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Exploring and Exploiting Rarefied Flows for Novel Microdevices Alina Alexeenko School of Aeronautics and Astronautics Purdue University UToronto – October 17, 2014

Exploring and Exploiting Rarefied Flows for Novel Microdevices · Applications of Rarefied Gas Dynamics 2 High-speed Complex interactions: chemistry, internal energy exchange, ionization

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Page 1: Exploring and Exploiting Rarefied Flows for Novel Microdevices · Applications of Rarefied Gas Dynamics 2 High-speed Complex interactions: chemistry, internal energy exchange, ionization

Exploring and Exploiting Rarefied Flows for Novel Microdevices

Alina AlexeenkoSchool of Aeronautics and Astronautics

Purdue University

UToronto – October 17, 2014

Page 2: Exploring and Exploiting Rarefied Flows for Novel Microdevices · Applications of Rarefied Gas Dynamics 2 High-speed Complex interactions: chemistry, internal energy exchange, ionization

Applications of Rarefied Gas DynamicsApplications of Rarefied Gas Dynamics

2

High-speed

Complex interactions: chemistry, internal energy exchange,

ionization

Low-speed

New numerics & multiphysics

Page 3: Exploring and Exploiting Rarefied Flows for Novel Microdevices · Applications of Rarefied Gas Dynamics 2 High-speed Complex interactions: chemistry, internal energy exchange, ionization

• Exploring low-speed microflows: Deterministic methods for rarefied gas flows:

A-priori accuracy estimate: discrete H-theorem FVM + Immersed boundary / cut-cell methods for moving

boundaries Discontinuous Galerkin methods

Example: understanding rarefied gas damping effects in RF MEMS switches by coupled fluid/structural/electrostatic analysis

• Exploiting microscale effects for microdevices:Knudsen compressor for on-chip vacuum Knudsen force actuation/sensingField-emission driven microdischarges

3

Page 4: Exploring and Exploiting Rarefied Flows for Novel Microdevices · Applications of Rarefied Gas Dynamics 2 High-speed Complex interactions: chemistry, internal energy exchange, ionization

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NASA/UVM micro-thrusterMIT micro-turbine USC micro-burner

Microscale Challenges:

•Gas-phase extinction limit, min Re~40. Catalyst needed•Amplified heat transfer losses •Increased viscous losses: Isp drops for Re<200.

Rarefied flow analysis provides methods for design to overcome these challenges

Page 5: Exploring and Exploiting Rarefied Flows for Novel Microdevices · Applications of Rarefied Gas Dynamics 2 High-speed Complex interactions: chemistry, internal energy exchange, ionization

SciTech 01/15/2014 5

Gupta, Ann, Gianchandani (UMich), 2012

48-stage: 1350 mW, 1cm2

760 50 or 250 5 torr

1-stage: 1.5 W, 2 cmx2cm 760 750 torr

Vargo and Muntz (USC), 2001

McNamara&Gianchandani (UMich), 2003

1-stage: 80 mW, 2 x 2 mm2

760 350 torr

Vargo, Muntz , Shiflett, Tang, “Knudsen Compressor as a Micro/Meso-scale Vacuum Pump”, JVST A, 1999:

a cascade of multiple, individually heated compressor stages that exploit the pumping effect of rarefied thermal transpiration.

Page 6: Exploring and Exploiting Rarefied Flows for Novel Microdevices · Applications of Rarefied Gas Dynamics 2 High-speed Complex interactions: chemistry, internal energy exchange, ionization

6

Unsteady Boltzmann model kinetic equation for velocity distribution function:

•ESBGK collision operator H-theorem proved by Andries et al, 2000. Conservative discretization by perturbed Gaussian by

Mieussens, JPC, 2000.

FMV Solver:•Discrete ordinates in velocity space with Gauss-Hermite •FVM in physical space with 3rd-order WENO fluxes.•2nd and 3rd -order time integration with Runge-Kutta TVD schemes•domain decomposition in physical space

∂ f∂ t

+ u ⋅ ∇ x f = 1τ

( f0 − f )

Page 7: Exploring and Exploiting Rarefied Flows for Novel Microdevices · Applications of Rarefied Gas Dynamics 2 High-speed Complex interactions: chemistry, internal energy exchange, ionization

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Page 8: Exploring and Exploiting Rarefied Flows for Novel Microdevices · Applications of Rarefied Gas Dynamics 2 High-speed Complex interactions: chemistry, internal energy exchange, ionization

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Chigullapalli, Venkattraman, Ivanov, Alexeenko, J. Comp. Phys, 2010

Page 9: Exploring and Exploiting Rarefied Flows for Novel Microdevices · Applications of Rarefied Gas Dynamics 2 High-speed Complex interactions: chemistry, internal energy exchange, ionization

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Page 10: Exploring and Exploiting Rarefied Flows for Novel Microdevices · Applications of Rarefied Gas Dynamics 2 High-speed Complex interactions: chemistry, internal energy exchange, ionization

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1001 x(40x20x10) mesh

1st order 2nd order minmod 3rd order WENO

• Accuracy of numerical solution manifested in kinetic entropy generation rate.

• The entropy generation rate displays three peaks corresponding to the shock, contact discontinuity and the rarefaction wave.

Chigullapalli, Venkattraman, Ivanov, Alexeenko, J. Comp. Phys, 2010

Page 11: Exploring and Exploiting Rarefied Flows for Novel Microdevices · Applications of Rarefied Gas Dynamics 2 High-speed Complex interactions: chemistry, internal energy exchange, ionization

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• The entropy generation rate as indicator of compatibility of BC.

Chigullapalli, Venkattraman, Ivanov, Alexeenko, J. Comp. Phys, 2010

Page 12: Exploring and Exploiting Rarefied Flows for Novel Microdevices · Applications of Rarefied Gas Dynamics 2 High-speed Complex interactions: chemistry, internal energy exchange, ionization

IBM for Microflows: MotivationIBM for Microflows: Motivation

12

Raman Group -Fluid structure interaction and nonlinear dynamics in RF-MEMS devices (part of the PRISM center for the prediction of reliability, integrability, and survivability of microsystems) Purdue University

High Frequency Micro Electro Mechanical Devices (MEMS)

*Czarnecki et.al, 19th IEEE Conference on MEMS, 2006

Lifetime of switches tested at 35 V and 100 Hz.

Page 13: Exploring and Exploiting Rarefied Flows for Novel Microdevices · Applications of Rarefied Gas Dynamics 2 High-speed Complex interactions: chemistry, internal energy exchange, ionization

13

IBM Formulations: InterpolationIBM Formulations: Interpolation

Page 14: Exploring and Exploiting Rarefied Flows for Novel Microdevices · Applications of Rarefied Gas Dynamics 2 High-speed Complex interactions: chemistry, internal energy exchange, ionization

C.K. Chu Kinetic theoretic description of the formation of shock ware, Phys. Of Fluids, 8(1):12, 1965Y. Ruan and A. Jameson, Gas-Kinetic BGK schemes for three-dimensional compressible flows, AIAA 2002-0550

14

IBM Formulations: RelaxationIBM Formulations: Relaxation

Page 15: Exploring and Exploiting Rarefied Flows for Novel Microdevices · Applications of Rarefied Gas Dynamics 2 High-speed Complex interactions: chemistry, internal energy exchange, ionization

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IBM Fluxes: InterrelaxationIBM Fluxes: Interrelaxation

Page 16: Exploring and Exploiting Rarefied Flows for Novel Microdevices · Applications of Rarefied Gas Dynamics 2 High-speed Complex interactions: chemistry, internal energy exchange, ionization

11/03/14

• ESBGK type collision approximation• ESBGK-IB Methods are compared

with ESBGK-FVM Solver• Material Point Method Procedure is

implemented for marking of background mesh

• Two different meshes having 10,800 and 20,100 elements are used

• A quadrature of 14x14x14 is used

2m/s

2m/s

Air Density: 0.158 kg/m3

Air Density: 0.158 kg/m3

Solid - 10,800 cells; Dashed - 20,100 cells

min 1.9IBx

IB

Knxλ

∆ = = ∞ ≥∆

IBM-ESBGK: 2D VerificationIBM-ESBGK: 2D Verification

Page 17: Exploring and Exploiting Rarefied Flows for Novel Microdevices · Applications of Rarefied Gas Dynamics 2 High-speed Complex interactions: chemistry, internal energy exchange, ionization

IBM-ESBGK: Microbeam under 1E6 g IBM-ESBGK: Microbeam under 1E6 g Temperature Pressure

Width: 5 μm, Width/Gap0 = 2.5Background mesh: 10,920 cells

Δx=0.1 μm, Δy=0.2 to 1 μm

17

Max Velocity= 5.684 m/sΔt= 6.25 ns

Page 18: Exploring and Exploiting Rarefied Flows for Novel Microdevices · Applications of Rarefied Gas Dynamics 2 High-speed Complex interactions: chemistry, internal energy exchange, ionization

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Time = 200 nsVbeam = 1.953 m/s

Width: 5 μm, Width/Gap0 = 2.5Background mesh: 10,920 cells

Δx=0.1 μm, Δy=0.2 to 1 μm

Time = 400 nsVbeam = 3.883 m/s

Time = 606 nsVbeam = 5.684 m/s

IBM-ESBGK: Microbeam under 1E6 g IBM-ESBGK: Microbeam under 1E6 g

Page 19: Exploring and Exploiting Rarefied Flows for Novel Microdevices · Applications of Rarefied Gas Dynamics 2 High-speed Complex interactions: chemistry, internal energy exchange, ionization

19

Pressure and Streamlines for PRISM Gen5 Device during Pull-In

Page 20: Exploring and Exploiting Rarefied Flows for Novel Microdevices · Applications of Rarefied Gas Dynamics 2 High-speed Complex interactions: chemistry, internal energy exchange, ionization

PRISMCGPRISMCG OnlineOnline ToolTool

20

0.1 atm: V=7.2 m/st=1.4 us

1 atm: V=1.4 m/st=4.6 us

http://www.nanohub.org/tools/prismcg

Page 21: Exploring and Exploiting Rarefied Flows for Novel Microdevices · Applications of Rarefied Gas Dynamics 2 High-speed Complex interactions: chemistry, internal energy exchange, ionization

ImpulsiveImpulsive Effects in SwitchEffects in Switch DynamicsDynamics

PRISM device: • L = 510 μm • b = 122 μm• t = 4μm• td = 250 nm • 1 atm air• 150 V

5.5 μs

5.9 μs

6.2 μs

Steady-state

• Flexural wave reflection from boundaries lead to stresses which are higher by > 2.5x compared to static.

21

Page 22: Exploring and Exploiting Rarefied Flows for Novel Microdevices · Applications of Rarefied Gas Dynamics 2 High-speed Complex interactions: chemistry, internal energy exchange, ionization

ImpulsiveImpulsive DynamicsDynamics and Switch Lifetimeand Switch Lifetime

• The maximum bending stress in the beam for a given voltage increases with decreasing pressure.

• The maximum stress is converted to cycles to failure using a S-N relation* for typical LIGA Ni.

22

1/0.112

1031a

failureN σ − =

* T.S. Slack, F. Sadhegi, and D. Peroulis, JMEMS, 2009

Page 23: Exploring and Exploiting Rarefied Flows for Novel Microdevices · Applications of Rarefied Gas Dynamics 2 High-speed Complex interactions: chemistry, internal energy exchange, ionization

High-order deterministic methods • Discretizations of Coordinate Space

• Finite Difference Method & Finite Volume with high-order fluxes (i.e. WENO) Review by Luc Mieussens, RGD 2014. • High-order Finite Element / Discontinuous Galerkin methodsLesaint & Raviart, 1974• Spectral methods: work better on globally smooth functions

Advantages of Runge-Kutta discontinuous Galerkin method• Very suitable for the solution of time-dependent hyperbolic and advection dominated

advection-diffusion equations• naturally obtain fluxes at the boundaries with the same high-order accuracy as in the interior

of the domain • Efficient parallel implementation due to compactness of the scheme

Additional references: B. Cockburn and C. W. Shu. TVB Runge-Kutta local projection discontinuous Galerkin finite element method for scalar conservation laws IV: The multidimensional case. Math. Comp., 54: 545-581,1990. A. Alexeenko, C. Galitzine, A. M. Alekseenko, AIAA Paper 2008-4256 M. Alekseenko. Numerical properties of high order discrete velocity solutions of the BGK kinetic equation. Applied Numerical Methermatics, 61(4), 2011. pp 410-427W. Su, A. Alexeenko, C. Cai, A Runge-Kutta discontinuous Galerkin solver for 2D Boltzmann model equations: Verification and analysis of computational performance, RGD 2012W. Su et al, A Stable Runge-Kutta Discontinuous Galerkin Solver for Hypersonic Rarefied Gaseous Flows, RGD 2014.

High-Order Methods for Boltzmann-ESBGKHigh-Order Methods for Boltzmann-ESBGK

Page 24: Exploring and Exploiting Rarefied Flows for Novel Microdevices · Applications of Rarefied Gas Dynamics 2 High-speed Complex interactions: chemistry, internal energy exchange, ionization

In each triangle, solutions fpj are sought in the finite element space of

discontinuous functions

Basis Functions: supported in each triangle and dependent on the geometry

• 2nd order: • 3rd other:

Degree of freedom• Determined by the weak formulation of the governing system

Time discretizations Implicit Runge Kutta method up to 4th order

,,

1( , , ) ( ) ( , )

kj j l l

p p i il

f t x y F t x yϕ=

= ∑

0 1 2( , ) , 1,2,3l l l li x y a a x a y lϕ = + + =

2 20 1 2 3 4 5( , ) , 1, 2,..,6l l l l l l l

i x y a a x a y a x a y a xy lϕ = + + + + + =

,, ( )j l

p iF t

, , ,, , , ,

1 1 1

,, ,

1

( ) ( , , ) ( , )

( ( , )) ( , ) 1,...,

ii

i

k k kj l m j j l x j j l y

ml p i e K i x p i ml y p i mlel e K l l

kj j l l m

E p p i i iKl

dM F t h x y t x y d c F Q c F Qdt

f F x y x y dxdy m k

ϕ

ν ϕ ϕ

= ∈ ∂ = =

=

+ Γ − −

= − =

∑ ∑ ∑ ∑∫

∑∫

RKDG for Boltzmann-ESBGKRKDG for Boltzmann-ESBGK

Page 25: Exploring and Exploiting Rarefied Flows for Novel Microdevices · Applications of Rarefied Gas Dynamics 2 High-speed Complex interactions: chemistry, internal energy exchange, ionization

Numerical Flux and Boundary Conditions: The values of fp

j are discontinuous at the edges. Two-point Lipschitz numerical fluxes are used to replace the real fluxes

The boundary values fpj (ext(Ki),t) should be specified at the boundary edges

• symmetry boundary• specular-diffuse moving wall with give accommodation coefficient• periodic boundaries,• far pressure inlet/outlet boundaries • supersonic inlet/outlet boundaries

Conservative Discretizations of the Collision Term:

Specify the equilibrium distribution equation• BGK model• ES-BGK model

In order to be consistent with the weak formulation of the DG method and to retain high order accuracy

the collision frequency and other macro properties can vary inside the spatial elements obtained from the weak formulation of mass, momentum and energy conservation

for the collision relaxations

, ,,

, ,

( ( ), ), 0( , , )

( ( ), ), 0i i

i

i i

j j je K p i e K

e K j j je K p i e K

f int K th x y t

f ext K t

⋅ ⋅ ≥= ⋅ ⋅ <

c n c n

c n c n

,( )j jE p pf fν −

,0 1 2 3 4exp[ ( ) ( ) ( )]j j j jE x yf a a a c u a c v= − − + − + −c u

fE ,0

j = exp[a1 − a2(cxj − u) + a3(cx

j − u) − a4(cyj − v)2 + a5(cy

j − v) + a6cxjcy

j − a7czj2]

1( , ) ( , )

kl l

s s il

a x y A x yϕ=

= ∑lsA

RKDG for Boltzmann-ESBGKRKDG for Boltzmann-ESBGK

Page 26: Exploring and Exploiting Rarefied Flows for Novel Microdevices · Applications of Rarefied Gas Dynamics 2 High-speed Complex interactions: chemistry, internal energy exchange, ionization

26

RKDG: 1D Heat TransferRKDG: 1D Heat Transfer

Page 27: Exploring and Exploiting Rarefied Flows for Novel Microdevices · Applications of Rarefied Gas Dynamics 2 High-speed Complex interactions: chemistry, internal energy exchange, ionization

27

RKDG: 1D Heat TransferRKDG: 1D Heat Transfer

Page 28: Exploring and Exploiting Rarefied Flows for Novel Microdevices · Applications of Rarefied Gas Dynamics 2 High-speed Complex interactions: chemistry, internal energy exchange, ionization

• 2D Conduction problem: Kn=0.0018 (comparison to analytical solution for heated lid cavity heat conduction)

RKDG-3

RKDG-2

RKDG: 2D Heat ConductionRKDG: 2D Heat Conduction

Page 29: Exploring and Exploiting Rarefied Flows for Novel Microdevices · Applications of Rarefied Gas Dynamics 2 High-speed Complex interactions: chemistry, internal energy exchange, ionization

29

Sym

met

ry

Sym

met

ry

Pressure Far Field - Maxwellian

Wall T=375K

375K 350K

RKDG:2D flow around thermal actuatorRKDG:2D flow around thermal actuator

Page 30: Exploring and Exploiting Rarefied Flows for Novel Microdevices · Applications of Rarefied Gas Dynamics 2 High-speed Complex interactions: chemistry, internal energy exchange, ionization

11/03/1430

Coarse mesh in the lower gapMax Face Error = 0.002

Refined mesh in the lower gapMax Face Error = 0.0006

RKDG: Automatic Mesh Refinement RKDG: Automatic Mesh Refinement

Page 31: Exploring and Exploiting Rarefied Flows for Novel Microdevices · Applications of Rarefied Gas Dynamics 2 High-speed Complex interactions: chemistry, internal energy exchange, ionization

31

Exploiting Rarefied Flows for Novel Microdevices

Page 32: Exploring and Exploiting Rarefied Flows for Novel Microdevices · Applications of Rarefied Gas Dynamics 2 High-speed Complex interactions: chemistry, internal energy exchange, ionization

32

Crookes Radiometer: Transverse

Knudsen Compressor: LongitudinalCrookes’ Radiometer(Sir William Crookes, 1874)

Page 33: Exploring and Exploiting Rarefied Flows for Novel Microdevices · Applications of Rarefied Gas Dynamics 2 High-speed Complex interactions: chemistry, internal energy exchange, ionization

• Consequence of a thermal non-equilibrium between gas and solid

• Can be generated by resistive heating as well as optically Experimental data Passian et al, PRL, 2003 measurements using heated AFM probes

33

FKn

Substrate

Page 34: Exploring and Exploiting Rarefied Flows for Novel Microdevices · Applications of Rarefied Gas Dynamics 2 High-speed Complex interactions: chemistry, internal energy exchange, ionization

• Velocity Contours and Streamlines:

34

ESBGK simulations for planar geometry with equivalent front-to-side area ratio

Page 35: Exploring and Exploiting Rarefied Flows for Novel Microdevices · Applications of Rarefied Gas Dynamics 2 High-speed Complex interactions: chemistry, internal energy exchange, ionization

35

• Argon and Nitrogen simulations agree with experiments within 10%. • Deviation for Helium is about 80% at the maximum of Knudsen force.

Nabeth, Chigullapalli, Alexeenko, PRE, 2011

Page 36: Exploring and Exploiting Rarefied Flows for Novel Microdevices · Applications of Rarefied Gas Dynamics 2 High-speed Complex interactions: chemistry, internal energy exchange, ionization

Closed-form model for non-dimensional Knudsen thermal force coefficient for uniformly heated beam:

CKn (Kn,T

∆ T) = ′ F

wρ R∆ T=

1+ D(T

∆ T)d + E (

T∆ T

)e

AKn a + BKn b + CKn c

Force coefficient at T/ΔT = 10 Force coefficient at Kn = 2

Page 37: Exploring and Exploiting Rarefied Flows for Novel Microdevices · Applications of Rarefied Gas Dynamics 2 High-speed Complex interactions: chemistry, internal energy exchange, ionization

Force Enhancement and ReversalForce Enhancement and Reversal

• Thermoelectric heating for bi-directional actuation (this work):

37

FKn FKn

Substrate Substrate

+ polarity - polarity

FKn

Substrate

• Uniformly heated beam (Passian et al, 2003)

Page 38: Exploring and Exploiting Rarefied Flows for Novel Microdevices · Applications of Rarefied Gas Dynamics 2 High-speed Complex interactions: chemistry, internal energy exchange, ionization

3.6

ModelingModeling thethe KnudsenKnudsen ForceForce

38

Simulate Knudsen force on suspended heating element using ES-BGK model• 2D-2V finite volume solver with second-order upwind fluxes• 8th-order Gauss-Hermite quadrature in velocity space

75

46

20.

g

Parameter Value

Pref 298 – 12,522 Pa

| ΔTb | 25 K

Tb,mean 326 K

Tsubstrate 298 K

Parameter Value

Pressure Inlet

Wall

All dimensions in mm

Richardson Extrapolation: 160x160 mesh for force within 2%

Page 39: Exploring and Exploiting Rarefied Flows for Novel Microdevices · Applications of Rarefied Gas Dynamics 2 High-speed Complex interactions: chemistry, internal energy exchange, ionization

39

SimulationSimulation ResultsResults

x [ m m ]

y [m

m]

- 4 0 - 3 0 - 2 0 - 1 0 0 1 0 2 0 3 0 4 00

1 0

2 0

3 0

4 0

T [ K ] : 3 0 0 3 0 4 3 0 8 3 1 2 3 1 6 3 2 0 3 2 4 3 2 8

x [ m m ]

Pyy

/P0 []

- 2 0 - 1 5 - 1 0 - 5 0 5 1 0 1 5 2 00 . 9 9

0 . 9 9 5

1

1 . 0 0 5

1 . 0 1

1 . 0 1 5

T o p s u r f a c eB o t t o m s u r f a c e

x [ m m ]

Pyy

/P0 []

- 2 0 - 1 5 - 1 0 - 5 0 5 1 0 1 5 2 00 . 9 9

0 . 9 9 5

1

1 . 0 0 5

1 . 0 1

1 . 0 1 5

T o p s u r f a c eB o t t o m s u r f a c e

x [ m m ]

Pyy

/P0 []

- 2 0 - 1 5 - 1 0 - 5 0 5 1 0 1 5 2 00 . 9 9

0 . 9 9 5

1

1 . 0 0 5

1 . 0 1

1 . 0 1 5

T o p s u r f a c eB o t t o m s u r f a c e

x [ m m ]y

[mm

]- 4 0 - 3 0 - 2 0 - 1 0 0 1 0 2 0 3 0 4 00

1 0

2 0

3 0

4 0

T [ K ] : 3 0 0 3 0 4 3 0 8 3 1 2 3 1 6 3 2 0 3 2 4 3 2 8

x [ m m ]

y [m

m]

- 4 0 - 3 0 - 2 0 - 1 0 0 1 0 2 0 3 0 4 00

1 0

2 0

3 0

4 0

T [ K ] : 3 0 0 3 0 4 3 0 8 3 1 2 3 1 6 3 2 0 3 2 4 3 2 8

Thermoelectric: Bottom-Up Uniform Heating Thermoelectric: Top-Down

0.105% of p0 0.938% of p0 -0.557 % of p0 X8.9 enhancement X5.3 enhancement &

reversal

Page 40: Exploring and Exploiting Rarefied Flows for Novel Microdevices · Applications of Rarefied Gas Dynamics 2 High-speed Complex interactions: chemistry, internal energy exchange, ionization

Experimental SetupExperimental Setup

40

Microcontroller

Magnetic Dampeners

Torsion Spring

Thermoelectric Heater

Reaction Plate

NI – RS68

LVDT

Page 41: Exploring and Exploiting Rarefied Flows for Novel Microdevices · Applications of Rarefied Gas Dynamics 2 High-speed Complex interactions: chemistry, internal energy exchange, ionization

Experimental SetupExperimental Setup

41

LVDTElectrostatic Fins

Force range: 10 to 800 μNMeasurement Uncertainty: 1.0 μN

Purdue LEAP MicroNewton Thrust Stand

Page 42: Exploring and Exploiting Rarefied Flows for Novel Microdevices · Applications of Rarefied Gas Dynamics 2 High-speed Complex interactions: chemistry, internal energy exchange, ionization

MeasurementMeasurement TechniqueTechnique

42

g = 0.5 mm

g = 1.0 mm

g = 1.5 mm

g = 2.0 mm

g = 2.5 mm

g = 3.0 mm

60 s

∼ 3 μm Drift

• Measure displacement of reaction plate• Sweep 0.5 – 3.0 mm gap size at fixed

pressure• Hold for 60 seconds to ensure steady

state• Apply linear drift correction

ts (2%) = 8.0 s • Calibration performed at the

beginning of each test day• Sweep 0 - 100 V, 30 seconds high,

60 seconds low • Evaluate force from LVDT

voltage

Page 43: Exploring and Exploiting Rarefied Flows for Novel Microdevices · Applications of Rarefied Gas Dynamics 2 High-speed Complex interactions: chemistry, internal energy exchange, ionization

ComparisonComparison of Modeling and Experimentof Modeling and Experiment

43

FKn

g (μm)

FKn

Maximum 36% error in CF,Kn between simulation and experiment•Difference likely due to 3D effects in experimental measurements•Errors likely stem from model inputs related to the heating element

Uniform heating

g=1

g=3

g=1

g=3

Page 44: Exploring and Exploiting Rarefied Flows for Novel Microdevices · Applications of Rarefied Gas Dynamics 2 High-speed Complex interactions: chemistry, internal energy exchange, ionization

New deterministic and stochastic kinetic approaches needed to explore and exploit significant new physics emerging at the micro/nanoscale:

Low-speed Moving geometries Coupling to structural/thermal/EM solvers

44

• DOE NNSA Center for Predicting Reliability, Integrity and Survivability of Microsystems (PRISM)

• NSF “CAREER: Quantifying and Exploiting Knudsen Forces in Nano/Microsystems”, CBET 1055453.