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Page 1: Development, optimization, and design for robustness of a ... · FMVSS 201 U energy absorber David M. Fox US Army RDECOM-TARDEC COM: (586) 574-3844 DSN: 786-3844 Email: david.m.fox1

Development, optimization, and design for robustness of a novel FMVSS 201 U energy absorber

David M. Fox US Army RDECOM-TARDEC

COM: (586) 574-3844 DSN: 786-3844

Email: david.m.fox1 @us.army.mil

Page 2: Development, optimization, and design for robustness of a ... · FMVSS 201 U energy absorber David M. Fox US Army RDECOM-TARDEC COM: (586) 574-3844 DSN: 786-3844 Email: david.m.fox1

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1. REPORT DATE 15 MAY 2006

2. REPORT TYPE Briefing Charts

3. DATES COVERED 08-01-2006 to 25-04-2006

4. TITLE AND SUBTITLE Development, optimization, and design for robustness of a novel FMVSS201U energy absorber

5a. CONTRACT NUMBER

5b. GRANT NUMBER

5c. PROGRAM ELEMENT NUMBER

6. AUTHOR(S) David Fox

5d. PROJECT NUMBER

5e. TASK NUMBER

5f. WORK UNIT NUMBER

7. PERFORMING ORGANIZATION NAME(S) AND ADDRESS(ES) U.S. Army TARDEC,6501 East Eleven Mile Rd,Warren,Mi,48397-5000

8. PERFORMING ORGANIZATIONREPORT NUMBER #15848

9. SPONSORING/MONITORING AGENCY NAME(S) AND ADDRESS(ES) U.S. Army TARDEC, 6501 East Eleven Mile Rd, Warren, Mi, 48397-5000

10. SPONSOR/MONITOR’S ACRONYM(S) TARDEC

11. SPONSOR/MONITOR’S REPORT NUMBER(S) #15848

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13. SUPPLEMENTARY NOTES For 2006 LS-DYNA INTERNATIONAL USER’S CONFERENCE

14. ABSTRACT briefing charts

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Public Release

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Standard Form 298 (Rev. 8-98) Prescribed by ANSI Std Z39-18

Page 3: Development, optimization, and design for robustness of a ... · FMVSS 201 U energy absorber David M. Fox US Army RDECOM-TARDEC COM: (586) 574-3844 DSN: 786-3844 Email: david.m.fox1

Introduction

• Significant opportunity to improve vehicle occupant safety

• Reduce impact severity between occupant heads and vehicle interiors

• Rigid body panels

• Used plastic deformation of mild steel fins and cover sheet to absorb impact energy

Page 4: Development, optimization, and design for robustness of a ... · FMVSS 201 U energy absorber David M. Fox US Army RDECOM-TARDEC COM: (586) 574-3844 DSN: 786-3844 Email: david.m.fox1

Absorber construction

• 0.5 inch wide mild steel fins

• Connected with a mild steel web

• Sandwiched between mild steel surface panel and rigid armor

Page 5: Development, optimization, and design for robustness of a ... · FMVSS 201 U energy absorber David M. Fox US Army RDECOM-TARDEC COM: (586) 574-3844 DSN: 786-3844 Email: david.m.fox1

LS-DYNA absorber model

• Connected fin I web assembly to cover sheet using spot welds

• Used SPC to anchor fins at interface between absorber and rigid panel

• Type 13 contacts between the various assembly components

• Nominal 3 mm mesh

• Steel was modeled using MAT24

Page 6: Development, optimization, and design for robustness of a ... · FMVSS 201 U energy absorber David M. Fox US Army RDECOM-TARDEC COM: (586) 574-3844 DSN: 786-3844 Email: david.m.fox1

Impact test simulation

• FMVSS 201U

• Component level, 10 inch X 10 inch surface

• FTSS v. 3.6 free motion headform

• 15 mph initial velocity

• 20° angle between velocity and surface

Page 7: Development, optimization, and design for robustness of a ... · FMVSS 201 U energy absorber David M. Fox US Army RDECOM-TARDEC COM: (586) 574-3844 DSN: 786-3844 Email: david.m.fox1

Optimization problem

• Minimize crush space subject to the constraint that H IC( d) < 700

• Independent variables: - crush space

-spacing between fins

-shell thickness of fin, web, and cover sheet

Page 8: Development, optimization, and design for robustness of a ... · FMVSS 201 U energy absorber David M. Fox US Army RDECOM-TARDEC COM: (586) 574-3844 DSN: 786-3844 Email: david.m.fox1

Head Injury Criterion (HIC)

HIC ==max t I ,t 2

2 .5

rtz a(r)dr J,l

HIC(d) == 0.75446 (HIC)+ 166.4

01 Typical Impact Event c 160r------"--'-------~---------,

----z-140

m12o c

2 100 co (i) 80 Q) (.) 60 (.)

~ 40 c ~ 20 ;:}

~ %~o.-oo2~o-.oo~4-o.o~oe-o.o-oa-o-.o1-0.0-12 -0.0-14-o~.o 1=eo=.o1=a~o.o2 <- timet (in seconds)

• HIC is used to estimate the severity of head impact events • HIC{d) is a correlation between free motion headform HIC and HIC for

a full 50th percentile dummy • In the expression for HIC, a(t) is defined as the resultant acceleration

as a function of time, t1 and t2 are any two points in time during the impact separated by not more than 36 milliseconds.

• Lower HIC is better, FMVSS 201 U requires that HIC(d) be less than 1000

Page 9: Development, optimization, and design for robustness of a ... · FMVSS 201 U energy absorber David M. Fox US Army RDECOM-TARDEC COM: (586) 574-3844 DSN: 786-3844 Email: david.m.fox1

Optimization technique • Closely followed Stander and Craig (LS-OPT)

successive response surface method • Iterative sequence of linear least squares

response surfaces • Chose D-Optimal subsets of 33 full factorial

basis designs • D-Optimal subsets contained seven

combinations of the three design factors • 15 iterations of 7 runs each; 105 simulations

overall

Page 10: Development, optimization, and design for robustness of a ... · FMVSS 201 U energy absorber David M. Fox US Army RDECOM-TARDEC COM: (586) 574-3844 DSN: 786-3844 Email: david.m.fox1

Convergence to optimum values

Initial Optimum

Crush space (inch) 0.875 0.8044 Fin spacing (inch) 0.875 0.9446 Fin I web I cover shell thickness (inch) 0.0285 0.02616 RIC( d) 737 699

Page 11: Development, optimization, and design for robustness of a ... · FMVSS 201 U energy absorber David M. Fox US Army RDECOM-TARDEC COM: (586) 574-3844 DSN: 786-3844 Email: david.m.fox1

Convergence - crush space and

0.95

:2 0.9 (,.) c: -Cll ::I (ij 0.85 > ... Cll -c: ~ 0.8

0.75

0.7

• spactng

A / ~/ ~ I \ I

- -------, -- -

I \ I \

\ ~ '"-- ..... .....

v v

0 2 4 6 8 10 12 14 16

Iteration

1-+- Crush space -Fin spacing I

Page 12: Development, optimization, and design for robustness of a ... · FMVSS 201 U energy absorber David M. Fox US Army RDECOM-TARDEC COM: (586) 574-3844 DSN: 786-3844 Email: david.m.fox1

Convergence - shell thickness

-.t:. () c:

0.029

0.0285

:.:;. 0.028 Q) :::J iU > s 0.0275 -c: Q) ()

::! 0.027 Q) c:

.ll:! ()

;s 0.0265 Qj .t:. en

0.026

0.0255

-

1\

\ \ I \ \ I \ v

0 2

A

~ /~ ..---_.._----,

~ ~ ~ ....... -a

4 6 8 10 12 14 16

Iteration

Page 13: Development, optimization, and design for robustness of a ... · FMVSS 201 U energy absorber David M. Fox US Army RDECOM-TARDEC COM: (586) 574-3844 DSN: 786-3844 Email: david.m.fox1

Acceleration - time history for optimum design

160

140

120

- 100 ~ c: 0

~ 80 ... (I)

Gi (,)

lil 60

40

20

0

r

f\ ) 1\

\ l_ 1\. v \f\ I \

N \ \ \ ~ .....,

~ J 1"-----

0 0.002 0.004 0.006 0.008 0.01 0.012 0.014 0.016 0.018 0.02

time (s)

Page 14: Development, optimization, and design for robustness of a ... · FMVSS 201 U energy absorber David M. Fox US Army RDECOM-TARDEC COM: (586) 574-3844 DSN: 786-3844 Email: david.m.fox1

Variability I robustness Cube Plot (data means) for HIC(d)

tB 1699.022 I

Spacing ~ ~--------

/ I

Crush Space

0.02485 0.8446

• 23 full factorial about optimum • Optimum design settings ± 5°/o

e Centerpoint

e Factorial Point

Page 15: Development, optimization, and design for robustness of a ... · FMVSS 201 U energy absorber David M. Fox US Army RDECOM-TARDEC COM: (586) 574-3844 DSN: 786-3844 Email: david.m.fox1

Initial design interaction

Interaction Plot (data means) for HIC(d)

0.8974 0.9446 0.9918 0.02485 0.02616 0.02747

________. .___________

Crush Space

• • Or - -----o.--

.....

Spacing ~ •

Thickness

Page 16: Development, optimization, and design for robustness of a ... · FMVSS 201 U energy absorber David M. Fox US Army RDECOM-TARDEC COM: (586) 574-3844 DSN: 786-3844 Email: david.m.fox1

Crush space- thickness interaction

§150 r----+----~4-~-~----r----+---~~ c: 0

~ Q)

~ 1 00 +----7f-+-t-'+-----l-() C'CS

0 ~---+----4---~~--~----+-~~~

0.002 0.004 0.006 0.008 0.01 0.012 0.014

t (s)

- low crush space- low th HIC(d)=818

- low crush space - hi th HIC(d)=756

-hi crush space - low th HIC(d)=709

hi crush space - hi th HIC(d)=688

• Lower shell thickness increases propensity toward "bottoming out"

• Lower crush space tends to increase mean deceleration

Page 17: Development, optimization, and design for robustness of a ... · FMVSS 201 U energy absorber David M. Fox US Army RDECOM-TARDEC COM: (586) 574-3844 DSN: 786-3844 Email: david.m.fox1

y

HIC(d) = 688, first peak I I SAE J 1 000 Filtered Acceleration

Time=3.499797 ·•o..-------------,

100

- 80 s c: 2 ;;; a; c; .., ., 0

•O

1-·,1

o-l----.J~~~---.-------:--~.::::==;==--.--......,j o ooo2 ono.c- ono' oooa 001 001.2 oo,~ o.o1e- oo·a on:z

Time (s)

Page 18: Development, optimization, and design for robustness of a ... · FMVSS 201 U energy absorber David M. Fox US Army RDECOM-TARDEC COM: (586) 574-3844 DSN: 786-3844 Email: david.m.fox1

HIC(d) = 688, second peak I I SAE J1 000 Filte red Acceleration

Time= 7.499736 ··~~.------------,

10D

1-.,1 y

20

+

~+----,.L~~~~~~--=-~ o ooo:: ooo..: oote oooa 001 oo1: oou o.C 1 ~ oo1s oo2 Time (s)

Page 19: Development, optimization, and design for robustness of a ... · FMVSS 201 U energy absorber David M. Fox US Army RDECOM-TARDEC COM: (586) 574-3844 DSN: 786-3844 Email: david.m.fox1

Improve design Cube Plot (data means) for HIC(d)

m 1699.022 I

Spacing ~ ~--------

/ I

Crush Space

0.02485 0.8446

$ Centerpoint

e Factorial Point

• -5°/o increase in crush space should enable HIC(d) < 700 • Use 0.84 crush space face as starting point

Page 20: Development, optimization, and design for robustness of a ... · FMVSS 201 U energy absorber David M. Fox US Army RDECOM-TARDEC COM: (586) 574-3844 DSN: 786-3844 Email: david.m.fox1

0.858

0.856

0.854

:2 .~ 0.852 -Q) (.)

[ 0.85 Ill

..c: Ill 2 0.848 u

0.846

0.844

0.842

v

0

Design improvement

/ ~

/ ~ r----/ - ._____

I I

I

1 2 3 4 5 6 7

Iteration

• Used interpolation process keeping spacing and thickness fixed • Found new crush space to ensure HIC(d) < 700 for nominal

parameter settings + 5°/o

Page 21: Development, optimization, and design for robustness of a ... · FMVSS 201 U energy absorber David M. Fox US Army RDECOM-TARDEC COM: (586) 574-3844 DSN: 786-3844 Email: david.m.fox1

710

708

706

704

:0 u 702 ::I:

700

698

696

694

r ·-

1\

\

0

Design improvement

\ \

\

\ \ / -- ---------1 \ ~ ~ v

1 2 3 4 5 6 7

Iteration

Page 22: Development, optimization, and design for robustness of a ... · FMVSS 201 U energy absorber David M. Fox US Army RDECOM-TARDEC COM: (586) 574-3844 DSN: 786-3844 Email: david.m.fox1

Improve design Cube Plot (data means) for HIC(d)

l699.022 I

Spacing ~ ~--------

/ I

Crush Space

$ Centerpoint e Factorial Point

• -5°/o increase in crush space should enable HIC(d) < 700 • Use 0.84 crush space face as starting point

Page 23: Development, optimization, and design for robustness of a ... · FMVSS 201 U energy absorber David M. Fox US Army RDECOM-TARDEC COM: (586) 574-3844 DSN: 786-3844 Email: david.m.fox1

Improved design Cube Plot (data means) for HIC(d)

Spacing ~ ~--------

/ I

Crush Space

• New nominal design settings + 5°/o

EB Centerpoint

e Factorial Point

• Moderate(- 0.1 inch) increase in nominal crush space yields HIC(d) < 700

Page 24: Development, optimization, and design for robustness of a ... · FMVSS 201 U energy absorber David M. Fox US Army RDECOM-TARDEC COM: (586) 574-3844 DSN: 786-3844 Email: david.m.fox1

Improved design interaction

Interaction Plot (data means) for HIC(d) 0.8974 0.9446 0.9918 0.02485 0.02616 0.02747

~ ~ Crush Space

. --- . -->---- >" - -

Spacing / •

Thickness

Page 25: Development, optimization, and design for robustness of a ... · FMVSS 201 U energy absorber David M. Fox US Army RDECOM-TARDEC COM: (586) 574-3844 DSN: 786-3844 Email: david.m.fox1

Response surfaces for the improved design

• Sampled by means of uniform designs

• Developed response surfaces via Kriging

• Factorial simulation results were used to compare fidelity of Kriging response surfaces generated in various ways

Page 26: Development, optimization, and design for robustness of a ... · FMVSS 201 U energy absorber David M. Fox US Army RDECOM-TARDEC COM: (586) 574-3844 DSN: 786-3844 Email: david.m.fox1

Kriging

p

Y krige == fJ k Jk ( X ) + Z ( X ) k==l

Page 27: Development, optimization, and design for robustness of a ... · FMVSS 201 U energy absorber David M. Fox US Army RDECOM-TARDEC COM: (586) 574-3844 DSN: 786-3844 Email: david.m.fox1

Kriging models

• Compared results for surfaces generated with -constant

-first order polynomial

-quadratic polynomial

• Gaussian correlation function

• Three different sample sizes- 9, 17, and 30

Page 28: Development, optimization, and design for robustness of a ... · FMVSS 201 U energy absorber David M. Fox US Army RDECOM-TARDEC COM: (586) 574-3844 DSN: 786-3844 Email: david.m.fox1

Goodness-of-fit estimates

Maximum Error= max Ykrige,i- Y factoriaZ,i

( ) 1/2

RMSE = L Y krige, i - Y factorial, i

. n l

Page 29: Development, optimization, and design for robustness of a ... · FMVSS 201 U energy absorber David M. Fox US Army RDECOM-TARDEC COM: (586) 574-3844 DSN: 786-3844 Email: david.m.fox1

Comparison of maximum error

First Order Quadratic Sample size Constant Polynomial Polynomial

9 42.70 29.52 -

17 125.28 37.44 34.92

30 53.39 30.08 18.66

Page 30: Development, optimization, and design for robustness of a ... · FMVSS 201 U energy absorber David M. Fox US Army RDECOM-TARDEC COM: (586) 574-3844 DSN: 786-3844 Email: david.m.fox1

Comparison of root mean square error (RMSE)

First Order Quadratic Sample size Constant Polynomial Polynomial

9 24.36 18.36 -

17 60.50 16.00 19.02

30 23.95 15.04 10.67

Page 31: Development, optimization, and design for robustness of a ... · FMVSS 201 U energy absorber David M. Fox US Army RDECOM-TARDEC COM: (586) 574-3844 DSN: 786-3844 Email: david.m.fox1

Kriging model contours

Spacing = 0.95 (5°/o lower than nominal value)

0. 950 +-------'...___,.. __ ~......_____, __ __,...,.____;___;_,~"---'1,.~ 0.950 0.975 1.000

Crush Space 1.025 1.050

Page 32: Development, optimization, and design for robustness of a ... · FMVSS 201 U energy absorber David M. Fox US Army RDECOM-TARDEC COM: (586) 574-3844 DSN: 786-3844 Email: david.m.fox1

Kriging model contours

{II {II (I)

1.050

1.025

.§ 1.000 u

~

0.975

0.950 0.950

Spacing= 1.00 (nominal value)

0.975 1.000 Crush Space

1.025 1.050

HIC(d)

• < 580

• 580 - 600

600 - 620

620 - 640 640 - 660

• 660 - 680

• > 680

Page 33: Development, optimization, and design for robustness of a ... · FMVSS 201 U energy absorber David M. Fox US Army RDECOM-TARDEC COM: (586) 574-3844 DSN: 786-3844 Email: david.m.fox1

Kriging model contours

0.950 0.950

Spacing = 1.05 (5°/o higher than nominal value)

0.975 1.000 Crush Space

1.025 1.050

Page 34: Development, optimization, and design for robustness of a ... · FMVSS 201 U energy absorber David M. Fox US Army RDECOM-TARDEC COM: (586) 574-3844 DSN: 786-3844 Email: david.m.fox1

Conclusions • It's possible to very efficiently optimize an energy

absorber design using - the LS-DYNA explicit finite element code - the successive response surface method algorithm

• Use of classic factorial techniques in combination with Kriging response surfaces can - guide improvement of product robustness - offer insight into the nature of a product and its performance

variability

• An enlightened combination of these techniques enables, if nothing else, valuable and relatively inexpensive insight into the feasibility and behavior of various design concepts.


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