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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:

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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+

    60

    O!N" calculations

    All 6# *3uations:! *3uilibrium < $ Strain ;isplacement < $ 9onstituti/e

    9ondensed to:

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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+

    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

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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

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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