nonlinearity in modal and vibration testing./67531/metadc931264/...nonline arity in modal and...

57
LA- UR - 03 -O60 ( Ap pro ved f orpublic re lease; distribution is unlimited. Title: Author(s) : Submitted to : NONLINEARITY IN MODAL AND VIBRATION TESTIN G Norman F . Hunter, LANL, ESA-W R International Modal Analysis Conference February 3-7, 200 3 Orlando, Florid a o Los Al a mos N A TIONAL LABORATOR Y Los A l amos Nat i o nal Labor at o ry, an affir m ati ve action/equal opportu nity e mpl o yer, is o pe ra t ed by t he Un ive rsity o f Cali forni a for th e U .S. Department of Energy under contract W-7405- E NG-36 . By acceptance of this article, the publisher recognizes that the U .S . Government re ta ins a nonexc lus ive , roya l ty-f ree lic ense to p ublish or reproduce the p ubli s hed for m of thi s co n t ri buti o n, or to a l low o th e rs t o d o so , fo r U. S . Go vernm e nt p urposes . Los A lamos N ationa l Lab o ra tory requests that the p ublis h e r id e ntify t his a rt icle as wo rk pe rf o rmed u n dert h e aus p i ces of th e U .S. De p a rt me n t o f En e rgy. Los Alam o s Nati on al Laborat o ry strongly supports acade mi c freedom a nd a re searc h er' s ri g ht to publish; as a n i nstitutio n, howev e r, the Labo rato ry does not e nd o rse the viewpo int o f a p u bli cati o n o r g uarantee its tech nical correc tn ess . Form 836 ( 8/00 )

Upload: others

Post on 08-Mar-2021

3 views

Category:

Documents


0 download

TRANSCRIPT

Page 1: Nonlinearity in modal and vibration testing./67531/metadc931264/...Nonline arity in Modal and Vibration Testing The 45 degree line is a line of constant f1 +f2. 100 90 80 70 60 , 50

LA-UR - 03 -O60 (Appro ved forpublic re lease;distribution is unlimited.

Title:

Author(s) :

Submitted to :

NONLINEARITY IN MODAL AND VIBRATION TESTIN G

Norman F. Hunter, LANL, ESA-WR

International Modal Analysis ConferenceFebruary 3-7, 200 3Orlando, Florida

o Los AlamosN A TIONAL LABORATOR Y

Los Al amos Nati o nal Laborat o ry, an affir m ati ve action/equal opportu nity e mpl o yer, iso pe ra t ed by t he Un ive rsity o f Cali forni a for th e U .S.Department of Energy under contract W-7405- E NG-36 . By acceptance of this article, the publisher recognizes that the U .S . Governmentre ta ins a nonexc lus ive , roya l ty-f ree lic ense to p ublish or reproduce the p ubli s hed for m of thi s co n t ri buti o n, or to al low othe rs to d o so , fo r U. S .

Go vernm e nt p urposes . Los A lamos N ationa l Lab o ra tory requests that the p ublish er id e ntify t his a rt icle as wo rk pe rfo rmed u n dert h eaus p i ces of th e U .S. De p a rt me n t of En e rgy. Los Alam o s Nati on al Laborat o ry strongly supports acade mi c freedom a nd a re searc h er' s ri g ht topublish; as a n i nstitutio n, howev e r, the Labo rato ry does not e nd o rse the viewpo int o f a p u bli cati o n o r g uarantee its tech nical correctness .

Form 836 ( 8/00 )

About This Report
This official electronic version was created by scanning the best available paper or microfiche copy of the original report at a 300 dpi resolution. For additional information or comments, contact: Los Alamos National Laboratory Research Library Los Alamos, NM 87545 Phone: (505)667-5809 E-mail: [email protected]
Page 2: Nonlinearity in modal and vibration testing./67531/metadc931264/...Nonline arity in Modal and Vibration Testing The 45 degree line is a line of constant f1 +f2. 100 90 80 70 60 , 50

Nonlinearity in Modal and Vibratio nTesting

Norman Hunter

Engineering Sciences Divisio n

Weapon Response Group

Los Alamos National Laboratory

2/ 1/2003 Nonlinearity in Modal and VibrationTesting

Page 3: Nonlinearity in modal and vibration testing./67531/metadc931264/...Nonline arity in Modal and Vibration Testing The 45 degree line is a line of constant f1 +f2. 100 90 80 70 60 , 50

Abstract

This set of slides describes some aspects of nonlinear

Vibration analysis thru use of analytical fromulas and

Examples from real or simulated test systems . TheSystems are drawn from a set of examples based on

Years of vibration testing experience . Both traditionaland new methods are used to describe nonlinear vibration .

2/ 1/2003 Nonlinearity in Modal and Vibration 2

Testing

Page 4: Nonlinearity in modal and vibration testing./67531/metadc931264/...Nonline arity in Modal and Vibration Testing The 45 degree line is a line of constant f1 +f2. 100 90 80 70 60 , 50

What is Nonlinearity?

Linear Differential Equation : Mx" + Cx' + Kx = F

Nonlinear Differential Equation : Mx" + Cxi2 + K(x + ax 3= F

•Superposition Fails•Linear Frequency Response or Modal Model Does notAccurately Predict Measured Response .•Non-Gaussian Probability Density for Gaussian Excitation .•Coupling Between Frequencies .•FRF Changes as a Function of Excitation Type or Level .

2/1/2003 Nonlinearity in Modal and Vibration 3

Testing

Page 5: Nonlinearity in modal and vibration testing./67531/metadc931264/...Nonline arity in Modal and Vibration Testing The 45 degree line is a line of constant f1 +f2. 100 90 80 70 60 , 50

Sources of Nonlinearity

• Joints (Microslip and Macroslip) . Hystersis .

• Large Deflections (Geometric Nonlinearities) .

• Material Nonlinearities (Foams, Viscoelasti cMaterials) .

• Friction .

• Loose Parts (Rattling) .

• Damage (Cracks) .

2/1/2003 Nonlinearity in Modal and Vibration 4Testing

Page 6: Nonlinearity in modal and vibration testing./67531/metadc931264/...Nonline arity in Modal and Vibration Testing The 45 degree line is a line of constant f1 +f2. 100 90 80 70 60 , 50

How Nonlinearity Effects SystemResponse

• Time History

• Auto spectrum

• Frequency Response Function .

• Coherence

2/1/2003 Nonlinearity in Modal and Vibration

Testing

Page 7: Nonlinearity in modal and vibration testing./67531/metadc931264/...Nonline arity in Modal and Vibration Testing The 45 degree line is a line of constant f1 +f2. 100 90 80 70 60 , 50

Nonlinear Effects on a Sinusoidal TimeHistory

Pu re Si nu sold and Slnusoid with Ha rm onic Distortio n

c~

E4

Time In S econ ds

25% Harmonic Distortion

Pure Sinus ol d and S inus ol d with Harmonic Distortio n

~

nE

100% Harmonic Distortion

For sinusoidal excitation harmonic distortion indicate sA nonlinearity somewhere in the system .

2/1/2003 Nonlinearity in Modal and Vibration 6Testing

oi 02 e 3 e~ os n a ofTi me in Se co nd s

Page 8: Nonlinearity in modal and vibration testing./67531/metadc931264/...Nonline arity in Modal and Vibration Testing The 45 degree line is a line of constant f1 +f2. 100 90 80 70 60 , 50

Nonlinear Effects on a Random Tim eHistory

Response of Linear Oscillato r

~ o.

CO

Q -0

Linear SDOF Oscillator

R esp on se of Polynomial Oscillato r

C7C

CO

Polynomial SDOF OscillatorAcce leration Response Acceleration Response .

2/ 1 /2003 Nonlinearity in M oda l and V i bra tionTesting

7

a i 02 oo a . o s as er ol asTime in Second s

I- ~J150 oi 02 o~ 04 as o a or o ~ a f i

Time i n Se c o n ds

Page 9: Nonlinearity in modal and vibration testing./67531/metadc931264/...Nonline arity in Modal and Vibration Testing The 45 degree line is a line of constant f1 +f2. 100 90 80 70 60 , 50

Nonlinearity Effects on theAutospectrum

Autospectru m, Linear Ten De g re e of Free d om Syste m

10

16d

aE

ro

u 10

10

10 ~

i o io i o'F requency In Hz.

Autospectrum ofLinear TenDOFsystem.

A ut os pec trum, N onli near Ten Degree of Free d om Syste m

aE

V 10 "

10

10

io ,o

F re quency in H z

Increased HighAutospectrum of Frequency

NonLinear Response

TenDOF system .

2/ 1 /2003 Nonlinearity in Modal and Vibration 8Tes tin g

Page 10: Nonlinearity in modal and vibration testing./67531/metadc931264/...Nonline arity in Modal and Vibration Testing The 45 degree line is a line of constant f1 +f2. 100 90 80 70 60 , 50

Nonlinear Effects on the Autospectrum

Linear Amplitude0 .5 _ Drive 'Po int. ~ . .

0.4 3~

~~0 . 3

0.2

0.10 0

0 2 2

0 4 0 4: ' --~

100

6 Location 100

' 6200 -200 LocationFrequency 300 8 Frequency 300 8

8 DOF System ,Linear 8 DOF System Rattling at Location Increased High Frequency

8 . Response

2/1/2003 Nonlinearity in Modal and Vibration 9Testing

Page 11: Nonlinearity in modal and vibration testing./67531/metadc931264/...Nonline arity in Modal and Vibration Testing The 45 degree line is a line of constant f1 +f2. 100 90 80 70 60 , 50

Nonlinear Effects on the FRF

F R F of I i nrar Tr n A n f Sv civ m

dv

o+

LL

Linear TenDOF System

, o

,o

v

C

6L

10~

1 0 ~

1 0 ~

~. . . . . ~• '~

•.•

~~• ~~

♦ ~

' ~~~~•

Frequency in Hz .

Linear TenDOF SystemNon-

FRf of Nonlinear Tendof

Increased Damping~ Additional Modes

Noisy FRF,More HighFrequencyResponse

2/ 1/2003 Nonlinearity in Modal and Vibration 10

Testing

10, 102

Frequency In Hz.

Page 12: Nonlinearity in modal and vibration testing./67531/metadc931264/...Nonline arity in Modal and Vibration Testing The 45 degree line is a line of constant f1 +f2. 100 90 80 70 60 , 50

Basic Nonlinear Effects .

Time History - Harmonic Distortion . Non Gaussian response toRandom excitation .

Autospectrum- Broadens the Autospectrum By AddingFrequencies through frequency interactions . Often visible asIncreased values at frequencies above drive range .

Frequency Response Function- FRF peaks are lower, implyingIncreased damping. FRF is noisier.

Coherence - lower, especially at higher frequencies .

2/1/2003 Nonlinearity in Modal and Vibration 12

Testing

Page 13: Nonlinearity in modal and vibration testing./67531/metadc931264/...Nonline arity in Modal and Vibration Testing The 45 degree line is a line of constant f1 +f2. 100 90 80 70 60 , 50

Locating Nonlinear Elements

If the nonlinear behavior generates high frequencies ,these may be greater in amplitude near thelocation of the nonlinearity .

2/ 1 /2003 Nonl ineari ty in Modal and Vibration 1 3

Tes t in g

Page 14: Nonlinearity in modal and vibration testing./67531/metadc931264/...Nonline arity in Modal and Vibration Testing The 45 degree line is a line of constant f1 +f2. 100 90 80 70 60 , 50

.

Functions Designed to Quantify NonlinearBehavior

Amplitude Probability • Amplitude Probabilit yDensity .

Higher Order Spectra . .Dens ity.

B icoherence

• Time or AmplitudeDependent Models .

• Wavelets .

• State Space Models basedon Nonlinear DifferentialEquations .

. TriCoherence .

2/1/2003 Nonlinearity in Modal and Vibration 14

Testing

Page 15: Nonlinearity in modal and vibration testing./67531/metadc931264/...Nonline arity in Modal and Vibration Testing The 45 degree line is a line of constant f1 +f2. 100 90 80 70 60 , 50

Probability Density Function

n nSample Filtered Random Time History

T,df (x) = f n in range x- dx to x+ dx

Probability that the magnitude of x at a randomly chosen time

lies between x -Ax and x + Ax limit as Ax 0X+ex

i°(x) = f pdf (x)dxx - dz

2/ 1 /2003 Nonlinearity in Modal and Vibration

Testing

Num ber Of Occurences ina mpli tude b and /to ta l

1 5

., . . . . ., .~ .. . . . .. v.~ v.v

Time in Seconds 0 0.5 1 1.5 2 2.5 3PDF

Page 16: Nonlinearity in modal and vibration testing./67531/metadc931264/...Nonline arity in Modal and Vibration Testing The 45 degree line is a line of constant f1 +f2. 100 90 80 70 60 , 50

Probability Density

b

Pa<X<b = px xa

a < b

p(x) is the probability density of x .

P- 00 < X -< 00 --+ 00

p_ 00

)lx=1.O~ - --- -- - - -- --- -- -- -, -- -Area under the Probabili ty D ens ity is unity, whi ch is just away of saying that for sure the va lue of x is somewhere.

2/ 1/2003 Nonlinearity in Modal and Vibration 16

Testing

Page 17: Nonlinearity in modal and vibration testing./67531/metadc931264/...Nonline arity in Modal and Vibration Testing The 45 degree line is a line of constant f1 +f2. 100 90 80 70 60 , 50

Moments of a Density

Mea n

StandardDeviatio n

Skewness

- 1 N .x =

I,

N j=1 ~.

1 NQ = ~ --x1~r_ 1 ~ = 1 ~

skewness = 1 N xl -z 3

IN j - 1 or

std =FLAII

ForGaussian

It

Q

zero

Kurtosis N x . -x 4 SO = F~96zero

kurtosis - 3N j -i or

2/1/2003 Nonlinearity in Modal and Vibration 17

Testing

Page 18: Nonlinearity in modal and vibration testing./67531/metadc931264/...Nonline arity in Modal and Vibration Testing The 45 degree line is a line of constant f1 +f2. 100 90 80 70 60 , 50

.~ ~o .o>

o ~005

0,04

a~0 oz0 0,

~

2

2

,

.E■I■ 11,--

Histogram Estimate1,048,576 points ofrandom Noise .

y=randn(104 8576 , 1) ;

>> [n,xout]=hist(y,128) ;

>> bar(xout,n/ 1024)

>> xlabel('MAGNITUDE')

>> ylabel('PDF')

»

2/1/2003 Nonlinearity in Modal and Vibratio n

Testing

Estimating Probability Density

Histogram Estimate1,024 points ofrandom Noise.

1 8

3035 ~ -~ - - - - -

Page 19: Nonlinearity in modal and vibration testing./67531/metadc931264/...Nonline arity in Modal and Vibration Testing The 45 degree line is a line of constant f1 +f2. 100 90 80 70 60 , 50

The Kernel Estimator

h k( x hX' l whe rel 1

h - window width .

n - number of data points .

i - point index

X , - Kernel Location

x - data point v alue.

Kernel K f k(x* - 1 .0

PP-

The kernel estimate at x is a scaledsummation of the points within thekernel, weighted by the kernelvalue at the point location .

Magnitude

2/1/2003 Nonlinearity in Modal and Vibration 19

Testing

Page 20: Nonlinearity in modal and vibration testing./67531/metadc931264/...Nonline arity in Modal and Vibration Testing The 45 degree line is a line of constant f1 +f2. 100 90 80 70 60 , 50

Kernel Density Estimate, Linear ScaleGaussian Random Noise

0 . 4

0.3 5

0 .3

0 .25

0 . 2

0 . 1 5

0 . 1

0 . 0 5

C

0 .4

0 .35

0 . 3

0 .25

0 .2

0. 15

0 . 1

0.06

2~ 0 PO INT S

MA G N ITUOE

nts

2/1/2003 Nonlinearity in Modal and Vibration 20

Testing

Page 21: Nonlinearity in modal and vibration testing./67531/metadc931264/...Nonline arity in Modal and Vibration Testing The 45 degree line is a line of constant f1 +f2. 100 90 80 70 60 , 50

,a ' .,o, 1

,0- 4

Gaussian Probability Density, Log Scale

io-,

~10-5 -4 -3 -2 -l O 1 ? 3 4 S

Ke rnel Density Estimate plotted on a Logarithmic Scale forGaussian Random Noise .,o" . . _ -- . - - - . - -. . - -- ,

„„ >76 Points

2/1/2003 Nonlinearity in Modal and Vibration 21

Testing

~_ . ~ . . ~

Page 22: Nonlinearity in modal and vibration testing./67531/metadc931264/...Nonline arity in Modal and Vibration Testing The 45 degree line is a line of constant f1 +f2. 100 90 80 70 60 , 50

Estimated Probability Density, Linear Single Degree of Freedom SystemDriven by Gaussain Nois e

o~Ske ixness=0 .0078

03,

Var- =0 .0170 .25

Kurtosis=-0 .1165 ozVariance Kd=0 .035 O1 5 !,

o, -

0 os0L

,o-,o ,o,o1 0

10 ' .a

1 O ' •°

1 O °O

n is Gaussian,is estimate d)nse .

Estimated Probability Density, Linear and Log Scales, Response of linear Single Degreeof Freedom System .

2/1/2003 Nonlinearity in Modal and Vibration 22Testin g

-4 -2 O 2 4 B

Page 23: Nonlinearity in modal and vibration testing./67531/metadc931264/...Nonline arity in Modal and Vibration Testing The 45 degree line is a line of constant f1 +f2. 100 90 80 70 60 , 50

ANALOG NONLINEAR OSCILLATOR

1 0'

10

~~ 10zw0~J 102c o

co0

d 10 3

10 4

1a- s-2

P DF o f A SC I N

Kurtos is= 1 .98 std=+/- 0 . 11 9

Cres t= 2 . 999

:?/ l /2003

1 01

10

>- 1 O-~

Fnzw0

~ 102J

0cl : 10-3d

1 0 4

1 05

PDF of ASCOUT

Kurtos is=3 . 09 std=+/- 0 .2 939

Crest= 4.61Nonlinearity in Modal and Vibratio n

Testing2 3

MAGN I TUDE

Skewness=-0 .2026 std=+/- 0 .05 1

-1 0 1 2MAGNITUDE

Skewness= -0 . 000 1 5 std=+/- 0 .0014

Page 24: Nonlinearity in modal and vibration testing./67531/metadc931264/...Nonline arity in Modal and Vibration Testing The 45 degree line is a line of constant f1 +f2. 100 90 80 70 60 , 50

Higher Order SpectraSecond OrderSpectra

HigherOrderSpectra

Hxx((o) = X (w)X *t(o)

Hxy w )=Y(w)X*(w)

Power Spectrum

Cross Spectrum

H(cvl,`0 2, W1 + w2)= X

(0)JX

(0J2

)X

(cvl + (0 2 ) Autobispectrum

Y( W1 l~2 9 . . .C~N) Cj 1 +(. j2 + . . .+ ~N1 =XrilX(~21X(~31 . . .X(~1 + ~2 + . . . ~N~ 1

(0j1 ~ 1 ~ 1 ~ )

Autonspectrum

Higher Order Spectra have a number of variants depending on theCombination of X ( Input ) and Y(response) terms on the Right handside of the equations .

2/ 1/2003 Nonlinearity in Modal and Vibration 24

Testing

Page 25: Nonlinearity in modal and vibration testing./67531/metadc931264/...Nonline arity in Modal and Vibration Testing The 45 degree line is a line of constant f1 +f2. 100 90 80 70 60 , 50

Higher Order Spectra

IC164coherence,

Y2 (CO l'C-0 2'Co

1 + 2 J

[E(X(w1 )x(w2)Y ( Col + C0 2

))]2

[E(X(w i)x(w2))]2[ ~ 1 2

E(Y 12 ~IJ

0 .0s y2(cvl'cv2'cvi + 2 )

S 1 .0

Unity for complete quadratic dependence , zero for no quadratic dependence

2 \

[E(X(w1 ~X (`~'~ }X( .̀~'~ ~X ( 3 .̀~' ,))] 2

Y ~1 ' ~t' ~~ 3~~ 1 2

E

(

x

('C0j

X ~

C0j

X

(C0j)

][E(X(3w

i

))

]

2

0 .0 s y2 (cvI

, cv, , cv, , 3cv' ) S 1 . 0

2/ 1 /2003 Nonlinearity in Modal and Vibration 25Testing

Page 26: Nonlinearity in modal and vibration testing./67531/metadc931264/...Nonline arity in Modal and Vibration Testing The 45 degree line is a line of constant f1 +f2. 100 90 80 70 60 , 50

A Simple Example of Hi gh er Order Spectra

105

~'a

105CF)ca

1p1o

101510~

S 1 =sin(2*pi*20*t)

S2=sin(2*pi*30*t)

2/ 1 /2003

101

10

Frequency

Sout=sl .*s2

Nonlinearity in Modal and Vibration

Testing

103

26

PSD Green Two Sines , Red Product

Page 27: Nonlinearity in modal and vibration testing./67531/metadc931264/...Nonline arity in Modal and Vibration Testing The 45 degree line is a line of constant f1 +f2. 100 90 80 70 60 , 50

Bicoherence of the Product of Two Sinusoid s

Bicoherence of Sine Produc t

0 . 5 1 . . .~•~•~~~~' ~

0600

200

Frequency F 2

2/ 1 /2003

0 0

PeaksCorrespond toQuadraticDependence .

100 200 ---

Frequency F1

400500

Blue lineindicates aplaneof symmetry

---~-~-~-~~~ -

~` -- -

10 20 30 40 50 60 70 80 90 1 QO

[E(X `~, )4602MC91 +~z))]2

Y21~1+ 2 2[E(X(w)X(w))]2[E(Y(wi + ~2 l

)

]

Nonline arity in Modal and VibrationTesting

The 45 degree line isa line of constantf1 +f2 .

100

90

80

70

60 ,

50 ~- ~

4

0 30

2010 0

27

Page 28: Nonlinearity in modal and vibration testing./67531/metadc931264/...Nonline arity in Modal and Vibration Testing The 45 degree line is a line of constant f1 +f2. 100 90 80 70 60 , 50

BICOHERENCE EST IMATED FORINDEPENDENT SIGNALS.

0 . 1

0 .06

0150

Gaussian Random Noise, 153 blocks, 128 Points Each . Bicoherenc e

Estimate .

Bicoherence, Random Noise, 153, 128 pt . Block s

These levels are based on averaging out the

. . . effects of unrelated signals , more blocks ofaveraging means a lower level .

80

2/1/2003 Nonlinearity in Modal and Vibration 28

Testing

rrequency r1 0 p Frequency F1

Page 29: Nonlinearity in modal and vibration testing./67531/metadc931264/...Nonline arity in Modal and Vibration Testing The 45 degree line is a line of constant f1 +f2. 100 90 80 70 60 , 50

STATISTICAL ERROR IN THE BICOHERENCE

0 .K' . . . . . .

0 . 1 ~ . • ' ,

O . Ofi . . ~ ~ . • .

O . Ofi

. • I0.04

0 . 02

] .. . .. . .

1517

100 1 5C

100

OA25 . ~ ~

0 .02 . . ~ . .

0 . 015 ~ . .

0 0 1

0 005 ~ •

0 .. - `150

150

50

0 0

75 Blocks of 256 Points each .

50

387 Bloc ks of 256 Points ea c h .

2/1/2003 Nonlinearity in Modal and Vibration 29

Testing

Page 30: Nonlinearity in modal and vibration testing./67531/metadc931264/...Nonline arity in Modal and Vibration Testing The 45 degree line is a line of constant f1 +f2. 100 90 80 70 60 , 50

Bicoherence, Acceleration of Mass 1 0

Tendof Sys tem

o, . . . . - ~ . ._ . . ._ . . . _aoe . . . . . --- ~- - .006 . ~ . . . . . . . .004

002 ._. ~~ . _ _ . .-400 _ - ~ - -

250~-

200

150150

50 6O

o, ~ ~ . . - . . . _ . . . . . - : .o 043 ~

_ ~ . . . . ~0.06

o 04

002o

zso ~zoo

so

200

250

250

200

linear

bilinear2/1/2003 Nonlinearity in Modal and Vibration 30

Testing

Page 31: Nonlinearity in modal and vibration testing./67531/metadc931264/...Nonline arity in Modal and Vibration Testing The 45 degree line is a line of constant f1 +f2. 100 90 80 70 60 , 50

Bicoherence Example, QuadraticallyRelated Signals

08eeo .02

. r. . . .. .. .

7.1 h To

~r.~3DO

p

T=!L 0 : 32 767] /1 000 ;

x =1).OS*randn(32767,1)+(sin(2*pi*50*t) .*exp(-t / 10))' ;

y=0 .07*randn(32767,1)+x . ^2 ;

[bc,ff,rndout] =bicoc 1(x,y,1000,512) ;

me .sh(ff,bc)

Cantour(ff,bc,20); 31

Page 32: Nonlinearity in modal and vibration testing./67531/metadc931264/...Nonline arity in Modal and Vibration Testing The 45 degree line is a line of constant f1 +f2. 100 90 80 70 60 , 50

Methods Reviewed

40 Auto spectrum

40 Frequency Response Functio n

* Coherence

• Amplitude Probability Density (Skewness,Kurtosis) .

• Bicoherence, Tricoherence (to be illustrated) .

2/1/2003 Nonlinearity in Modal and Vibration 32Testing

Page 33: Nonlinearity in modal and vibration testing./67531/metadc931264/...Nonline arity in Modal and Vibration Testing The 45 degree line is a line of constant f1 +f2. 100 90 80 70 60 , 50

Review Some Systems

« Linear Ten Degree of Freedom Oscillato r

N Bilinear Ten Degree of Freedom Oscillator .lip Eight Degree of Freedom System (Linear and

.nonlinear) .

2/ 1/2003 Nonlinearity in Modal and Vibration 33Testing

Page 34: Nonlinearity in modal and vibration testing./67531/metadc931264/...Nonline arity in Modal and Vibration Testing The 45 degree line is a line of constant f1 +f2. 100 90 80 70 60 , 50

M10K9,10 C9,1 0

M9K89 C89

M 2K 12 C12MI

Ten Degree of Freedom System

Linear Case : k45 = k ref

Bilinear Case: x4 - xs < 0

k45 = 4 .Ok ref

x4 - xs > 0

k45 = 0 .25 kref

Loss of Stiffn ess in Te n si o n

2/1/2003 Nonlinearity in Modal and Vibration 34Testing

Page 35: Nonlinearity in modal and vibration testing./67531/metadc931264/...Nonline arity in Modal and Vibration Testing The 45 degree line is a line of constant f1 +f2. 100 90 80 70 60 , 50

Ten Degree of Freedom Linear System

x 10-6s~

6

4

2

0

-2

-4

-6

I ! ~ ,, II~ Jl ~b I ,

J } +I j i

I.I' ~

; M

-8 L0 1 2 3 4 5 6 7 8 9

Acce leration Respon se of Mass 1 0

2/1/2003 Nonlinearity in Modal and Vibration 35

Testing

Page 36: Nonlinearity in modal and vibration testing./67531/metadc931264/...Nonline arity in Modal and Vibration Testing The 45 degree line is a line of constant f1 +f2. 100 90 80 70 60 , 50

Tendof Linear

E

io

10

Frequen cy1 0

Frequency Response FunctionForce to Mass 10

cd

0U

Coherence Function, Force toMass 10 .

C ohere nce, Li n e ar Te n D e gre e o f F reed o m S y stem

.~_ . - . .' O

2/1/2003 Nonlinearity in Modal and Vibration 36Testing

10 1 0

Fre quency

L inear Ten Degree of F reed o m System

Page 37: Nonlinearity in modal and vibration testing./67531/metadc931264/...Nonline arity in Modal and Vibration Testing The 45 degree line is a line of constant f1 +f2. 100 90 80 70 60 , 50

1 d

id

41 0

010~CL

1 d

id

-1

Ten Degree of Freedom Linear System Mass 5 Response

Skew ness= 0 . 011 1Std=0.044

Kurtosis= 0 .0477Std=0.044

2/ 1/2003 Nonlinearity in Modal and Vibration 37Testing

0 1Response Amplitude X 1

ps

Page 38: Nonlinearity in modal and vibration testing./67531/metadc931264/...Nonline arity in Modal and Vibration Testing The 45 degree line is a line of constant f1 +f2. 100 90 80 70 60 , 50

Tendof Linear

Bicoherence,Tendof, No Bilinear Spring

0 . 08 . . . .~~~~' :

0 . 06 •

0 . 04

0 . 0244

0

:

600

200

Frequency F2 0 0

400

200 300

100Frequency F1

9

450

400 ~

350

300

250

200

-

150-

100 L Q; - o

50

p 0 100 200 300 400

2/l/2003 Nonlinearity in Modal and Vibration 38Testing

Page 39: Nonlinearity in modal and vibration testing./67531/metadc931264/...Nonline arity in Modal and Vibration Testing The 45 degree line is a line of constant f1 +f2. 100 90 80 70 60 , 50

Imaginary Part of Ten Degree of Freedom System TransferFunctions .

x 10-5 Imaginary Part of Ten DOF System Transfer Function s

1

1 0

Locatior

Log of Frequency in H z .

2 . 5

Testing

1 ~ .~0 .5

Page 40: Nonlinearity in modal and vibration testing./67531/metadc931264/...Nonline arity in Modal and Vibration Testing The 45 degree line is a line of constant f1 +f2. 100 90 80 70 60 , 50

R=radius .Shorter radiusMeans increase dDamping . ~

0 . 90=ang;le , increasin gAngle means increasing 0 .8

Frequency. 0.7~

~ 0 . 6~Q 0 . 5z

0 0 . 4

0 . 3

0 .2

0 . 1

n

Ten Dof Linear

LINEAR TEN DOF SYSTEM

xk

xx

x

x

r

0

~t

0 0 .2 0 .4 0 .6 0 .8 1REAL PART

2/1/2003 Nonlinearity in Modal and Vibration 40

Testing

Page 41: Nonlinearity in modal and vibration testing./67531/metadc931264/...Nonline arity in Modal and Vibration Testing The 45 degree line is a line of constant f1 +f2. 100 90 80 70 60 , 50

Acceleration Time History ResponseIODOF Bilinear Oscillator

x10 6

4

2

Cu

r. .~~ 0

E

-2

4

Acceleration Response of Mass 10 , Bilinear System

2/ 1/2003 Nonlinearity in Modal and Vibration 41

Testing

60 0 .1 0 .2 0 .3 0 .4 0 .5 0 .6 0 .7 0 .8 0 . 9 1

Time in Seco nds

Page 42: Nonlinearity in modal and vibration testing./67531/metadc931264/...Nonline arity in Modal and Vibration Testing The 45 degree line is a line of constant f1 +f2. 100 90 80 70 60 , 50

Tendof Bilinear

Frequency Response Funct ion of Mass 10, Bili n ear Syste m

v

aE

0 .

0 .

o ,

l , 0 .

c

CUo .

L0

U

o .

o .

0 .

a

Frequenc y

1 Transfer Function Coherence

2/ 1/2003 Nonlinearity in Modal and Vibration 42Testing

10' 10 10 3

Frequency

Coherence Functi on of Ma s s 10 , B ilinear System

Page 43: Nonlinearity in modal and vibration testing./67531/metadc931264/...Nonline arity in Modal and Vibration Testing The 45 degree line is a line of constant f1 +f2. 100 90 80 70 60 , 50

Autospectrum, Linear and Bilinear Tendof Syste m

-3o

-35

-40

-45

5050

150

200

300 0

Linear System

Distinct humpat location .~-5

-35

-40 -- - - _ ,~ .

-45 ; , \\

-5050

100

150 - - - -

10 200 86

250 4

300 0 2

Bilinear System

2/1/2003 Nonlinearity in Modal and Vibration 43

Testing

10

Page 44: Nonlinearity in modal and vibration testing./67531/metadc931264/...Nonline arity in Modal and Vibration Testing The 45 degree line is a line of constant f1 +f2. 100 90 80 70 60 , 50

Tendof Bilinear Bicoherence, mass 5 response

Bicoherence,Tendof, Bilinear Spring

0 .1 . . ~ . . .

0 .0$

0 .06

0 .04

, . . . . . . . . • ~ ,

. . . ..- .~:.~ ~ .~~4~ ~~~

0.02: ' •. ~~' ~ ~\a 'R\~

600

400

200

Fre quency F2 0 p

~•~~~' 400 500300

200100

Frequency F1

300

250

200

150

1 00

50

2/ 1/2003 Nonlinearity in Modal and Vibration 44Testing

00 50 100 150 200

Page 45: Nonlinearity in modal and vibration testing./67531/metadc931264/...Nonline arity in Modal and Vibration Testing The 45 degree line is a line of constant f1 +f2. 100 90 80 70 60 , 50

1BILINEAR TEN DOF SYSTE M

0 . 9

0 . 8

0 .7

0 .6

0 - !577(D 0 .42

0 . 3

0 . 2

0 .1

0 L

0 0 . 2 o_4 0.6 0.8 1REAL PART

2/1/2003 Nonlinearity in Modal and Vibration 45

Testing

Page 46: Nonlinearity in modal and vibration testing./67531/metadc931264/...Nonline arity in Modal and Vibration Testing The 45 degree line is a line of constant f1 +f2. 100 90 80 70 60 , 50

Local Mode Shapes-Linear and Bilinear Ten DOF System

1 .5

1

0 .5

0

-0 . 5

-1

0 2

2 .5

2

1 .5

1

0 .5

0

-0 .5

- 1

-1 .5

-20

2/ 1/2003 Nonlinearity in Modal and Vibration 46Testing

4 6 8 1 ( 2 4 6 8 10

Page 47: Nonlinearity in modal and vibration testing./67531/metadc931264/...Nonline arity in Modal and Vibration Testing The 45 degree line is a line of constant f1 +f2. 100 90 80 70 60 , 50

Eight Degree-of-Freedom System

s=^ '. ¢ Lr• ~n' • ~'

• •~ ~ ' • }.sw ~~~

.

_ ~ • • . w •.

y~

Chuck Farrar , Bill Baker , Scott Doebling Los Alamos ,2/1/2003 ESA-EA Nonlinearity in Modal and Vibration 47

Testing

Page 48: Nonlinearity in modal and vibration testing./67531/metadc931264/...Nonline arity in Modal and Vibration Testing The 45 degree line is a line of constant f1 +f2. 100 90 80 70 60 , 50

R721 u7a, d7 a

R721 u7a

~

f' R721d7a

102

10 '

100

10 - '10' 102

2/1/2003 Nonlinearity in Modal and Vibration 48

Testing

Page 49: Nonlinearity in modal and vibration testing./67531/metadc931264/...Nonline arity in Modal and Vibration Testing The 45 degree line is a line of constant f1 +f2. 100 90 80 70 60 , 50

Kurtosis as a function of Bumper Locatio n

12 ---~-~

--------- . . . . . . - - - - ----~,~10 - ~ ~~/ --- ----- --~- ;~- - - ,~--- ~--- . . .--- - .-------- - --

.s --- ~ .

..__ - - - . .-- -,- ---- ---~

- -- - --- -- -- . . -- ~=~~ -:_ ----- .-- ~- ---~ A

7 ---- -- - --- - : - - -----

6 <- . . . . . ----------- - r

s . . . . . . . ---~----

4 ---- ._ . '~~ . .

3 k : . . . . . ~ - .-------- ~i`~ . _=- -

2 ~ _ .------- ; -- >------ - --------- - ---------- - ~ --/

1 1 ~ ,- _ I _ ~ I r,

1 2 3 4 5 6

'--~---_~

-------- ;-------

-- - . -- . . . . . . . . . . . .

--------------~-- . - -- ~- - ----~--. -- . -- - - - - - - - - - - -.

-- - ---C - -- .---~-- --- ---_

7,7 8

Bumper at 1 -2 ,Cases 11 -1 2

Bumper at 4-5,cases 9-10

Bumper at 7-8 ,

Cases 7-8

No Bumper

cases

1-6

2/1/2003 Nonlinearity in Modal and Vibration 49Testing

Page 50: Nonlinearity in modal and vibration testing./67531/metadc931264/...Nonline arity in Modal and Vibration Testing The 45 degree line is a line of constant f1 +f2. 100 90 80 70 60 , 50

1

u_0 1a-

1

1

LL0 1IL

1

1 1-30 -20 -10 0 10 20 30 -30 -20 -10 0 1 0

Magnitude Magnitude

No Bumper Present Bumper Present

Skewness-0.121 Std=0.158 Skewness=0.768 Std=0 .161

Kurtosis= 0.277 Std=0.084 Kurtosis= 0.644 Std=0 .11 22/1/2003 Nonlinearity in Modal and Vibration

Testing

20 30

50

_1 R721d7a Mass 8 PDF1 "

_~ R721 u7a Mass 8 PDF1^

Page 51: Nonlinearity in modal and vibration testing./67531/metadc931264/...Nonline arity in Modal and Vibration Testing The 45 degree line is a line of constant f1 +f2. 100 90 80 70 60 , 50

8D OF Mode Shape 1 vs . TimeNo Bumber

Shape 1 R721U7a

2

~ . ~ . .

0

. ' .-1 .

. . ' , ~ .

-2

1 . ~ .

20 .54

0 6

Time in Seconds Lacation

2/1/2003 Nonlinearity in Modal and Vibration 51Testing

Page 52: Nonlinearity in modal and vibration testing./67531/metadc931264/...Nonline arity in Modal and Vibration Testing The 45 degree line is a line of constant f1 +f2. 100 90 80 70 60 , 50

8DOF Mode Shape 1 vs . TimeBumber

Shape 1 R721D7a

3

0

-31 .~

0 .5

0 g 6

Time in Seconds

4

Loc a tio n

2D

2/ l /2003 Nonlinearity in Modal and Vibration 52Testing

1 ~ _ . . ~ .

Page 53: Nonlinearity in modal and vibration testing./67531/metadc931264/...Nonline arity in Modal and Vibration Testing The 45 degree line is a line of constant f1 +f2. 100 90 80 70 60 , 50

-5-,o

-, 50

100

200

300 0

5

0 -5

-, o

100

200

2/ 1 /2003 2300 0

46

Autospectra, 8 Dof System

No Bumper

5 .

0

-5

8

0

100

200 E

300 0

Bumper at 7-8

No Bumber

86

4 Nonlinearity in Modal and Vibration

Testing

53

8

. l-~~

Page 54: Nonlinearity in modal and vibration testing./67531/metadc931264/...Nonline arity in Modal and Vibration Testing The 45 degree line is a line of constant f1 +f2. 100 90 80 70 60 , 50

1 00

0

-5

-10

-1 50

88

Nonlinear , Bumber atLocation 4 -5

300 0

Linear or Nonlinear?

Bumper Location ?

2/1/2003 Nonlinearity in Modal and Vibration 54Testing

Autospectra, 8 Dof System

Page 55: Nonlinearity in modal and vibration testing./67531/metadc931264/...Nonline arity in Modal and Vibration Testing The 45 degree line is a line of constant f1 +f2. 100 90 80 70 60 , 50

Frequency Response Function 8DOF System

Imaginary PartTransfer Functions, BDOF, R72 1 U7A

1 50 . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . :. . . . . . . .

:. . . . . . .

:. . . . . . . ,

. . ~ . . . . . . . .~ .100

. . . . . . . . . . . . .

50

0

-50

-100

-15010

. ._ . ~ . . .

. . . . . . .. ~ ., . . .. . . . . . . . . . . . . . . . . . . . .••~r • '

. . •• ~ F ~

, . . . . ~ ti • ~ ' a~,

, ~ . ~ • e~~~` . . . . . . . .~t; - . ' i , ~ • ' .

. . . . . . . . . . .. . . . . . . .. . . . . . . . . . . . . . . .. . . . . . . . . , . . . .V, -. . . .. . . . . . . . . . ` . . .

. . .

Location00 10 20 30

Frequencv

40 50 60 70

2/1/2003 Nonlinearity in Modal and Vibration 55

Testing

Page 56: Nonlinearity in modal and vibration testing./67531/metadc931264/...Nonline arity in Modal and Vibration Testing The 45 degree line is a line of constant f1 +f2. 100 90 80 70 60 , 50

Comparative Frequency Response Functions, 8 Dof System .

BumperBumper at .4-5410 at 1-2 ,~ .51 2a0

_2

-5

-4

-10 100

100 150

8

8 250 42006 2

250 4 300 p

300 0

,o , - ~ Bumper,o _ 5at 7-8

5 No 'Bumper

H 0

-5

-10 -10ioo 1

00150

8 150200 6

250 4 200 82 6

2/ 1 /2003 300 ° Nonlinearity in Modal and Vi Sb°rati 2 4 56Testing 300 0

Page 57: Nonlinearity in modal and vibration testing./67531/metadc931264/...Nonline arity in Modal and Vibration Testing The 45 degree line is a line of constant f1 +f2. 100 90 80 70 60 , 50

8DOF BUMBER FrequencyResponse Function vs . Time

Shape 1 R721 D7 a

10

a

-10

1 . 5

" . . ~ . ~~: ;~~~",r~~.• . .. . . .,. .. ..~° - s:t

,~~ ~A `e-~J~ ~G_ ,~r, :./ ' f • ~ •t- _ _- . ' ,;'r ., _ '?~rr° _ .,,~,,,~►°,~" - . .

i ~i - + : r~r ~ ` _' ~•=

~-~~- ' -

,.rr" -.••rl -~' . fo~- -~,.i/i .~~ , i ~f:.~°.""` •

G n« i[

0 . 5

Time40

ID20

0 Frequency

60

100

2/ 1/2003 Nonlinearity in Modal and Vibration 57

Testing