, 7.5 etc.

    Pretest Inspection

    Experimental data

    09

    5

    2.5 2

    7.5

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    3 Cylinder engine exampleFFT waterfall showing the key

    orders = 1 and 1.5

    Speed versus time for regular tach pulse signal (blue) and AutoTracking generated speed siignal (orange). The two are identical until the end of the run down.

    Order analysis waterfall using the AutoTracking Tacho signal

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    Autotracking Benefits State-of-the-art solution

    Based on Bayesian statistical methods using measured dataharmonic structure and tracking profile

    Supplement to current Tachometer

    No need for direct access to rotating parts A direct tacho signal may not be available

    The tacho signal may be of bad quality

    No need for dedicated tacho probes and tacho channels Less and inexpensive equipment (indirect meas using accs and mics)

    Reduced channel count (use existing channels)

    No problems with e.g. ground loops

    Ease-of-use No time-consuming and difficult mounting (compact engines)

    Reduced safety requirements

    19

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    Tacho Processing DC RampFeature introduced in Pulse 11

    Order Spectrum Fourier Phase is independent of the RPM

    Tracking using Aux.Signal Input [V/rpm] as tracking reference

    The DC speed signal can come from the CAN bus.

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    Signal EnhancementSpectrum Enhancement

    Special for Order Analysis Advance feature

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    Signal Enhancement

    Applications Wave form analysis Reduce background noise Enhance orders Separaton of mechanical and

    electrical vibrations

    Signal enhancement or Synchronous time domain averaging

    Extraction of a periodically repeating signalfrom additive contaminating noise

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    Application Example

    Signal enhancement in machine analysis Vibration measurement on a machine shop floor

    ContaminatingBackground Vibration

    MachineVibration

    Accelero-meter

    VibratingMachine

    TachoProbe

    Vibration

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    Traditional Average vs. Signal Enhancement

    Time

    FFT

    FFT

    TimeTime

    FFT FFT

    FFT

    Time

    Time

    Time Time

    Average

    Average

    Traditional SpectrumAveraging

    Signal Enhancement

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    Time Averaging vs. Synchronous Time Averaging

    Time averaging i.e. no trigger

    Time synchronous averaging i.e. trigger

    Averages to zero Extracts waveform

    )t(a1

    )t(a2

    )t(a jN1

    +

    ...

    )t(a1

    )t(a2

    )t(a jN1

    +

    ...

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    Enhancement Order specturm

    Sync Order spectrum(Vib 1)Working : Input : Input : Sync Order Analyzer

    16 18 20 22 24 26 28 30 32 34 36 38 40

    -80

    -70

    -60

    -50

    -40

    -30

    -20

    -10

    0

    [Order]

    [dB/1.00 in/sec] Sync Order spectrum(Vib 1)Working : Input : Input : Sync Order Analyzer

    16 18 20 22 24 26 28 30 32 34 36 38 40

    -80

    -70

    -60

    -50

    -40

    -30

    -20

    -10

    0

    [Order]

    [dB/1.00 in/sec]

    Order spectrum data with and without Time Synchronous averaging after 50 averages only.

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    Literature for Further Reading

    Time Capture Type 7705(Brel & Kjr Lecture Note BA 7653-11:)

    Vold-Kalman Order Tracking Filter (Brel & Kjr Lecture Note BA 7645-11:)

    Frequency Analysis by R.B.Randall(Brel & Kjr Theory and Application Handbook BT 0007-11)

    Order Tracking Analysis by by S. Gade, H. Herlufsen, H. Konstantin-Hansen, J. Wismer(Brel & Kjr Technical Review No. 2, 1995)

    Non-stationary Signal Analysis using Wavelet Transform, Short-time Fourier Transform and Wigner-Ville Distribution by S. Gade, Klaus Gram-Hansen(Brel & Kjr Technical Review No. 2, 1996)

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    Dont miss the chance to register early for our upcoming Sound & Vibration Conference.

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    Questions?