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© The Aerospace Corporation 2010 © The Aerospace Corporation 2012 Optimized PSD Envelope for Nonstationary Vibration Tom Irvine Dynamic Concepts, Inc. NASA Engineering & Safety Center (NESC) 3-5 June 2014 Vibrationdata

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Page 1: Optimized PSD Envelope for Nonstationary Vibration · 2019. 3. 25. · Optimized PSD Envelope for Nonstationary Vibration Tom Irvine Dynamic Concepts, Inc. NASA Engineering & Safety

© The Aerospace Corporation 2010 © The Aerospace Corporation 2012

Optimized PSD Envelope for

Nonstationary Vibration

Tom Irvine

Dynamic Concepts, Inc.

NASA Engineering & Safety Center (NESC)

3-5 June 2014

Vibrationdata

Page 2: Optimized PSD Envelope for Nonstationary Vibration · 2019. 3. 25. · Optimized PSD Envelope for Nonstationary Vibration Tom Irvine Dynamic Concepts, Inc. NASA Engineering & Safety

2

Introduction - Nonstationary Flight Data

-2

-1

0

1

2

0 20 40 60 80 100 120

TIME (SEC)

AC

CE

L (

G)

ARES 1-X FLIGHT ACCELEROMETER DATA IAD601A

Ares 1-X

• Liftoff Vibroacoustics

• Transonic Shock Waves

• Fluctuating Pressure at Max-Q

Page 3: Optimized PSD Envelope for Nonstationary Vibration · 2019. 3. 25. · Optimized PSD Envelope for Nonstationary Vibration Tom Irvine Dynamic Concepts, Inc. NASA Engineering & Safety

3

.

Conclusions

• Electronic components in vehicles are subjected to shock and vibration environments

• Practical flight accelerometer time histories are nonstationary and non-Gaussian

• A single PSD with an implied stationary, normal distribution time history must be derived for design and test purposes - use rainflow fatigue!

Avionics Components

Page 4: Optimized PSD Envelope for Nonstationary Vibration · 2019. 3. 25. · Optimized PSD Envelope for Nonstationary Vibration Tom Irvine Dynamic Concepts, Inc. NASA Engineering & Safety

4

.

Conclusions

Endo & Matsuishi 1968 developed the Rainflow Counting method by relating stress reversal cycles to streams of rainwater flowing down a Pagoda.

ASTM E 1049-85 (2005) Rainflow Counting Method

Rainflow Fatigue Cycles

Page 5: Optimized PSD Envelope for Nonstationary Vibration · 2019. 3. 25. · Optimized PSD Envelope for Nonstationary Vibration Tom Irvine Dynamic Concepts, Inc. NASA Engineering & Safety

5

.

Conclusions

References by Year

• Endo & Matsuishi, Rainflow Cycle Counting Method, 1968 • T. Dirlik, Application of Computers in Fatigue Analysis (Ph.D.), University of Warwick, 1985

• ASTM E 1049-85 (2005) Rainflow Counting Method, 1987 • S. J. DiMaggio, B. H. Sako, and S. Rubin, Analysis of Nonstationary Vibroacoustic Flight Data Using

a Damage-Potential Basis, Journal of Spacecraft and Rockets, Vol, 40, No. 5. September-October 2003

• K. Ahlin, Comparison of Test Specifications and Measured Field Data, Sound & Vibration, 2006

• Scot McNeill, Implementing the Fatigue Damage Spectrum and Fatigue Damage Equivalent Vibration Testing, SAVIAC Conference, 2008

• A. Halfpenny & F. Kihm, Rainflow Cycle Counting and Acoustic Fatigue Analysis Techniques for Random Loading, RASD Conference, 2010

• T. Irvine, An Alternate Damage Potential Method for Enveloping Nonstationary Random Vibration, Aerospace/JPL Spacecraft and Launch Vehicle Dynamic Environments Workshop, 2012 - Time Domain Method

Page 6: Optimized PSD Envelope for Nonstationary Vibration · 2019. 3. 25. · Optimized PSD Envelope for Nonstationary Vibration Tom Irvine Dynamic Concepts, Inc. NASA Engineering & Safety

6

Conclusions

SDOF Model

• Assume component behaves as single-degree-of-freedom (SDOF) system

• Avionics are typically black boxes for mechanical engineering purposes!

• Unknowns

Component natural frequency

Amplification factor Q

Fatigue exponent b

• Perform fatigue damage calculation on each response for permutations of the three unknowns

• This adds conservatism to the final PSD envelope

• The fatigue calculation can be performed starting with either a time history or PSD base input

Page 7: Optimized PSD Envelope for Nonstationary Vibration · 2019. 3. 25. · Optimized PSD Envelope for Nonstationary Vibration Tom Irvine Dynamic Concepts, Inc. NASA Engineering & Safety

7

Conclusions

Relative Damage Index

• A relative fatigue damage index can be calculated from the rainflow cycles using a Miners-type summation

• The damage index D becomes the Fatigue Damage Spectrum (FDS) metric as a function of: natural frequency, amplification factor Q and fatigue exponent b

i

m

1i

bi

nAD

where

A i is the acceleration response amplitude from the rainflow analysis

n i is the corresponding number of cycles

b is the fatigue exponent

Page 8: Optimized PSD Envelope for Nonstationary Vibration · 2019. 3. 25. · Optimized PSD Envelope for Nonstationary Vibration Tom Irvine Dynamic Concepts, Inc. NASA Engineering & Safety

8

Conclusions

Enveloping Approach

• A PSD envelope can be derived for nonstationary flight data using rainflow cycling counting and the relative fatigue damage index

• The enveloping is justified using a comparison of Fatigue Damage Spectra between

the candidate PSD and the measured time history • The derivation process can be performed in a trial-and-error manner in order to

obtain the PSD with the least overall GRMS level which still envelops the flight data in terms of fatigue damage spectra

• Could also seek to minimize overall displacement, velocity, peak G2/Hz level, etc.

• Or minimize weighted average of these metrics

Page 9: Optimized PSD Envelope for Nonstationary Vibration · 2019. 3. 25. · Optimized PSD Envelope for Nonstationary Vibration Tom Irvine Dynamic Concepts, Inc. NASA Engineering & Safety

9

Conclusions

Enveloping Approach (cont)

• The Dirlik semi-empirical method can be used to calculate the FDS for each candidate

PSD in the frequency domain

• The immediate output of the Dirlik method is a “rainflow cycle probability density function (PDF)”

• The rainflow PDF can be converted to a cumulative histogram

• The cumulative histogram can be converted into individual cycles with their respective amplitudes

• Compare the fatigue spectra of the candidate PSD to that of the flight data for each Q & b case of interest

• Scale candidate PSD so that it barely envelops the flight data in terms of FDS

• Include some convergence option along the way

• Select the candidate which has the least overall GRMS level, or some other criteria

Page 10: Optimized PSD Envelope for Nonstationary Vibration · 2019. 3. 25. · Optimized PSD Envelope for Nonstationary Vibration Tom Irvine Dynamic Concepts, Inc. NASA Engineering & Safety

10

Conclusions

Dirlik Method

• Sample base input and SDOF response

Dirlik method calculates rainflow cycle cumulative histogram from response PSD. The Dirlik equation is based on the weighted sum of the Rayleigh, Gaussian and exponential probability distributions. Uses area moments of the response PSD as weights.

0.0001

0.001

0.01

0.1

1

10

100 100020 2000

Response 11.2 GRMSInput 6.1 GRMS

FREQUENCY (Hz)

AC

CE

L (

G2/H

z)

POWER SPECTRAL DENSITY fn=200 Hz Q=10

Page 11: Optimized PSD Envelope for Nonstationary Vibration · 2019. 3. 25. · Optimized PSD Envelope for Nonstationary Vibration Tom Irvine Dynamic Concepts, Inc. NASA Engineering & Safety

11

.

Conclusions

• The response analysis for the nonstationary time history is performed using the Smallwood, ramp invariant digital recursive filtering relationship, for each fn & Q

• Perform rainflow cycle count on response time history

• Calculate the damage index D for each fn, Q & b

• The damage for each permutation is then plotted as function of natural frequency, as an FDS

SDOF Response Time Domain

Response Acceleration

Base Acceleration

Page 12: Optimized PSD Envelope for Nonstationary Vibration · 2019. 3. 25. · Optimized PSD Envelope for Nonstationary Vibration Tom Irvine Dynamic Concepts, Inc. NASA Engineering & Safety

12

.

Conclusions

• Derive a 60-second PSD to envelope the flight data

• Consider 800 candidate PSDs formed by random number generation, with four coordinates each

Sample Flight Data

Page 13: Optimized PSD Envelope for Nonstationary Vibration · 2019. 3. 25. · Optimized PSD Envelope for Nonstationary Vibration Tom Irvine Dynamic Concepts, Inc. NASA Engineering & Safety

13

.

Conclusions

Case Q b

1 10 4

2 10 9

3 30 4

4 30 9

Q & b Values for Fatigue Damage Spectra

Natural Frequencies: 20 to 2000 Hz

All cases will be analyzed for each successive trial.

Permutations

For Reference Only

Page 14: Optimized PSD Envelope for Nonstationary Vibration · 2019. 3. 25. · Optimized PSD Envelope for Nonstationary Vibration Tom Irvine Dynamic Concepts, Inc. NASA Engineering & Safety

14

.

Conclusions

0.001

0.01

0.1

100 100020 2000

FREQUENCY (Hz)

AC

CE

L (

G2/H

z)

POWER SPECTRAL DENSITY ENVELOPE 3.3 GRMS OVERALL

Freq

(Hz)

Accel

(G^2/Hz)

20 0.0018

31 0.0019

211 0.0168

2000 0.0024

PSD Envelope, 3.3 GRMS, 60 sec

The PSD with the least overall GRMS which envelops the flight data via fatigue damage spectra

Optimized PSD

Page 15: Optimized PSD Envelope for Nonstationary Vibration · 2019. 3. 25. · Optimized PSD Envelope for Nonstationary Vibration Tom Irvine Dynamic Concepts, Inc. NASA Engineering & Safety

15

.

Conclusions

102

104

106

108

1010

100 100020 2000

PSD EnvelopeMeasured Data

NATURAL FREQUENCY (Hz)

DA

MA

GE

IN

DE

XFATIGUE DAMAGE SPECTRA Q=10 b=4

FDS Comparison 1

Page 16: Optimized PSD Envelope for Nonstationary Vibration · 2019. 3. 25. · Optimized PSD Envelope for Nonstationary Vibration Tom Irvine Dynamic Concepts, Inc. NASA Engineering & Safety

16

.

Conclusions

103

105

107

109

1011

100 100020 2000

PSD EnvelopeMeasured Data

NATURAL FREQUENCY (Hz)

DA

MA

GE

IN

DE

XFATIGUE DAMAGE SPECTRA Q=30 b=4

FDS Comparison 2

Page 17: Optimized PSD Envelope for Nonstationary Vibration · 2019. 3. 25. · Optimized PSD Envelope for Nonstationary Vibration Tom Irvine Dynamic Concepts, Inc. NASA Engineering & Safety

17

.

Conclusions

102

105

108

1011

1014

1017

100 100020 2000

PSD EnvelopeMeasured Data

NATURAL FREQUENCY (Hz)

DA

MA

GE

IN

DE

XFATIGUE DAMAGE SPECTRA Q=10 b=9

FDS Comparison 3

Page 18: Optimized PSD Envelope for Nonstationary Vibration · 2019. 3. 25. · Optimized PSD Envelope for Nonstationary Vibration Tom Irvine Dynamic Concepts, Inc. NASA Engineering & Safety

18

.

Conclusions

104

107

1010

1013

1016

1019

100 100020 2000

PSD EnvelopeMeasured Data

NATURAL FREQUENCY (Hz)

DA

MA

GE

IN

DE

XFATIGUE DAMAGE SPECTRA Q=30 b=9

FDS Comparison 4

Page 19: Optimized PSD Envelope for Nonstationary Vibration · 2019. 3. 25. · Optimized PSD Envelope for Nonstationary Vibration Tom Irvine Dynamic Concepts, Inc. NASA Engineering & Safety

19

.

Conclusions

0.0001

0.001

0.01

0.1

1

100 100020 2000

Maximum Envelope of 2.5-sec Segments, 2.0 GRMSFatigue Damage Spectrum, Optimized, 3.3 GRMS

FREQUENCY (Hz)

AC

CE

L (

G2/H

z)

POWER SPECTRAL DENSITY

PSD Comparison

Maximum Envelope is traditional piecewise stationary method, but its PSD need further simplification.

Page 20: Optimized PSD Envelope for Nonstationary Vibration · 2019. 3. 25. · Optimized PSD Envelope for Nonstationary Vibration Tom Irvine Dynamic Concepts, Inc. NASA Engineering & Safety

20

.

Conclusions

Conclusions

• An optimized PSD envelope was derived for nonstationary flight data using the fatigue damage spectrum method

• The FDS case with both the highest Q & b values drove the PSD derivation for the sample flight data

• Still recommend using permutations because other cases may be the driver for a given time history

• The method can be used more effectively if the natural frequency, amplification factor, and fatigue exponent are known

• The method is flexible

• The PSD duration can be longer or shorter than the flight vibration duration

• Could require the candidate PSDs to each have a ramp-plateau-ramp shape

• A similar method could be used for deriving force & pressure PSDs

Page 21: Optimized PSD Envelope for Nonstationary Vibration · 2019. 3. 25. · Optimized PSD Envelope for Nonstationary Vibration Tom Irvine Dynamic Concepts, Inc. NASA Engineering & Safety

21

.

Conclusions

Software

• Software and papers for applying this method are freely given at:

http://vibrationdata.wordpress.com/

• Will also cover in a future Shock & Vibration Webinar

Page 22: Optimized PSD Envelope for Nonstationary Vibration · 2019. 3. 25. · Optimized PSD Envelope for Nonstationary Vibration Tom Irvine Dynamic Concepts, Inc. NASA Engineering & Safety

© The Aerospace Corporation 2010 © The Aerospace Corporation 2012

Thank you

Tom Irvine

Email: [email protected]

Vibrationdata