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A Sharp Interface Immersed Boundary Method A Sharp Interface Immersed Boundary Method for Flow and for Flow and Aeroacoustics Aeroacoustics with Complex with Complex Moving Boundaries Moving Boundaries - - I: I: Methodology and Implementation Methodology and Implementation Rajat Rajat Mittal Mittal Mechanical Engineering

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Page 1: A Sharp Interface Immersed Boundary Method for Flow and ... · A Sharp Interface Immersed Boundary Method for Flow and Aeroacoustics with Complex Moving Boundaries-I: Methodology

A Sharp Interface Immersed Boundary Method A Sharp Interface Immersed Boundary Method for Flow and for Flow and AeroacousticsAeroacoustics with Complex with Complex

Moving BoundariesMoving Boundaries--I: I: Methodology and ImplementationMethodology and Implementation

RajatRajat MittalMittalMechanical Engineering

Page 2: A Sharp Interface Immersed Boundary Method for Flow and ... · A Sharp Interface Immersed Boundary Method for Flow and Aeroacoustics with Complex Moving Boundaries-I: Methodology

Biological FlowsBiological FlowsBiomimeticsBiomimetics and and BioinspiredBioinspired EngineeringEngineering–– What can we learn from Nature ?What can we learn from Nature ?–– How can we adapt NatureHow can we adapt Nature’’s s

solutions into engineered solutions into engineered devices/machines ?devices/machines ?

Biomedical EngineeringBiomedical Engineering–– Cardiovascular flowsCardiovascular flows–– Respiratory flowsRespiratory flows–– PhonatoryPhonatory/Speech Mechanisms/Speech Mechanisms–– Biomedical DevicesBiomedical Devices

Flapping flight

Flexible Propulsors

Drafting

Autorotation

Page 3: A Sharp Interface Immersed Boundary Method for Flow and ... · A Sharp Interface Immersed Boundary Method for Flow and Aeroacoustics with Complex Moving Boundaries-I: Methodology

Inspiration from DragonfliesInspiration from DragonfliesDragonfliesDragonflies–– Existed for 350 million yearsExisted for 350 million years–– Wingspan from 2 Wingspan from 2 –– 80 cm80 cm

–– Fast and agileFast and agile

Wing DesignWing Design–– Thin, lightweight Thin, lightweight –– Vein reinforced Vein reinforced –– Pleated along chordPleated along chord–– PterostigmaPterostigma–– MicrostructureMicrostructure

Wing ConfigurationWing Configuration–– WingWing--wing interaction?wing interaction?

Wing Flexion?Wing Flexion?

Page 4: A Sharp Interface Immersed Boundary Method for Flow and ... · A Sharp Interface Immersed Boundary Method for Flow and Aeroacoustics with Complex Moving Boundaries-I: Methodology

• Turning in a Monarch Butterfly• Sequence shows 1.5 flaps• >90o change in heading !• Turning distance < body size• Turn on a dime!

+

+

+

+

+

++

Page 5: A Sharp Interface Immersed Boundary Method for Flow and ... · A Sharp Interface Immersed Boundary Method for Flow and Aeroacoustics with Complex Moving Boundaries-I: Methodology

Biophysics of Phonation Biophysics of Phonation

FluidFluid--structure structure interaction between interaction between airflow and vocal folds is airflow and vocal folds is key to phonation.key to phonation.

Re~3000Re~3000

M ~ 0.1M ~ 0.1

GeneratorGenerator(Lungs(Lungs))

VibratorVibrator((LarynxLarynx))

ResonatorResonator((Pharynx,Pharynx,

Nasal cavity,Nasal cavity,Sinuses)Sinuses)

ArticulatorArticulator((Cheek, Cheek, tongue, tongue, Teeth,Teeth,lips)lips)

Page 6: A Sharp Interface Immersed Boundary Method for Flow and ... · A Sharp Interface Immersed Boundary Method for Flow and Aeroacoustics with Complex Moving Boundaries-I: Methodology

Cardiac Cardiac HemodynamicsHemodynamics

Page 7: A Sharp Interface Immersed Boundary Method for Flow and ... · A Sharp Interface Immersed Boundary Method for Flow and Aeroacoustics with Complex Moving Boundaries-I: Methodology

Computational ModelingComputational ModelingNeed to tackleNeed to tackle–– Complex 3D geometriesComplex 3D geometries–– Moving boundaries Moving boundaries –– FluidFluid--Structure InteractionStructure Interaction–– Vortex dynamicsVortex dynamics–– Relatively low Reynolds numbersRelatively low Reynolds numbers

Very challenging for conventional body Very challenging for conventional body fitted methods.fitted methods.

Immersed Boundary Methods Immersed Boundary Methods –– handle these problems in all their complexity.handle these problems in all their complexity.

Page 8: A Sharp Interface Immersed Boundary Method for Flow and ... · A Sharp Interface Immersed Boundary Method for Flow and Aeroacoustics with Complex Moving Boundaries-I: Methodology

Simulations performed on Cartesian grids that do not conform to Simulations performed on Cartesian grids that do not conform to the the shape of the boundaries.shape of the boundaries.

AdvantagesAdvantages–– mesh generation is simple even mesh generation is simple even

with very complicated geometrieswith very complicated geometries–– boundary motion does not affect boundary motion does not affect

the meshthe mesh–– simple grid connectivitysimple grid connectivity

ChallengesChallenges–– need special techniques to apply BCneed special techniques to apply BC–– maintain accuracy and conservation maintain accuracy and conservation –– difficult to provide enhanced resolution in localized regionsdifficult to provide enhanced resolution in localized regions–– therefore not appropriate for high Re applications unless some ltherefore not appropriate for high Re applications unless some localocal--

refinement techniques are usedrefinement techniques are used

Body NonBody Non--Conformal Conformal (Immersed Boundary) Methods(Immersed Boundary) Methods

Page 9: A Sharp Interface Immersed Boundary Method for Flow and ... · A Sharp Interface Immersed Boundary Method for Flow and Aeroacoustics with Complex Moving Boundaries-I: Methodology

Continuous Forcing ApproachContinuous Forcing Approach

kk

k

hugu

fuL

Γ∂=Ω∂=

Γ−Ω= ∑

onon

in)(

Ω

Ω∂1Γ

1Γ∂

Ω∂=Ω+=

onin )(

guHδfuL kk

determined such that on

k

k k

Hu h≈ ∂Γ

Ω∂=Ω+=

on~~in

~)~(~

guHδfuL kk

DiscretizationDiscretization on Cartesian Meshon Cartesian Mesh

BC RemovalBC Removal

Page 10: A Sharp Interface Immersed Boundary Method for Flow and ... · A Sharp Interface Immersed Boundary Method for Flow and Aeroacoustics with Complex Moving Boundaries-I: Methodology

Distributed force used to model the boundaryDistributed force used to model the boundary

Effect of boundary has to be spread over a Effect of boundary has to be spread over a number of cellsnumber of cells–– ““DiffuseDiffuse”” boundaryboundary

Lose accuracy precisely Lose accuracy precisely where it might be most important !where it might be most important !

Large and localized source term leads to a Large and localized source term leads to a stiff system of equations.stiff system of equations.

Advantage:Advantage:-- technique relatively independent technique relatively independent of of discretizationdiscretization scheme.scheme.

Used extensively Used extensively –– PeskinPeskin (1972)(1972)–– Goldstein et al. (1993)Goldstein et al. (1993)–– Penalization methods Penalization methods

Pros and ConsPros and Cons

+ ++ ++

++

+

+

+ + +

+

+

+

+

+

+

+

Page 11: A Sharp Interface Immersed Boundary Method for Flow and ... · A Sharp Interface Immersed Boundary Method for Flow and Aeroacoustics with Complex Moving Boundaries-I: Methodology

Discrete Forcing ApproachDiscrete Forcing Approach

kk

k

hugu

fuL

Γ∂=Ω∂=

Γ−Ω= ∑

onon

in)(

Ω

Ω∂1Γ

1Γ∂

Ω∂=Ω=

on~~in

~)~(~

gufuL

Ω∂=Ω+=

on~~in

~)~(~

guJfuL k

determined such that

onk

k k

J

u h≈ ∂Γ

DiscretizationDiscretization on Cartesian Meshon Cartesian Mesh

BC RemovalBC Removal

Page 12: A Sharp Interface Immersed Boundary Method for Flow and ... · A Sharp Interface Immersed Boundary Method for Flow and Aeroacoustics with Complex Moving Boundaries-I: Methodology

Modification of Modification of discretizationdiscretization used to model the boundaryused to model the boundary–– Can be viewed as a forcing Can be viewed as a forcing

in the discrete systemin the discrete system

““SharpSharp”” boundary representationboundary representation

Maintain accuracy near boundary.Maintain accuracy near boundary.

Do not solve for a spurious flow inside Do not solve for a spurious flow inside the solid. the solid.

No stiffness introduced in the discrete No stiffness introduced in the discrete equations.equations.

Technique is obviously dependent Technique is obviously dependent on on discretizationdiscretization scheme.scheme.

Discontinuity in space leads to Discontinuity in space leads to ““freshfresh”” & & ““deaddead”” cells as cells as boundary moves.boundary moves.

Pros and ConsPros and Cons

Page 13: A Sharp Interface Immersed Boundary Method for Flow and ... · A Sharp Interface Immersed Boundary Method for Flow and Aeroacoustics with Complex Moving Boundaries-I: Methodology

Formulation: Governing EquationsFormulation: Governing Equations

Incompressible Navier-Stokes

• Fractional-Step Method• Second-order central scheme in space

Page 14: A Sharp Interface Immersed Boundary Method for Flow and ... · A Sharp Interface Immersed Boundary Method for Flow and Aeroacoustics with Complex Moving Boundaries-I: Methodology

ViCar3DViCar3DViViscous scous CarCartesian Grid Solver for tesian Grid Solver for 3D3D Immersed Boundaries Immersed Boundaries

MultiMulti--dimensional ghostdimensional ghost--cell cell methodology methodology

Immersed surfaces Immersed surfaces represented represented by triangular element meshby triangular element mesh

Page 15: A Sharp Interface Immersed Boundary Method for Flow and ... · A Sharp Interface Immersed Boundary Method for Flow and Aeroacoustics with Complex Moving Boundaries-I: Methodology

ViCar3D: AccuracyViCar3D: Accuracy

Flow past a Circular Cylinder

Page 16: A Sharp Interface Immersed Boundary Method for Flow and ... · A Sharp Interface Immersed Boundary Method for Flow and Aeroacoustics with Complex Moving Boundaries-I: Methodology

ViCar3D: ValidationViCar3D: ValidationFlow past a circular cylinder

Flow past a sphere

Page 17: A Sharp Interface Immersed Boundary Method for Flow and ... · A Sharp Interface Immersed Boundary Method for Flow and Aeroacoustics with Complex Moving Boundaries-I: Methodology

ViCar3D: PerformanceViCar3D: Performance

MPI based MPI based parallelizationparallelization–– 2D domain decomposition2D domain decomposition

Pressure PoissonPressure Poisson–– > 80% of CPU time> 80% of CPU time–– Geometric Geometric multigridmultigrid

method.method.–– SemiSemi--coarsening + LSORcoarsening + LSOR–– Approx. reconstruction of IB Approx. reconstruction of IB

on coarse levels.on coarse levels.

Page 18: A Sharp Interface Immersed Boundary Method for Flow and ... · A Sharp Interface Immersed Boundary Method for Flow and Aeroacoustics with Complex Moving Boundaries-I: Methodology

Modeling FluidModeling Fluid--Tissue InteractionTissue InteractionViCar3D coupled to another solver that ViCar3D coupled to another solver that computes deformation of elastic structurescomputes deformation of elastic structures

Tahoe Tahoe –– Open source C++ FEM based solid mechanics solver.Open source C++ FEM based solid mechanics solver.–– ResearchResearch--oriented, parallel, modularized oriented, parallel, modularized

and highly flexible code.and highly flexible code.–– developed at Sandia National Lab.developed at Sandia National Lab.–– Variety of constitutive models and can handle large Variety of constitutive models and can handle large

deformations.deformations.

ViCar3D(Glottal Aerodynamics)

Tahoe(Structural Dynamics)

Aerodynamic Forces on Tissue

Tissue Displacement & Velocity

Navier‐Cauchy equations••

=+⋅∇ uF ρσ

( )[ ]Tuu ∇+∇=21ε

εσ :C=

Page 19: A Sharp Interface Immersed Boundary Method for Flow and ... · A Sharp Interface Immersed Boundary Method for Flow and Aeroacoustics with Complex Moving Boundaries-I: Methodology

Small Strain (linear)

Anisotropic• Hookean• Cubic

Isotropic • St‐Venant• St‐Venant J2

Viscoelastic• Linear viscoelastic(Standard linear material)

• Linear viscoelastic prony series

Large strain (non‐linear)

• Hookean• Cubic• St‐Venant• Simo isotropic• Quad log• Quad log Ogden• Simo J2• Quad log J2•Resee‐Govindjee nonlinear viscoelastic model

Solvers

•Linear solver•Non linear solver•PCG solver •Non linear solver

Matrix options

•Full•Profile•Diagonal •SPOOLES — FASTEST

SPOOLES 2.2 : SParse Object Oriented Linear Equations Solver, developed at Boeing, 1999Non linear solver: NOX package based on Newton’s method, developed at Sandia

Tahoe: Constitutive Models and SolversTahoe: Constitutive Models and Solvers

Page 20: A Sharp Interface Immersed Boundary Method for Flow and ... · A Sharp Interface Immersed Boundary Method for Flow and Aeroacoustics with Complex Moving Boundaries-I: Methodology

Closing the Loop for Closing the Loop for CFD in Biology/Biomedical EngineeringCFD in Biology/Biomedical Engineering

Imaging Imaging (MRI, CT, Laser Scan)(MRI, CT, Laser Scan)

Geometric ModelsGeometric Models

AnimationAnimationOf Geometric ModelsOf Geometric Models

CFD/FSI SolverCFD/FSI SolverFor Complex, Moving For Complex, Moving

Organic ShapesOrganic Shapes

MimicsMimics Alias MAYAAlias MAYA

VICAR3DVICAR3D

Page 21: A Sharp Interface Immersed Boundary Method for Flow and ... · A Sharp Interface Immersed Boundary Method for Flow and Aeroacoustics with Complex Moving Boundaries-I: Methodology

ViCar3DViCar3D--CapabilitiesCapabilities

CFD of the dolphin kick

• "Propulsive Efficiency of the Underwater Dolphin Kick in Humans", Journal of Biomechanical Engineering, Vol. 131, May 2009

•"A computational method for analysis of underwater dolphin kick hydrodynamics in human swimming", Sports Biomechanics, 8(1), pp. 60-77, March 2009.

• "A comparison of the kinematics of the dolphin kick in humans and cetaceans", Human Movement Science, Vol.28, pp.99-112, 2009

Page 22: A Sharp Interface Immersed Boundary Method for Flow and ... · A Sharp Interface Immersed Boundary Method for Flow and Aeroacoustics with Complex Moving Boundaries-I: Methodology

LabriformLabriform Propulsion in FishPropulsion in Fish

• "Wake Topology and Hydrodynamic Performance of Low-Aspect-Ratio Flapping airfoil", J. Fluid Mechanics(2006) Vol 566 pp 309-343 .

•Low-dimensional models and performance scaling of a highly deformable fish pectoral fin; J. Fluid Mech.(2009), vol. 631, pp. 311–342.

•"Computational modellingand analysis of the hydrodynamics of a highly deformable fish pectoral fin." (2010) , J. Fluid Mech. , doi:10.1017/S0022112009992941.

Page 23: A Sharp Interface Immersed Boundary Method for Flow and ... · A Sharp Interface Immersed Boundary Method for Flow and Aeroacoustics with Complex Moving Boundaries-I: Methodology

Validation against ExperimentsValidation against Experiments

3.73.73.613.61SpanSpan

2.72.72.512.51LiftLift

2.42.42.432.43ThrustThrust

PIVPIVCFDCFD

Peak to Peak

Thrust

Lift

Spanwise

Mean thrust Coeff. CFD PIV1.18 1.09

Page 24: A Sharp Interface Immersed Boundary Method for Flow and ... · A Sharp Interface Immersed Boundary Method for Flow and Aeroacoustics with Complex Moving Boundaries-I: Methodology

FlowFlow--Induced Vibration (FEM)Induced Vibration (FEM)Simulation DetailsSimulation Details

–– 2D Simulation2D Simulation–– Geometry based notionally on CT scan Geometry based notionally on CT scan

of human larynxof human larynx–– ViCar3D for airViCar3D for air--flowflow–– FiniteFinite--Element for VFElement for VF–– VF not fully adductedVF not fully adducted

ObservationsObservations–– KelvinKelvin--Helmholtz Helmholtz

vorticesvortices–– BistableBistable JetJet–– Sustained vibrations of vocal folds.Sustained vibrations of vocal folds.

(400K points)

Page 25: A Sharp Interface Immersed Boundary Method for Flow and ... · A Sharp Interface Immersed Boundary Method for Flow and Aeroacoustics with Complex Moving Boundaries-I: Methodology

FlowFlow--Induced Sound in Induced Sound in BiomedicineBiomedicine

NonNon--invasive Diagnosis invasive Diagnosis

Phonation Heart sound

Page 26: A Sharp Interface Immersed Boundary Method for Flow and ... · A Sharp Interface Immersed Boundary Method for Flow and Aeroacoustics with Complex Moving Boundaries-I: Methodology

FlowFlow--Induced Noise in Induced Noise in Engineering ApplicationsEngineering Applications

• Noise is un-desirable • Seeking source mechanism to reduce or control the noise

Page 27: A Sharp Interface Immersed Boundary Method for Flow and ... · A Sharp Interface Immersed Boundary Method for Flow and Aeroacoustics with Complex Moving Boundaries-I: Methodology

Current ApproachCurrent ApproachLow Mach number regime (M < 0.3)Low Mach number regime (M < 0.3)large scale disparity between flow and large scale disparity between flow and acousticsacoustics

Complex geometryComplex geometry: hard to generate good computational grid: hard to generate good computational grid

Two-step hybrid method for flow and acoustic field computation

• Immersed Boundary Method on non-body conformal Cartesian grid.• Challenge: how to achieve higher order accuracy?• 6th-order Pade Scheme

Page 28: A Sharp Interface Immersed Boundary Method for Flow and ... · A Sharp Interface Immersed Boundary Method for Flow and Aeroacoustics with Complex Moving Boundaries-I: Methodology

Hybrid method for Low Mach Number Hybrid method for Low Mach Number AeroacousticsAeroacoustics

* Linearized Perturbed Compressible Equations

( , ) ( , ) '( , )u x t U x t u x t= +

Total, Compressible

incompressible perturbed

IncompressibleN-S

LPCE*

Two-step approach, one-way coupled

Hydrodynamic/Acoustic Splitting method:Efficient method to solve low Mach number aeroacoustic problem

Page 29: A Sharp Interface Immersed Boundary Method for Flow and ... · A Sharp Interface Immersed Boundary Method for Flow and Aeroacoustics with Complex Moving Boundaries-I: Methodology

LinearizedLinearized Perturbed Compressible Perturbed Compressible EquationsEquations

0( , ) '( , )

( , ) ( , ) '( , )( , ) ( , ) '( , )

x t x t

u x t x t u xUP

tp x t x t p x t

ρρρ = +

= += +

LPCE (Seo & Moon, JCP, 2006)

• Subtracting INS from CNS

• Linearization

• Suppressing the generation and evolution of vorticalcomponent on the acoustic field.

0' ( ) ' ( ') 0U utρ ρ ρ∂

+ ⋅∇ + ∇⋅ =∂

0

' 1( ' ) ' 0u u pt

∂+∇ ⋅ + ∇ =

' ( ) ' ( ') ( ' )p p u u Dt

U P PDt

Pγ∂+ ⋅∇ + ∇⋅ + ⋅∇ = −

Page 30: A Sharp Interface Immersed Boundary Method for Flow and ... · A Sharp Interface Immersed Boundary Method for Flow and Aeroacoustics with Complex Moving Boundaries-I: Methodology

St

PS

D(d

B)

0.2 0.4 0.6 0.8 1 1.20

20

40

60

80

100

120

30

Validation of INS/LPCE Hybrid MethodValidation of INS/LPCE Hybrid MethodNoise generated by turbulent flow over a circular cylinder at ReD = 46000 , M = 0.21

Acoustic field (LPCE)

Present predictionExperimental Measurment

Flow field (INS)

Noise spectrum at r=185D

(Seo and Moon, JSV, 2007)

(Other cases : Moon et al., CF, 2010)

Page 31: A Sharp Interface Immersed Boundary Method for Flow and ... · A Sharp Interface Immersed Boundary Method for Flow and Aeroacoustics with Complex Moving Boundaries-I: Methodology

Original Immersed boundary Original Immersed boundary method ?? method ??

31

Sharp interface IBM based on the ghost-cell method

(Mittal et al., JCP, 2008)

Page 32: A Sharp Interface Immersed Boundary Method for Flow and ... · A Sharp Interface Immersed Boundary Method for Flow and Aeroacoustics with Complex Moving Boundaries-I: Methodology

IBM for Acoustic solver (LPCE)IBM for Acoustic solver (LPCE)

0 0 0( ', ', ') ( ', ', ') ( ') ( ') ( ') ,

N N Ni j k

ijki j k

x y z x y z c x y z i j k Nφ= = =

Φ = + + ≤∑∑∑

NNNumber of Number of

coefficientscoefficients

2D2D 3D3D

11 33 4422 66 101033 1010 202044 1515 3535

[ ]22

1( ' , ' , ' ) ( ' , ' , ' )

M

m m m m m m mmw x y z x y zε φ

=

= Φ −∑

Approximating polynomial method (Luo et al., JCP, 2008)

' BIx x x= −

Page 33: A Sharp Interface Immersed Boundary Method for Flow and ... · A Sharp Interface Immersed Boundary Method for Flow and Aeroacoustics with Complex Moving Boundaries-I: Methodology

33t

p'

0 2 4 6 8 10-4.0E-05

0.0E+00

4.0E-05

8.0E-05

c

Benchmark: Sound Scattering by Benchmark: Sound Scattering by a Circular Cylindera Circular Cylinder

p'rms

0

30

60

90

120

150

18010-6 10-5

Directivity at r=5

Page 34: A Sharp Interface Immersed Boundary Method for Flow and ... · A Sharp Interface Immersed Boundary Method for Flow and Aeroacoustics with Complex Moving Boundaries-I: Methodology

p'rms

0

30

60

90

120

150

18010-5 10-4

34

PresentAnalytic solution

Directivity at r=2

3D, time-harmonic wave scattering

Sound Scattering by a SphereSound Scattering by a Sphere

Page 35: A Sharp Interface Immersed Boundary Method for Flow and ... · A Sharp Interface Immersed Boundary Method for Flow and Aeroacoustics with Complex Moving Boundaries-I: Methodology

Flow induced NoiseFlow induced Noise

35

Tonal noise from a circular cylinder at M∞= 0.2, ReD=200

IBM, incompressible flow solver (Vicar3D) + IBM LPCE solver (carLPCE)

ViCar3D carLPCE

Page 36: A Sharp Interface Immersed Boundary Method for Flow and ... · A Sharp Interface Immersed Boundary Method for Flow and Aeroacoustics with Complex Moving Boundaries-I: Methodology

y/D

∆p'

20 40 60 80-0.001

-0.0005

0

0.0005

0.001

36

DNS

Comparison with DNS

DNS : full compressible N-S Eqs. on a body-fitted O-grid

ViCar3D

carLPCE

Page 37: A Sharp Interface Immersed Boundary Method for Flow and ... · A Sharp Interface Immersed Boundary Method for Flow and Aeroacoustics with Complex Moving Boundaries-I: Methodology

Modeling of Arterial Murmurs Modeling of Arterial Murmurs (Bruits)(Bruits)

37

Re=200050% Constriction

Page 38: A Sharp Interface Immersed Boundary Method for Flow and ... · A Sharp Interface Immersed Boundary Method for Flow and Aeroacoustics with Complex Moving Boundaries-I: Methodology

Modeled SoundModeled Sound

Page 39: A Sharp Interface Immersed Boundary Method for Flow and ... · A Sharp Interface Immersed Boundary Method for Flow and Aeroacoustics with Complex Moving Boundaries-I: Methodology

ClosingClosingImmersed boundary methods are well Immersed boundary methods are well suited forsuited for

–– Complex geometriesComplex geometries

–– Moving boundariesMoving boundaries

–– MultiMulti--physicsphysics

ChallengesChallenges

–– High Reynolds number flows? High Reynolds number flows? local local refinement?refinement?

–– Strict conservation? Strict conservation? CutCut--Cell?Cell?

Page 40: A Sharp Interface Immersed Boundary Method for Flow and ... · A Sharp Interface Immersed Boundary Method for Flow and Aeroacoustics with Complex Moving Boundaries-I: Methodology

AcknowledgementsAcknowledgements

PostdocsPostdocs and Studentsand Students–– XudongXudong ZhengZheng, Jung, Jung--HeeHee SeoSeo, , QianQian XueXue, , LingxiaoLingxiao

ZhengZheng, , EhsanEhsan Aram, Rajneesh Aram, Rajneesh BhardwajBhardwaj

CollaboratorsCollaborators–– Dr. Dr. FadyFady NajjarNajjar (LLNL), Prof. George Lauder (Harvard (LLNL), Prof. George Lauder (Harvard

U.), Prof. James U.), Prof. James TangorraTangorra (Drexel U.), Prof. Ian Hunter (Drexel U.), Prof. Ian Hunter (MIT), Prof. Frank Fish (Westchester University), Prof. (MIT), Prof. Frank Fish (Westchester University), Prof. Ryan Ryan VallanceVallance (GWU), Prof. James Hahn (GWU), Dr. (GWU), Prof. James Hahn (GWU), Dr. Steve Steve BielamowiczBielamowicz, Prof. Tyson Hedrick (UNC), Prof. Tyson Hedrick (UNC)

SponsorsSponsors–– AFOSR, NIH, NSF, USA Swimming, NASAAFOSR, NIH, NSF, USA Swimming, NASA

Questions?Questions?