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7/25/2019 SES Presentation 2013
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Carne ie Mellon Universit Particle Flow & Tribolo Laborator
Macro-Scale Mixed LubricationModeling Approach
Gagan Srivastava, C. Fred Higgs IIICarnegie Mellon niversit!
"article Flo# $ %ribolog! Laborator!
SES 50thAnnual Technical MeetingJuly 29, 2013
Providence, R
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Carne ie Mellon Universit Particle Flow & Tribolo Laborator
Overview
2
Introduction Mixed lubrication (Applications)
Macro-scale modeling
Current modeling approach
PAML-lite: Simplified modeling approach
Results
eed for a better model
Conclusion
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Carne ie Mellon Universit Particle Flow & Tribolo Laborator
Particle Flow & Tribology Laboratory
Core competencies
One of the most difficult areas of tribology relates to
the multi-physics behavior of particulate materials
large or small. They can wear and damage relatively
sliding materials, or they can be used to protect
materials.
Our strength is that we develop:
Experiments Simulations Predictions
Granular flows
Slurry
Powder lubrication
!
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Carne ie Mellon Universit Particle Flow & Tribolo Laborator"
Introduction: Mied Lubrication
newmachineparts.blogspot.com
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Carne ie Mellon Universit Particle Flow & Tribolo Laborator#
Introduction: Mied Lubrication
BOUNDARY MIXED HYDRODYNAMIC
Coefficient
ofFriction
Sommerfeld Number
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Carne ie Mellon Universit Particle Flow & Tribolo Laborator$
!b"
!d"
P#$% &ribosystems
Artificial hip wear
Disk drive contamination wear
earing wear via
lubricant debris
!a"
!c"
!hemical "echanical #olishing
Introduction: Particles !ugmented Mied Lubrication "P!ML#
Mo!t industrial "i#ed lu$rication !y!te"! have %article&'luid
!u!%en!ion! a! the lu$ricant
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Carne ie Mellon Universit Particle Flow & Tribolo Laborator%
Micro$scale vs Macro$scale Modeling
Contact $echanics 'earFluid $echanics Particle (ynamics
$ubricant Tribosurfaces
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Carne ie Mellon Universit Particle Flow & Tribolo Laborator&
Micro$scale vs Macro$scale Modeling
'igh fidelit % 'avier$
(to)essolution
'igh computational cost
Small domain
o load carring capacit
of the fluid
'igh fidelit *ulerian$
Lagrangianor *ulerian-
*ulerian treatment
'igh computational cost
+er small number of
particles monitored
'igh fidelit +oussines,
solution, or in.ler found-
ation based analsis
'igh computational cost
Small analsis domain
'igh fidelit indi/idual
abrasive weare/ents
'igh computational cost
$icro)scale $odeling
Contact $echanics 'earFluid $echanics Particle (ynamics
$ubricant Tribosurfaces
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Carne ie Mellon Universit Particle Flow & Tribolo Laborator0
Micro$scale vs Macro$scale Modeling
Contact $echanics 'earFluid $echanics Particle (ynamics
$ubricant Tribosurfaces
'igh fidelit % 'avier$
(to)essolution
'igh computational cost
Small domain
o load carring capacit
of the fluid
'igh fidelit *ulerian$
Lagrangianor *ulerian-
*ulerian treatment
'igh computational cost
+er small number of
particles monitored
'igh fidelit +oussines,
solution, or in.ler found-
ation based analsis
'igh computational cost
Small analsis domain
Large element
+oussines,solution or
elastic -oundationmodel
Lo1er accurac
Speed accurac trade-
off
Probabilistictreatment
possible
'igh speed, much lo1er
accurac
Approximate, .eynolds
lubrication e3 usable
Model load carring
capacit of the fluid
'igh speed, lo1er
accurac
'igh fidelit indi/idual
abrasive weare/ents
'igh computational cost
A/erage 1ear b a cluster
of 4active5 particles
'igh speed, relati/el
lo1er accurac
$icro)scale $odeling
$acro)scale $odeling
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Carne ie Mellon Universit Particle Flow & Tribolo Laborator67
Micro$scale vs Macro$scale Modeling
HIH ACCURACY
HIH COS"# SMA$$ DOMAIN
HIH SPEED# $ARE DOMAIN
$O% ACCURACY
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! Typical Macro$(cale CMP Model
"AML &lite
&luid Mec'anics Contact Mec'anics %ear
&ilm t'ic(ness
' ) '*r#+,
H-drod-namic
Pressurep ) p.'# /# 01
E2uili3rium
Separation
d ) d*r#+,
Elastic Contact4 ) 4*5# E,
Material Remo6al
RateMRR ) f*4#78#9#:,
Particle D-namics
Uni;orm
Concentration
Si5e distri3ution
Acti6e ParticlesNacti6e)f *# 9# 4,
Particle Indentation
7 ) f *(# H8
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&luid Mec'anics Contact Mec'anics %ear
&ilm t'ic(ness
' ) '*r#+,
H-drod-namic
Pressurep ) p.'# /# 01
E2uili3rium
Separation
d ) d*r#+,
Elastic Contact4 ) 4*5# E,
Material Remo6al
RateMRR ) f*4#78#9#:,
Particle D-namics
Uni;orm
Concentration
Si5e distri3ution
Acti6e ParticlesNacti6e)f *# 9# 4,
Particle Indentation
7 ) f *(# H8
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&luid Mec'anics Contact Mec'anics %ear
&ilm t'ic(ness
' ) '*r#+,
H-drod-namic
Pressurep ) p.'# /# 01
E2uili3rium
Separation
d ) d*r#+,
Elastic Contact4 ) 4*5# E,
Material Remo6al
RateMRR ) f*4#78#9#:,
Particle D-namics
Uni;orm
Concentration
Si5e distri3ution
Acti6e ParticlesNacti6e)f *# 9# 4,
Particle Indentation
7 ) f *(# H8
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P!ML $ lite : 8luid Mechanics
Re-nold=s E2uation in C-lindrical and Sp'erical Polar Coordinates
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P!ML $ lite : 9ontact Mechanics
afer: A flat rigid punch pressed against
the pad
Pad: *lastic 8oundation (ohnson, 60&!)
o Asperities act as independent springs
o ;eformation in the plane of the pad is neglected
o ormal deformation due to tangential shear loading is neglected
PARA$$E$ SPRINS
*+G+( '#%%
%A&ER
)*A+
6&
O!N" calculations
All 6# *3uations:! *3uilibrium < $ Strain ;isplacement < $ 9onstituti/e
9ondensed to:
7/25/2019 SES Presentation 2013
16/39Carne ie Mellon Universit Particle Flow & Tribolo Laborator
P!ML $ lite : 9ontact Mechanics
afer: A flat rigid punch pressed against
the pad
Pad: *lastic 8oundation (ohnson, 60&!)
o Asperities act as independent springs
o ;eformation in the plane of the pad is neglected
o ormal deformation due to tangential shear loading is neglected
PARA$$E$ SPRINS
*+G+( '#%%
%A&ER
)*A+
60
O!N" calculations
All 6# *3uations:! *3uilibrium < $ Strain ;isplacement < $ 9onstituti/e
9ondensed to:
7/25/2019 SES Presentation 2013
17/39Carne ie Mellon Universit Particle Flow & Tribolo Laborator
P!ML $ lite : 9ontact Mechanics
afer: A flat rigid punch pressed against
the pad
Pad: *lastic 8oundation (ohnson, 60&!)
o Asperities act as independent springs
o ;eformation in the plane of the pad is neglected
o ormal deformation due to tangential shear loading is neglected
PARA$$E$ SPRINS
*+G+( '#%%
%A&ER
)*A+
27
O!N" calculations
All 6# *3uations:! *3uilibrium < $ Strain ;isplacement < $ 9onstituti/e
9ondensed to:
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P!ML $ lite : Model Flowchart
o"%ute
ne-. /,,
Euili$riu" orientation
/,,4, %r,67, (r,87
alculate Active
Particle!
alculate Average
ear
alculate Total ear
:ES
START
;ue!! /,,0
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P!ML $ lite : Model Flowchart
o"%ute
ne-. /,,
Euili$riu" orientation
/,,4, %r,67, (r,87
alculate Active
Particle!
alculate Average
ear
alculate Total ear
:ES
START
;ue!! /,,0
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Complete Model: /ear Prediction uring CMP
Application:
CMP
> %a;er?scale mixed
lu3rication pro3lem is
3ein@ computed in silico
> "'e e6olution o; 8ear#
;luid pressure and
contact stress is (no8n
2#
*/olution of 1ear on thebottom face of the 1afer
afer being polished(changing orientation to
achie/e e3uilibrium)Section of thepad interacting
1ith the 1afer
7/25/2019 SES Presentation 2013
21/39Carne ie Mellon Universit Particle Flow & Tribolo Laborator
Complete Model: /ear Prediction uring CMP
Application:
CMP
> %a;er?scale mixed
lu3rication pro3lem is
3ein@ computed in silico
> "'e e6olution o; 8ear#
;luid pressure and
contact stress is (no8n
2$
*/olution of 1ear on thebottom face of the 1afer
afer being polished(changing orientation to
achie/e e3uilibrium)Section of thepad interacting
1ith the 1afer
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.esults: Material .emoval .ate
Current model
$** vs Normal %oad
"'e model 'as excellent predictions ;or lo8er loads * PSI,# 3ut t'en re2uires
impro6ed accurac- ;or 'i@'er loads2&
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.esults: Material .emoval .ate
"'e model 'as excellent predictions ;or lo8er loads * PSI,# 3ut t'en re2uires
impro6ed accurac- ;or 'i@'er loads20
$** vs Normal %oad
Inaccurac- at'i@'er loads
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.esults: Material .emoval .ate
!7
Inaccurac- at'i@'er loads=ndependent springs
(deflect indi/iduall)
Fluid completely s,uee0edout o- the inter-ace
In the model
In reality
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Solution Impro6in@ t'eSolid?Solid Contact Model
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(olution: Improved Contact Modeling
p Sur;ace tractionu Sur;ace displacementF In;luence coe;;icients
!llwood "1223#
=ndependent springs o influence of asperities on each other
Appl >oussines3 solution of point load on an elastic half-space
?o/erning e3uations:
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'ew !pproach: MLM( 4 C5
Polons. and @eers 4Multi-le/el Multi-Summation5 (MLMS) algorithm, 1ith9onBugate ?radient (9?) sol/er is implemented
*3uation (6) sol/ed b MLMS
*3uations (2) and (") sol/ed b 9?M
!,"
!-"
!"
!/"
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MLM( .outine
Chree step process:
=nterpolation from fine to coarse grid Matrix-/ector multiplication (*3D 6) =nterpolation from coarse to fine grid
Co retain accurac, appropriate correction is applied after e/er interpolation
=nfluence matrix @ is re3uired for the finest gridsiEe of @ F (x)"
Memor efficienc is achie/ed b using Ren and Lees Mo/ing ?rid Method (All1ood)
pf)p
cuc)u
fG F @p
cpf)p
cuc)u
f
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Carne ie Mellon Universit Particle Flow & Tribolo Laborator!$
Con6ugate 5radient Method
Sol/es the load balance e3uation (2) 1hile imposing thecomplimentar ine3ualit conditions (")
MinimiEes the error in calculating separation (g) at contact points
(minimiEe ? F giB2 ), using pas the controlled /ariable
Ri@id circular punc' on a rou@' 'al;?spaceE6olution o; contact 5one *8'ite contact,
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Carne ie Mellon Universit Particle Flow & Tribolo Laborator!%
7alidation (tudy: .igid -lat punch on a hal- space
0 0., 0.- 0. 0./ 0.1 0.2 0.3 0.4 0.50
-
/
2
4
,0
,-
,/
,2
,4
Net Supported $oad Error
*Area under t'e p?x cur6e,
*Punc' %idt', G *Domain %idt',
Error*H,
,00 ,000 ,0000 ,00000 ,000000 ,00000000
,0
-0
.0
/0
10
20
Net Supported $oad Error*rid Independence Stud-,
rid Points
Error*H,
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Carne ie Mellon Universit Particle Flow & Tribolo Laborator!0
Implementation -or CMP
PAD%A&ER
6p
6w
PAD %A&ER
Appr
oxim
ated
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Carne ie Mellon Universit Particle Flow & Tribolo Laborator"7
Improved Contact CMP Model: Preliminary .esults!7m"
-1
-0
,1
,0
1
0
Pad
(eflection
!Pa"
,/00
,-00
,000
400
200
/00
-00ContactStress
Contact
8one
!Pa"
000
-000
,000
0
),000
)-000
)000FluidPressure
d d l li i l
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Carne ie Mellon Universit Particle Flow & Tribolo Laborator"6
Improved Contact CMP Model: Preliminary .esults
GJ GKJ &GJJJ
J
LJ
J
J
J
J
J
KJ
J
JJMaximum De;lection
&raction o; "otal $oad
De;lection*micrometers,
GJ GKJ &GJJ
?JJJ
?LJJJ
?JJJ
J
JJJ
LJJJ
JJJ
Ran@e o; &luid Pressure in t'e Inter;ace
Maximum Pressure
Minimum Pressure
&raction o; "otal $oad
Pressure*Pa,
GJ GKJ &GJJ
J
JJ
JJJ
JJ
LJJJ
LJJ
JJJ
Maximum Contact Stress
&raction o; "otal $oad
ContactStress*Pa,
Pad
%a;er
& F Fcontact
9 Ffluid
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Carne ie Mellon Universit Particle Flow & Tribolo Laborator"!
Conclusions
;ifferent modes of modeling the mixed-lubrication regime are
discussed, addressing different scales
A macro-scale modeling frame1or. PAML-liteis introduced
PAML-litesho1s reasonable accurac at lo1er loads, but exposes
the 1ea.ness of elastic foundation model at high loads
Che >oussines3 solution based approach, 1hich couples the
asperities together can pro/ide better accurac at higher loads
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Carne ie Mellon Universit Particle Flow & Tribolo Laborator""
%&'(T)O*(
!c)nowledgments
Philip and Marsha ;o1d 8ello1ship
ASM* Cribolog ;i/ision
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Carne ie Mellon Universit Particle Flow & Tribolo Laborator"#
APPENDIX
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Carne ie Mellon Universit Particle Flow & Tribolo Laborator"$
In-luence Coe--icients
Inte@rated 3- $o6e *L, ;or a constant rectan@ular load
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pf)p
cuc)u
fG F @p
cpf)p
cuc)u
f