Satya N. Atluri, UCI Life Cycle of an Aircraft Market - - PowerPoint PPT Presentation

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Satya N. Atluri, UCI Life Cycle of an Aircraft Market - - PowerPoint PPT Presentation

Multi-Scale Analysis of Aircraft Multi-Scale Analysis of Aircraft Structural Longevity (R (Research Conducted in the early 1990s) h C d t d i th l 1990 ) Satya N. Atluri, UCI Life Cycle of an Aircraft Market Requirements Design


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SLIDE 1

Multi-Scale Analysis of Aircraft Multi-Scale Analysis of Aircraft Structural Longevity (R h C d t d i th l 1990 ) (Research Conducted in the early 1990s)

Satya N. Atluri, UCI

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SLIDE 2

Life Cycle of an Aircraft

Design Market Requirements Production Design Design Prototype Certification O Maintenance

AGILE

Operations & Overhauls Retirement & Overhauls

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SLIDE 3

Structural Integrity of R t ft C t (DTA?) Rotorcraft Components (DTA?)

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SLIDE 4

Aircraft Fatigue Failure: Loss of Integrity

1988, a Boeing 737-297 serving the flight suffered extensive damage after an explosive decompression in

4-28-1988 After 89,090 flight cycles on a 737-200, metal fatigue lets the top go in flight

explosive decompression in flight, but was able to land safely.

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SLIDE 5

Micro Crack Level: 10-5 m DTALE: MLPG-SGBNM Alternating DTALE: MLPG SGBNM Alternating

h a c h 45 deg c h a c h a c
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SLIDE 6

Mega- to Micro-Level Multiple-Scale A l Analyses

Finite volume Finite Element

Micro Cracks

Finite Element Panel Methods Meshless Methods Methods BEM MDO IPPD

Inverse Problems

AGILE…

Global Deformation

System Level: 102m Component Level: 1~ 10-2 m Micro Crack Level: 10-4 ~ 10-6 m

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SLIDE 7

Initial Detected Crack Level: 10-4 m AGILE Alternating Techniques AGILE Alternating Techniques

h a c h 45 deg c h a c h a c

Thi k 10 3 Thickness: 10-3m Initial Crack: 10-4m Initial Crack: 10-4m Initial Crack: 10 m

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SLIDE 8

Multi-Scale Damage Tolerance for Initially Detectable Cracks Initially Detectable Cracks

thickness = 0.09" D C B A 0.4 0.4 0.44 0.44 . 4 0.4 1.18 0.75 Rivet Diameter = 5/32 " 0.75 0.75 0.75 D skin thickness = 0.063" doubler thickness = 0.025" Rivet Diameter = 3/16 " 5/32 Rivet Diameter = 5/32 " 0.04 0.044 0.048 0.052 0.056 0.06 0.024 0.028 0.032 0.036 1.712 1.714 1.716 1.718 1.72 1.722 1.724 1.726 1.728 1.73
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SLIDE 9

Micro-Crack Initiation? Simply using continum-stress mechanics p y g

0.04 0.044 0.048 0.052 0.056 0.06 0.024 0.028 0.032 0.036 1.712 1.714 1.716 1.718 1.72 1.722 1.724 1.726 1.728 1.73

Micro Structure Inclusion Micro-Structure Inclusion Shot-peening

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SLIDE 10

AGILE: Model at 10-6 Level with Continuum Details with Continuum Details

AGILE: Boundary surface mesh only, without refining FEM mesh. Higher order boundary- elements fit curved surfaces much better!

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SLIDE 11

AGILE AGILE

  • Continum Damage Mechanics

Continum Damage Mechanics

  • Anisotropic Damage Mechanics

G i B d F t M h i

  • Grain Boundary Fracture Mechanics
  • Gradient Theories of Material Behavior
  • _______________? Far in the Future
  • Ab Initio

Dislocation Dynamics Ab Initio……Dislocation Dynamics

  • MD

St ti ti l M h i

  • Statistical Mechanics
  • DFT……..
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SLIDE 12

AGILE (LOCAL): SGBEM-FEM Alternating Alternating

(Symmetric Galerkin Boundary Element – FEM Alternating Method) (Overall Accuracies of KI, KII,KIII, Jk are the best of any available method)

P SGBEM P FEM SGBEM

+

FEM

=

I fi it b d Loaded Finite body with a crack Infinite body with a crack Loaded Finite body without a crack

FEM Stiffness matrix inverted only ONCE, Faster!

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SLIDE 13

Why AGILE? Why AGILE?

  • Accuracy is the best:

Accuracy is the best:

–State-of-the-art advanced theories & analytical developments are used, in conjunction with the most efficient j computational algorithms. Most advanced closed form –Most advanced closed-form mathematics, and only minimal i numerics

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SLIDE 14

Advanced Theories

  • Solvers are developed, based on both FEM(for

uncracked structure) and SGBEM(for a subdomain w/2- ) ( D or 3-D crack).

  • SGBEM is developed, using the newly developed

weakly-singular BIEs: weakly singular BIEs: – Support higher-order elements for curved surfaces – higher performance and accuracy – Preserve the symmetry of the matrices

  • FEM & SGBEM are coupled through the Schwartz

alternating method: alternating method:

– FE mesh, and the SG-BEM crack-model are totally uncoupled – Ease of mesh creation – Very Fast algorithm for automated crack growth FE model is – Very Fast algorithm for automated crack growth, FE model is factorized and solved only once.

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SLIDE 15

AGILE: Faster and more accurate than traditional BIE

  • Weakly-singular integrals are numerically

Weakly singular integrals are numerically tractable, with Gaussian quadrature algorithms using q g g lower order integrations

  • Higher-order elements with curved sides

g can be used, because of its requirement of only C0 ti it hi h i i ll f l f continuity, which is especially useful for modeling 3D non-planar cracks with less elements elements.

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SLIDE 16

AGILE: More applicable than pure BIE

  • Built-in FE solver handles more

Built in FE solver handles more complicated geometries, including structural elements such as beams structural elements, such as beams, plates, shells, and MPCs.

  • More efficient for problems with high
  • More efficient for problems with high

volume/surface ratios, for example, thin- walled structures manifold domains and walled structures, manifold domains, and bi-material parts. 2 D 2 D/3 D t iti & 3 D d li f

  • 2-D, 2-D/3-D transition, & 3-D modeling of

structures w/ mixed-mode crack-growth

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SLIDE 17

SGBEM: Fundamental Solutions Solutions

3D Problems

x Source Point

1 ] ) 4 3 [( ) 1 ( 16 1 ) , (

, , * p i ip p i

r r r u         ξ x

r  Point field

] 3 ) )( 2 1 [( ) 1 ( 8 1 ) , (

, , , , , , 2 * p j i i jp j ip p ij p ij

r r r r r r r              ξ x

u*, *

field

2D Problems 2D Problems

] ln ) 4 3 ( [ ) 1 ( 8 1 ) , (

, , * p i ip p i

r r r u          ξ x ] 2 ) )( 2 1 [( ) 1 ( 4 1 ) , (

, , , , , , * p j i i jp j ip p ij p ij

r r r r r r r              ξ x

x ξ r   where

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SLIDE 18

Displacement BIE

Using the fundamental solution u* as the test function ,

Displacement BIE

g we obtain:

DBIE:

 

   

  dS t u dS u t u

p m m p j j p

) , ( ) ( ) , ( ) ( ) (

* *

ξ x ξ ξ x ξ x in which, displacements u are determined from

 the boundary displacements and

Singularity O(1/r2)

 the boundary tractions

Singularity O(1/r )

when differentiated directly, this leads to a Traction BIE, which is, unfortunately, hyper-singular: O(1/r 3)

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SLIDE 19

New Non-hyper Singular O(1/r2) T i BIE Traction BIE

u 

Using the test function, the global weak form of solid mechanics becomes

) (

, , , ,

    

   

   

d u E u dS u u E n dS u u E n dS u u E n

i j n m ijmn k k j n m ijmn i

Replacing the test function with the gradients of fundamental solution we obtain: ) (

, , , , ,

 

 

  

d u E u dS u u E n

n i j ijmn k m i j k m ijmn n

 

    dS u D dS t

b q b b

) , ( ) ( ) , ( ) ( ) (

* *

ξ x ξ ξ x ξ x  

TBIE:

solution, we obtain: in which, stresses are determined from the boundary displacements and

 

   

  dS u D dS t

abpq q p ab q ab

) , ( ) ( ) , ( ) ( ) ( ξ x ξ ξ x ξ x  

Singularity O(1/r2)

 the boundary displacements and  the boundary tractions

Singularity O(1/r )

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SLIDE 20

De-sigularization

  • f Symmetric Galerkin Form

Applying Stoke’s Theorem to Symmetric Galerkin form pp y g y

    

     

 

p p j j x p x p p

dS G u D dS t dS u t dS t dS u t

) ( ) ( ) ( ) ( ˆ ) , ( ) ( ) ( ˆ ) ( ) ( ˆ 2 1

* *

ξ x ξ ξ x ξ x ξ x x x 1

   

       

 

CPV p ij j i x p ij j i x p

dS u n dS t dS G u D dS t

 

 ) , ( ) ( ) ( ) ( ˆ ) , ( ) ( ) ( ) (

*

ξ x ξ ξ x ξ x ξ ξ x

    

         

  

 

 dS u n dS t dS G t dS u D dS u t

CPV x q ab b a q q ab q x b a x b b

) , ( ) ( ˆ ) ( ) ( ) , ( ) ( ) ( ˆ ) ( ˆ ) ( 2 1

* *

ξ x x x ξ ξ x ξ x x x Singularity O(1/r)

 

       

dS H u D dS u D

abpq q p x b a

) , ( ) ( ) ( ˆ

*

ξ x ξ x

H Z D Atl i S N (2003) O Si l F l ti f W kl Si l T ti &

  • Han. Z. D.; Atluri, S. N. (2003): On Simple Formulations of Weakly-Singular Traction &

Displacement BIE, and Their Solutions through Petrov-Galerkin Approaches, CMES: Computer Modeling in Engineering & Sciences, vol. 4 no. 1, pp. 5-20.

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SLIDE 21

Intrinsic Features of the SGBEM Intrinsic Features of the SGBEM

  • weak singularity of the kernel:

weak singularity of the kernel: O(1/r)

  • symmetric structure of the global
  • symmetric structure of the global

“stiffness” matrix th ibilit f i hi h d

  • the possibility of using higher-order

elements with curved sides

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SLIDE 22

AGILE-2D: Cracks Emanating from F t H l i F l L J i t Fastener Holes in a Fuselage Lap-Joint

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SLIDE 23

FEM Model with Boundary and Load C diti b t NO C k Conditions but NO Crack

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SLIDE 24

2-D Infinite body with loaded arbitrarily-shaped line cracks y p ONLY: Singular Integral equations

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SLIDE 25

Alternating Procedure: Apply the id l t ti b k t th FEM residual tractions back on to the FEM

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SLIDE 26

AGILE-2D Mixed Mode Crack Growth AGILE 2D Mixed Mode Crack Growth

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SLIDE 27

AGILE-2D: Multiple Holes AGILE 2D: Multiple Holes

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SLIDE 28

2D/3D Mixed Analyses with P i C k S d Parametric Crack Study

GRIP P JOINT

56" 40" thickness = 0.063"

GRIP

22"

Skin Thickness 0 063”

P

Skin Thickness = 0.063”

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SLIDE 29

AGILE: Mixed 2D/3D Crack P i A l i Parametric Analysis

Existing FE Model with ABAQUS results

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SLIDE 30

Intermediate FE Model (Joint) Intermediate FE Model (Joint)

Rivet Holes

Local deformed skin 3D FE model with LBCs transferred from the global shell analysis by using AGILE GUI

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SLIDE 31

Local FE Model of Rivet Hole Local FE Model of Rivet Hole

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SLIDE 32

Multiple Crack Location study

h h=0.0315" a c t-h=0.0315" R=3/32 " = 0.09375" t = 0.063" t-h=0.0315" h h=0.0315" a =45 deg c t = 0.063" R=3/32 " = 0.09375"

AGILE FE model

h h=0.0315" t = 0.063" t-h=0.0315" R=3/32 " = 0.09375" a c h h=0.0315" t = 0 063" t-h=0.0315" R=3/32 " = 0.09375" a c t = 0.063
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SLIDE 33

Possible Crack Development Possible Crack Development

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SLIDE 34

Experiment Report by Air Force Experiment Report by Air Force

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SLIDE 35

CPU Time CPU Time

  • Global Analysis

Global Analysis 3 Minutes

  • Intermediate Analysis (Joint)

y ( ) 21.5 Minutes

  • Local Analysis (Rivet Hole)

y ( ) 4.5 Minutes

  • Crack Analysis (AGILE)

100 Minutes for 31 cases

Total CPU Time  2 Hours in a normal lap-top! (in 2003!)

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SLIDE 36

Bridge Collapse: Catastrophic Failure

In 2007, a highway bridge over the Mississippi River in Minneapolis collapsed into the river and onto the riverbanks beneath during evening rush hour.

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SLIDE 37

Application of AGILE-3D in the Fatigue Crack-Growth Analyses of Orthotropic Deck Bridges

Orthotropic Deck Bridges Fatigue crack at the rib-deck welded joint

dynamic load at the U-rib joint

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SLIDE 38

The Computational Model (XFEM) used for the Fatigue Crack Analysis of the Rib-Deck Welded Joint y

2-D Plane Strain Model

which implies that the crack at the rib-deck is “infinitely” long, across the whole span of two horizontal floor beams / stiffeners stiffeners An extremely fine mesh has to be used at the crack tip

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SLIDE 39

Using AGILE-3D for the Prediction of Fatigue Life of Orthotropic Deck Bridges

finite size fatigue crack at the rib- deck joint

M M

The advantages of using AGILE-3D for the fatigue crack analysis of orthotropic crack analysis of orthotropic deck bridges:

1) 3-D model can be used to account for the different sizes account for the different sizes and geometries of cracks; 2) Computationally efficient as a coarse mesh is able to give a coarse mesh is able to give accurate results.

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SLIDE 40

Typical structural components Typical structural components

High Surface/Volume ratio

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SLIDE 41

Multiple Level Analyses Multiple Level Analyses

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SLIDE 42

AGILE: N l 3D f ti th Non-planar 3D fatigue growth

1.5"

2"

  1" 1.9" 0.5" 0.1" . 1 "

Non-planar 3D fatigue growth of an inclined i i l f k semi-circular surface crack

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SLIDE 43

Nonplanar fatigue growth of

an inclined semi circular surface crack an inclined semi-circular surface crack

  • ASTM E740 specimen
  • Mixed-mode fatigue growth

1.5" 1" 1.9" 0.5" 2"

 

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SLIDE 44

AGILE Models AGILE Models

Finite Body Finite Body w/o Crack 2304 El t 2304 Elements (Hexa 20) Crack S f Surface 24 Elements along crack front (Quad 8)

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SLIDE 45

Stress Intensity Factors

I iti l C k :Initial Crack

0.8 NKI NKII NKIII 0.4 0.6

K0, KII/K0, KIII/K

K2S K3S Forth, Keat & Favrow (2002) KI FEM-SGBEM Alternating 0.2

ss Intensity Factors KI/K KII

  • Han. Z. D.; Atluri, S. N. (2002):

SGBEM (for Cracked Local

  • 0.2

Normalized Stres KIII

SGBEM (for Cracked Local Subdomain) – FEM(for uncracked global Structure) AlternatingMethod for Analyzing 3D Surface Cracks and Their

  • 0.4

15 30 45 60 75 90

Angle, degree

Fatigue-Growth, CMES: Computer Modeling in Engineering & Sciences, vol. 3

  • no. 6, pp. 699-716.
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SLIDE 46

Crack in the specimen

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SLIDE 47

Final Crack

Initial Crack

Final Crack Predicted by

Crack

using AGILE

Initial Crack Crack

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SLIDE 48

Fatigue Loading Cycles

0.4

Fatigue Loading Cycles

0.3 0.35

AGILE FEAM specimen 1 specimen 2 specimen 3

The critical depth of the crack AGILE 0 29”

0.2 0.25

k depth (in)

p specimen 4

AGILE 0.29

  • Exp. Ave. 0.284”

(0.34”, 0.23”, 0.32”, and 0.25”)

0.1 0.15

Crack

0.05 1.E+03 1.E+04 1.E+05 1.E+06 Cycles

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SLIDE 49

The Non-planarly Growing Crack... p y g

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SLIDE 50

Analysis of Cracks in Solid Propellant R k t G i Rocket Grains

P

M u

Solid Propellant Rocket Grain under tension and inner pressure

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SLIDE 51

Unsymmetric BE Crack Model Unsymmetric BE Crack Model

Unsymmetric Crack Crack Front Semi-Circular Crack

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SLIDE 52

Crack Front Advancements Crack Front Advancements

Crack Front after 3 Steps Crack Front after 6 Steps Crack Front after 9 Steps Crack Front after 11 Steps Initial Crack

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SLIDE 53

Center Line of Growing Crack Center Line of Growing Crack

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SLIDE 54

Final Crack Surface Final Crack Surface

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SLIDE 55

Simulation: Growth of the Crack Simulation: Growth of the Crack

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SLIDE 56

Some Other Fracture Codes Some Other Fracture Codes

  • Codes based on analytical/handbook

Codes based on analytical/handbook solutions

– NASGRO, FASTRAN ,

  • Full BEM codes

– BEASY, FRANC3D BEASY, FRANC3D

  • Full FEM codes with specific elements

– ABAQUS, MARC, ZenCrack, XFEM ABAQUS, MARC, ZenCrack, XFEM

  • FEM-SGBEM Alternating Code

– AGILE (Most Efficient & Most Accurate) AGILE (Most Efficient & Most Accurate)

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SLIDE 57

From FEM ZenCrack to XFEM From FEM, ZenCrack to XFEM

  • FEM: Enriched Singular

El t (d l d i Elements (developed in 1970’s, pioneered by Atluri and his colleagues, and his colleagues, implemented in ABAQUS, MARC, etc.)

C fi i & d i M h – Confirming & adaptive Meshes. – Accuracy dependent on the mesh quality. q y – Costly labor of Meshing & Re- Meshing No automated crack growth – No automated crack growth.

Enrichment Elements are the KEY!

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SLIDE 58

From FEM ZenCrack to XFEM From FEM, ZenCrack to XFEM

  • Zen Crack: a crack mesh

generator

– Insert a crack into a non- k d FEM M h cracked FEM Mesh – Create the meshes outside involving FEM Solvers involving FEM Solvers. – Reduce labor work in creating the conforming g g and adaptive meshes – Algorithm is unstable.

Enriched Elements still play the KEY role!

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SLIDE 59

From FEM ZenCrack to XFEM From FEM, ZenCrack to XFEM

  • XFEM: Split elements to

match the cracks

– Integrate the element i l ti i t th FEM manipulation into the FEM Solvers, and HIDE it from the users.

Splitting elements!

– No adaptive meshes – Splitted elements without p quality. – No accuracy control.

Only 2D Enriched Elements can be used.

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SLIDE 60

What about XFEM 3D?

(up to 2010)

  • Only Tet Mesh but No

Hexa Mesh.

  • No 3D enrichment

element for non-planar cracks.

  • The accuracy is heavily

dependent on the initial FEM Mesh FEM Mesh. FEM without Enrichment Elements!

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SLIDE 61

What about XFEM 3D?

(Rabczuk Bordas Zi (2010): Computers and Structures 88 pp 1391–1411) (Rabczuk, Bordas, Zi (2010): Computers and Structures 88, pp. 1391–1411)

  • 30x30x30=27,000

FE initial mesh.

Penny-shaped embedded crack in a tension bar

elements: Error = 3.3%

  • 60x60x60=216,000

elements: Error = 2.07%

  • 120x120x120=1,728,000

XFEM3D Results

elements: Error = 1.21%

  • AGILE: 20 elements

Error = 0.3% XFEM-3D is NOT suitable for fatigue & fracture analyses

AGILE mesh.

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SLIDE 62

What about XFEM 3D in C i l C d ? Commercial Codes?

Not even close, even in 2D XFEM!

i h i l i i h XFEM3D, without singularity enrichment, is NOT suitable for fracture analysis!

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SLIDE 63

How to Reach 10-6 Level even using continuum mechanics? continuum mechanics?

  • FEM: Zoom-in refined

localized mesh, => 10-5

  • XFEM: Splitting

Elements without Elements without mesh quality control, => 10-5

  • AGILE: Completely

de coupled FEM

0 044 0.048 0.052 0.056 0.06

de-coupled FEM- SGBEM LOCAL model, Cracks can be

0.024 0.028 0.032 0.036 0.04 0.044 1.712 1.714 1.716 1.718 1.72 1.722 1.724 1.726 1.728 1.73

two orders lower, => 10-6

slide-64
SLIDE 64

Comparison between Codes

Codes Modeling CPU Accuracy Fully 3D Complicate Link Codes Modeling Time CPU Time Accuracy Fully Automated Growth 3D NonPlanar Crack Complicate Model and LBCs Link Commercial FE Codes AGILE Crack only Minutes per step <1% YES YES YES YES step BEASY Full BEM Model with Crack 6~10 times slower ~3% Restriction YES Quad Mesh Limited F ll BEM FRANC3D Full BEM Model with Crack Slower ~3% Unstable YES NO NO NASGRO Predefined C k l Fast

  • YES

NO NO NO NASGRO Crack only Fast YES NO NO NO ABAQUS MARC Full FEM Model with Crack Fast ~10% NO YES YES Self ZenCrack Full FEM Model with Crack Fast ~10% Unstable YES Unstable NA XFEM Worse than YES NO Not for YES XFEM

  • than

ABAQUS YES NO Cracks YES

AGILE has the BEST Accuracy & can be run on demand in a real-time fashion!

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SLIDE 65

AGILE Probabilstic Prognostics Tool g

Integrated Structural Health Management System

diagnostics

Mega Level FE Model Damage Accumulation

ilistic alysis ating logy Probabi FE ana alterna technol crack growth model Lib.

Component Level FE Model Micro Level Crack

slide-66
SLIDE 66

Automated Global, Intermediate, & Local Evaluations for Damage Tolerance Analyses & Life Estimation:

AGILE for DTA & LE AGILE for DTA & LE (Status as of Dec. 2004)

Satya N. Atluri, UCI

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SLIDE 67

Why AGILE? Why AGILE?

  • Simple to use:

Simple to use:

–Easiness of Model Creation –User-Friendly Graphical Interfaces –Least computationally intensive –Least computationally intensive –Automatic re-solution of Intermediate model, if load-redistribution due to crack-growth occurs g

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SLIDE 68

What is embedded in AGILE? What is embedded in AGILE?

  • Open Architecture:

Open Architecture:

– Various mixed mode loadings. 2 D & 3 D Mi ed Mode Non planar fatig e – 2-D & 3-D Mixed-Mode, Non-planar fatigue- crack-growth modeling Sophisticated mathematics + minimal numerics – Sophisticated mathematics + minimal numerics

–Fatigue-crack-growth models. –Probabilistic analyses.

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SLIDE 69

Support multiple load cases Support multiple load cases

  • Structural components are undergoing

Structural components are undergoing several loading cases within one flight , including take-off & landing lifting including take off & landing, lifting,

  • carrying. The load spectrums are different.
  • The life of the loading components will be
  • The life of the loading components will be

estimated under the combined load cases.

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SLIDE 70

Easiness of Model Creation Easiness of Model Creation

  • Simple FE mesh creation without the

Simple FE mesh creation, without the crack surface in the FE model.

  • Simple creation of crack model as only a
  • Simple creation of crack model, as only a

surface mesh in SGBEM I d d f th SGBEM d FE

  • Independence of the SGBEM and FE

meshes:

– leverage the existing FE models and results – Parametric crack analysis is very simple

slide-71
SLIDE 71

Graphical User Interface F ll i d i PATRAN Fully integrated into PATRAN

  • The proficiency of the GUI makes AGILE user-

p y friendly and minimizes human-errors typically associated with data preparation. S i ALL AGILE d l i

  • Supporting ALL AGILE model creation.
  • Seamless integration with MSC.PATRAN,

minimizes user training minimizes user training.

  • Supporting PATRAN session file, i.e. recording

and playing back. a d p ay g bac

  • Supporting all PATRAN FE model files for

NASTRAN, MARC, ABAQUS and so on.

slide-72
SLIDE 72

AGILE Architecture

FE codes NASTRAN Graphical User Interfaces NASTRAN ANSYS MARC

Load/BC f

Graphical User Interfaces M d l D b …

Transferor

Model Database AGILE 2D/3D Analyses-Codes Fatigue Models Results: Result: Life Estimation K Solutions

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SLIDE 73

Support most crack growth models

  • Paris Model
  • Walker Model
  • NASGRO Model

NASGRO Model

  • Load Spectrum

Load Spectrum

  • Analytical models for

plasticity-induced plasticity induced Crack-closure

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SLIDE 74

AGILE as an Integrated Probabilistic P ti T l i SHM S t

Environmental inputs Sensors ) C

Prognostic Tool in an SHM System

1) Controlled Diagnostic Inputs 2) Signal Processing and Filtering 5) Integrated Probabilistic 3) Multi-scale Interrogation Crack Length 4) Probabilistic Diagnostic Imaging ) g Prognostics Load

  • Damage Formation
  • Growth
  • Type

Crack Length Load

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SLIDE 75

Probabilistic Analysis Probabilistic Analysis

  • The probabilistic information on pre-crack

The probabilistic information on pre crack damage and macro-crack growth will be analyzed in terms of location, size and type of damage.

  • Automatic life prediction in a probabilistic sense

for structures will be implemented with probabilistic information of the real environmental conditions environmental conditions.

  • Experimental database will be used as one

possible probabilistic input as well as other possible probabilistic input, as well as other theoretical and numerical models.

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SLIDE 76

AGILE-2D: Demonstration AGILE 2D: Demonstration

Support most 2D triangular Support most 2D triangular and quadrilateral elements

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SLIDE 77

Mixed Mode Crack Growth: No Changes in FE Mesh

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SLIDE 78

Dialog-based Interface Dialog based Interface

AGILE GUI Dialogs Agile Menu Selection from Lists from Lists Intelligent Engine for Automatic Parameter Calculation