continuum approach to crystal surface morphology evolution dionisios margetis department of...

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Continuum approach to crystal surface morphology evolution Dionisios Margetis Department of Mathematics, M.I.T. June 10, 2005 IMA Workshop on Effective Theories for Materials and Macromolecules

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Motivations Quantum-dot arrays for electronic devices [Medeiros-Ribeiro et al., Phys. Rev. B (1998)] 300 nm 50 nm  = f(  ) char. time size Examples of mass transport paths: Evaporation/condensation Surface diffusion Grooving of grain boundaries in thin films 8m8m 8m8m [Sachenko et al., Phil. Mag. A (2002)] Crystal A Crystal B Problem: Unpredictable surface morphology. thin membrane Nanopores for 1-molecule detection 3-10 nm [Li et al., Nature (2001)]

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Page 1: Continuum approach to crystal surface morphology evolution Dionisios Margetis Department of Mathematics, M.I.T. June 10, 2005 IMA Workshop on Effective

Continuum approach to crystal surface morphology evolution

Dionisios MargetisDepartment of Mathematics, M.I.T.

June 10, 2005

IMA Workshop on Effective Theories for Materials and Macromolecules

Page 2: Continuum approach to crystal surface morphology evolution Dionisios Margetis Department of Mathematics, M.I.T. June 10, 2005 IMA Workshop on Effective

(Universal) Evolution laws and predictions ?

Surfaces of materials evolveExample: Decay (relaxation) of nanostructure

Si nanostructure, 465 oC (Single Tunneling Microscopy, STM)

[Ichimiya et al., Surf. Rev. Lett. (1998)]

crystal surface t=121sec

t=241s

t=723s

t

t=0

Page 3: Continuum approach to crystal surface morphology evolution Dionisios Margetis Department of Mathematics, M.I.T. June 10, 2005 IMA Workshop on Effective

Motivations Quantum-dot arrays for electronic devices

[Medeiros-Ribeiro et al., Phys. Rev. B (1998)]

300 nm

Ge

Si 50 nm

= f()char. time size

Examples of mass transport paths:

Evaporation/condensation Surface diffusion

Grooving of grain boundariesin thin films

8m

8m[Sachenko et al., Phil. Mag. A (2002)]

Crystal A Crystal B

Problem: Unpredictable surface morphology.

thin membrane

Nanopores for1-molecule detection

3-10 nm

[Li et al., Nature (2001)]

Page 4: Continuum approach to crystal surface morphology evolution Dionisios Margetis Department of Mathematics, M.I.T. June 10, 2005 IMA Workshop on Effective

Dominates time scale at sufficiently small

Surface morphology relaxation:``Classical’’ studies[Herring, J. Appl. Phys. (1950); Mullins, J. Appl. Phys. (1957)]

valleypeak

height, h (smooth)

x

chem. potential

2

2

0 xh

curvature

sD

4

TkE

B

expsurface diffusivity

For smaller devices processing is `pushed’ to lower temperatures, T.

) 4

42

xh

th jSurface diffusion:

surface current, j

Page 5: Continuum approach to crystal surface morphology evolution Dionisios Margetis Department of Mathematics, M.I.T. June 10, 2005 IMA Workshop on Effective

Roughening transition temperature, TR

Below TR, crystal shapes have macroscopic flat regions (facets ).Morphological evolution is driven by step motion. Macroscale [AFM, Si(001)]

15 m[Blakely,Tanaka, Japan J. Electron Microscopy (1999) ]

[STM image of Si(001) steps; B. S. Swartzentruber’s website, Sandia Lab]

25 nmterrace

step

Nanoscale [STM, Si(001)]

voidcluster

kink

facet continuum (near-equilibrium thermodynamics)

Continuum solutions may break down

at facet edges

facet T< TR

T>T R[Jeong, Williams, Surf. Sci. Reports (1999)]

facet edge;free boundary

Page 6: Continuum approach to crystal surface morphology evolution Dionisios Margetis Department of Mathematics, M.I.T. June 10, 2005 IMA Workshop on Effective

Relaxation experiments: Test theories of step motion?

• Formulation of step motion laws for surface diffusion.• Derivation of continuum evolution equations in (2+1) dims.

• Boundary conditions at facets.

Outline:

Same decay for ripples on Ag(110)[Pedemonte et al., Phys. Rev. B (2003)].

T = 650 –750 oC2D ripples on Si(001); [Erlebacher et al., Phys. Rev. Lett. (2000)]

x x=0.4 my

xHeight profile, h

inverse linear decay

1pv

tOhPeak-to-valley

height variationSurface currents

y~10 x

5 m

t=2145 s

By contrast, for lithography-based 1D corrugations on Si(001) [Keefe et al., J. Phys. Chem. Solids

(1994)] :pvh= O(et)

exponential decay

Page 7: Continuum approach to crystal surface morphology evolution Dionisios Margetis Department of Mathematics, M.I.T. June 10, 2005 IMA Workshop on Effective

1. Formulation of equations for step motion

Adatom diffusion across terraces; atom attachment-detachment at steps

Energetic effects:

Point defect: adatom

Kinetic processes:

• Line tension of step: tendency for step length reduction.

• Step-step interactions, e.g., (elastic) dipole-dipole, entropic repulsions: decay as 1/x2 ; higher-order interactions.

[Marchenko, Parchin, Sov. Phys. JETP (1980)]

strength g1

strength g3

g =g3 /g1

Diffusivity Ds; scalar Rate coefficient k

Page 8: Continuum approach to crystal surface morphology evolution Dionisios Margetis Department of Mathematics, M.I.T. June 10, 2005 IMA Workshop on Effective

Experiment: step evolution on Pb(111) , T=80 0C STM imaging; data from K. Thurmer, U. of Maryland NSF-MRSEC

Layers of atomic height:Top layer Next layer (grey) Surrounding steps

facet[Thurmer et al., Phys. Rev. Lett. (2001)]

400 nm

Top view

Page 9: Continuum approach to crystal surface morphology evolution Dionisios Margetis Department of Mathematics, M.I.T. June 10, 2005 IMA Workshop on Effective

h(r,t)

x ry

z

ri(t)a

Continuum limit:step density | h| etc

Problem: In real situations steps are not everywhere parallel.

Transverse currents are distinct from longitudinal currents.

[Margetis et al., Phys. Rev. B (2005)]

Model with circular steps

||1

1 (const.) hm

JContinuum

surface current ;normal to steps. radialm=Ds/ka

Continuum (step)chemical potential

Page 10: Continuum approach to crystal surface morphology evolution Dionisios Margetis Department of Mathematics, M.I.T. June 10, 2005 IMA Workshop on Effective

2. Continuum evolution laws in (2+1) dims

mass conservation;from step velocity law

h Jt

Ingredients:

Line tension Step interactionsstep chemical potential

(

||

),

VVhhVg

atr

PDE for height houtside facets

Step kinetics J

J

a

[Shenoy et al., Surface Sci. (2003)]

Step density surface slope= | h|

; a/

2

; 1 0

0 1

1

B

kaD

m h|m|TkcD

J

Jsss

from bc’s at steps

J=

Equilibriumadatom density

[Margetis, submitted; Margetis, Kohn, in preparation.]

Page 11: Continuum approach to crystal surface morphology evolution Dionisios Margetis Department of Mathematics, M.I.T. June 10, 2005 IMA Workshop on Effective

Local coordinates (descending steps with height a;

ith step at =i

Step motion laws in (2+1) dims

[Burton, Cabrera, Frank, Philos. Trans. Roy. Soc. London A (1951)]

;),( isi CDt rJAdatom current

on ith terrace adatom density

ceith terraon 02 t

CCD i

is

• Step velocity law: eJJ

iiiin a

v |]-[ 1,

• Atom attachment-detachment at steps bounding ith terrace:

i(t): step chemical potential 1

;at ][ ;at )]([

B

eq

1eq

1eq

TkcC

CCktCCk

isi

iiiiiiii

eJeJ

ith terrace,i i+1

ii+1

e

etop terrace

Page 12: Continuum approach to crystal surface morphology evolution Dionisios Margetis Department of Mathematics, M.I.T. June 10, 2005 IMA Workshop on Effective

0g ; ),,(),,( 3

,

. || ; 1

31

113int

int

iii

iii

i

RRVRRVagU

UU

UUa

r

Nearest-neighborinteractions

• Step chemical potential (incorp. step energetics), i: [Change in energy of step by adding or removing an atom at i,)

step curvature

ith step moves by: ii

step ``line tension’’

energy per unit step length

stepinteractions

step density

[Margetis, preprint (submitted); Margetis, Kohn, in preparation]

))((] [

RssU

i

energy per unit step length

step length

distance vertical to step

Difficulty: Solving Laplace’s eqn. for Ci on i th terrace.Assumption: is ``fast’’ and is ``slow’’ Ci in closed form

[E, Yip, J. Stat. Phys. (2001)]

Page 13: Continuum approach to crystal surface morphology evolution Dionisios Margetis Department of Mathematics, M.I.T. June 10, 2005 IMA Workshop on Effective

i+1-i0use of boundary conditions at steps

Adatom current in continuum limit:

Fluxes parallel and transverse to steps have different effective `` mobilities’’

kaDm

hmTkcDJ

TkcDJ

s

B

ssii

B

ssii

2

||1

1 - , -

eJeeJe

transversecurrent

|| ),,( ')(~)(Ci r

tNdtKt iii

longitudinal current

from Ci~Cieq, i

From bc’s at step edges

Page 14: Continuum approach to crystal surface morphology evolution Dionisios Margetis Department of Mathematics, M.I.T. June 10, 2005 IMA Workshop on Effective

2. Continuum evolution laws in (2+1) dims

mass conservation;from step velocity law

h Jt

Elastic dipole-dipole repulsive interactions:V=

Ingredients:

Line tension Step interactions

[Margetis, submitted.]

step chemical potential

(

||

),

VVhhVg

atr

PDE for height houtside facets

Step kinetics J

J

a

[Shenoy et al., Surface Sci. (2003)]

Step density surface slope= | h|

; a/

2

; 1 0

0 1

1

B

kaD

m h|m|TkcD

J

Jsss

from bc’s at steps

J=

Equilibriumadatom density

Page 15: Continuum approach to crystal surface morphology evolution Dionisios Margetis Department of Mathematics, M.I.T. June 10, 2005 IMA Workshop on Effective

Surface-free energy approach

30 1 3

13

G g g h g h

0x y

G Gx h y h

0ht

j PDE for h

Surface free energy per unit projected area

MscJmobility tensor

Page 16: Continuum approach to crystal surface morphology evolution Dionisios Margetis Department of Mathematics, M.I.T. June 10, 2005 IMA Workshop on Effective

• Step energetics, ; line tension and step interactions• Step kinetics, m | h| , m=2Ds /(ka)

• Aspect ratio, hy/hx=A; for periodic profiles A~x/yTake <

AA2

Cartesian coordinates :

,

1 ||1

/

||1||-

||1

||- ||1

1

||

22

2

2

2

2

hh

hmhh

hh

hmhm

hh

hmhm

hh

hmh

hTk

D

c

xxxy

x

y

x

y

x

y

x

B

s

s

M

M J

Line tension Step interactions

ag

TkD

,t) h(hhhgg

hhB

th

Bs

1

1

3

,/

; ||||

mobility tensor

Material prmt., (Length)4/Time

Page 17: Continuum approach to crystal surface morphology evolution Dionisios Margetis Department of Mathematics, M.I.T. June 10, 2005 IMA Workshop on Effective

Decaying bi-directional profiles

h(x,y,t) ~ H(x,y) e-t

Evidence by simulations for 1D sinusoidal initial profiles:

Israeli, Kandel, Phys. Rev. B (2000)

x/y ~10-3

x/y ~ 0.1

h(x,y,t) ~ H(x,y) t -1

• Ag(110) ripples, T=200-230K[Pedemonte et al., Phys. Rev. B (2003)].

• Si(001) ripples, T=650-750oC[Erlebacher et al., Phys. Rev. Lett. (2000)];

• Ni(001) lithography corrugations, T~1219 oC[Maiya, Blakely, J. Appl. Phys. (1967)];

• Si(001) lithgr. corrugations, T= 800-1100oC,[Keefe, Umbach, Blakely, J. Phys. Chem. Solids (1994)]

10

m

x

y

f

Page 18: Continuum approach to crystal surface morphology evolution Dionisios Margetis Department of Mathematics, M.I.T. June 10, 2005 IMA Workshop on Effective

; |||| 1

3

hh

gg

hhB

th Λ

Understanding of relevant solutions of PDE is incomplete.Do separable solutions arise, and if so under what conditions?

Numerical evidence for initial sinusoidal profiles in 2D byShenoy et al., Phys. Rev. Lett. (2004)

• Attachment-Detachment of adatoms is slowest process: m | h|typ >> 1

2Ds/(ka)

(2Ds /k)/(terrace width)

Assumptions and plausible scaling scenario:

• Step interactions dominate over line tension

smallAnsatz: h(x,y,t)~T(t) H(x,y)

1

1|| -

- 1||

1

|| 2

2

2

2

hmAA

AAhm

hhxΛ

A=hy/hx ~x/y<1

A2>> (m| h|typ)-1 T(t)=T0 (1+bt)-1

Consistent with sputter-rippling experiments

A0 (1D) : T(t)=T0 exp(-qt)Consistent with lithography experiments

[Margetis, submitted]

Page 19: Continuum approach to crystal surface morphology evolution Dionisios Margetis Department of Mathematics, M.I.T. June 10, 2005 IMA Workshop on Effective

Example:Axisymmetric

shape

x

y

h(r,t)r ri

ri+1

a

bc’s at moving boundary?

3. Boundary conditions at facet edge

iii rr

atF

1

)(|| ),( htrF r

r2r1

Diffusion-Limited (DL) kinetics: Terrace diffusion is rate-limiting process, m0

g1: step line tensiong3: strength of step interactions

g=g3/g1, m=Ds/ka

facet

steps…

…v

continuum

2 24

3 1F B B rFt r r r r

PDE: r>w(outside

facet)

g

[Margetis, Fok, preprint]

PDE Solutionsfor ri(t)

Page 20: Continuum approach to crystal surface morphology evolution Dionisios Margetis Department of Mathematics, M.I.T. June 10, 2005 IMA Workshop on Effective

Choices of boundary conditions for PDE

• Height continuity, h(w,t)=hf(t)• Slope continuity• Current continuity, j=jf

• μ is extended continuously on facet

[Spohn, J. Phys. I (France), 1993;Margetis et al., Phys. Rev. B, 2004]

(h f, j f , f)

(h, j

,)

=

slope=0

rw

``Thermodynamic’’ (thrmd) bc’s:

TkDc

B

ssj

: step chemical potential outside facet

``Layer-drop’’ (ld) conditions:

• Same

Need to know sequence tn

[Israeli, Kandel, Phys. Rev. B (1999);Margetis, Fok, preprint (2005)]

hf(t)

replace

hf (tn)-hf(tn+1)=a

timeof top-step nth collapse

step height

Non-local in time condition

+ Conditions at ``infinity’’

Page 21: Continuum approach to crystal surface morphology evolution Dionisios Margetis Department of Mathematics, M.I.T. June 10, 2005 IMA Workshop on Effective

Q()

r t -b, cone: b=1/4

)(,2

1 tFtrr

rF iii

: step density

[Cone: Israeli, Kandel, Phys. Rev. B (1999); Other shapes: Fok, Margetis, Rosales, in preparation]

facet

r unscaled datar

tn tn+6F(r,t)

Data collapse by scaling;

For initial shapes h(r,0)= r(t)=tcb,c: rational functions of .

Study of bc’s at facets: Self-similar shapes, long t

Initial conical shape: T(t)=1

F(r,t)~T(t) Q()=r t -b : similarity variable;

from step-motion simulations

Numerical solution of step-motion eqns :

Page 22: Continuum approach to crystal surface morphology evolution Dionisios Margetis Department of Mathematics, M.I.T. June 10, 2005 IMA Workshop on Effective

Large-n asymptotics of collapse times: tn~ t* . nq

t*=t*(g,); q: rational function of v

Cone: F(r,t)=F(=r (Bt) -1/4), q=4 PDEODE

4/10

4/1*2

222

0

)(

)(41)(1)(2)(1

Btw

BtaFFFg

Layer-drop

bc:

facet

hf(t)

ODE+``Thrmd bc’s’’

ODE+``Ld bc’’

1 adjustable parameter, t*

w

Universal Scaling of profile with g?

Page 23: Continuum approach to crystal surface morphology evolution Dionisios Margetis Department of Mathematics, M.I.T. June 10, 2005 IMA Workshop on Effective

Singular perturbation, gsmall: arb. initial shape

Ansatz near facet edge,

boundary-layer width1 3/

20 0 1

'''f f universal ODE

[Margetis, Aziz, Stone, Phys. Rev. B (2004)]

PDE

)( )( ),( 00 ftatrF wt

twr

;

)()(

~``Inner’’ solution

2 24

3 1F B B rFt r r r r

Boundary layer,facet

wF=0

Page 24: Continuum approach to crystal surface morphology evolution Dionisios Margetis Department of Mathematics, M.I.T. June 10, 2005 IMA Workshop on Effective

Solution of universal ODE; f0(0)=0, f0

f0

0)( 133 cccNeed to relate c1, c3 and ε; apply set of

bc’s

...2/33

2/110 ccf

Singularity at = 0 (facet edge)

c3=c3(c1from bc’s

Same scaling forboth sets of bc’s:=finite as rw+

Obtain scaling of Fpeak with g=

Page 25: Continuum approach to crystal surface morphology evolution Dionisios Margetis Department of Mathematics, M.I.T. June 10, 2005 IMA Workshop on Effective

: our prediction

: Simulations, [Israeli,Kandel, Phys. Rev. B (1999)]

Fpeak

xpeakpeak-x-x00

Scaling with g (DL kinetics)

)(

)( )(6/1

1/3

OF

Ot

peak

=

[Margetis, Aziz, Stone, Phys. Rev. B (2004)]

for cone

Page 26: Continuum approach to crystal surface morphology evolution Dionisios Margetis Department of Mathematics, M.I.T. June 10, 2005 IMA Workshop on Effective

One more prediction for initial cone: w (t;=0)-w(t;

[Margetis, Aziz, Stone, Phys. Rev. B (2005)]

facetw

8

Page 27: Continuum approach to crystal surface morphology evolution Dionisios Margetis Department of Mathematics, M.I.T. June 10, 2005 IMA Workshop on Effective

Attachment-Detachment Limited kinetics (m=2Ds/ka )

Another physical limit:

[Margetis, Aziz, Stone, Phys. Rev. B (2005)]

Ansatz for ``long’’ times: );( )(~ ),( 00 δ(t)

r-w(t)ftatrF

PDE

boundary-layer width

Page 28: Continuum approach to crystal surface morphology evolution Dionisios Margetis Department of Mathematics, M.I.T. June 10, 2005 IMA Workshop on Effective

Extensions of continuum theory (from step motion laws)

• Line tension dependence on angle with crystallographic axis

stepContinuum:

||

)()(),( 0 hhVg

at r

[Margetis, Kohn, in preparation]

y

x

terrace width, w

w

• Deposition of material from above. Flux F

[1/(length)2/time]a

|| ||1

1h

ahmTk

cDJ

th

B

ss

F

F

J

[Margetis, Kohn, in preparation]• Atom diffusion along steps

[Margetis, Aziz, Stone, in preparation]

Page 29: Continuum approach to crystal surface morphology evolution Dionisios Margetis Department of Mathematics, M.I.T. June 10, 2005 IMA Workshop on Effective

Epilogue-Messages• Continuum evolution eqn in (2+1) dims.Interplay : step kinetics & energetics, surface topography Unification of profile decay observations ?

• Boundary conditions at facets are non-local in time; understanding within continuum for axisymm. shapes & similarity: connection with asymptotics of collapse times.

``Early-time’’ collapses and profiles w/ axisymm.?

Extensions to (2+1) dimensions?

Dependence of collapses on step parameters for axisymm.?

• Universal scaling of axisym. profiles with step interactions in continuum; agreement with step eqs for class of bc’s.

Page 30: Continuum approach to crystal surface morphology evolution Dionisios Margetis Department of Mathematics, M.I.T. June 10, 2005 IMA Workshop on Effective

Acknowledgments :

• M. J. Aziz and H. A. Stone (DEAS, Harvard).

• R. R. Rosales and grad. student P.-W. Fok (Dept. of Mathematics, MIT).

• R. V. Kohn (Courant Institute, NYU).

• R. E. Caflisch (Dept. of Mathematics, UCLA, and California Nanosystems Institute).

• J. Erlebacher (Materials, Johns Hopkins).

Page 31: Continuum approach to crystal surface morphology evolution Dionisios Margetis Department of Mathematics, M.I.T. June 10, 2005 IMA Workshop on Effective

Example: Step-flow equations for circular steps

ir1ir

i-th terrace

a …..

….

r

line tension step-step interactionsi

iiii

iii r

rrVrrVar

g

)],(),([

r 2111

[Israeli, Kandel, Phys. Rev. B (1999); Margetis, Aziz, Stone, Phys. Rev. B (2005), in press]

attach.-detach at steps(b.c.’s at r=ri, ri+1)

)(])([

)(])([

1eq

1i1

eq

iiii

iiiii

rJCrCk

rJCrCk

TkcC i

siB

eq 1

step chem. potential

Eqs of motion for ri(t)2

11

1331 ))((

4),(

iiii

iiii rrrr

rragrrV

Elastic dipole-dipole interactions

)]()( [ 1 iiiii rJrJ

adtdr

Step velocity

adatom current rC

DrJ isi

)( Adatom density

r1ri

diffusion across terraces

02

t

CCD i

is

Page 32: Continuum approach to crystal surface morphology evolution Dionisios Margetis Department of Mathematics, M.I.T. June 10, 2005 IMA Workshop on Effective

Pimpinelli & Villain, Physics of Crystal Growth (1998)

STM image of terraces (width about 100 Angstroms) , separated by steps (kinks evident)

Roughening temperature depends on surface orientation:

(001) 1190 C(110) 1370 C(113) 1340 C