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The Search for Spin-waves in Iron The Search for Spin-waves in Iron Above T Above T c c : : Spin Dynamics Spin Dynamics Simulations Simulations X. Tao, D.P.L., T. C. Schulthess*, G. M. Stocks* X. Tao, D.P.L., T. C. Schulthess*, G. M. Stocks* * Oak Ridge National Lab * Oak Ridge National Lab Introduction What’s interesting, and what do we want to do? Spin Dynamics Method Results Static properties Dynamic structure factor Conclusions Croucher ASI on Frontiers in Computational Methods and Their Applications in Physical Sciences Dec. 6 - 13, 2005 The Chinese University of Hong Kong
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Introduction What’s interesting, and what do we want to do? Spin Dynamics Method Results

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Page 1: Introduction What’s interesting, and what do we want to do? Spin Dynamics Method Results

The Search for Spin-waves in Iron The Search for Spin-waves in Iron Above TAbove Tcc:: Spin Dynamics Spin Dynamics

SimulationsSimulationsX. Tao, D.P.L., T. C. Schulthess*, G. M. Stocks*X. Tao, D.P.L., T. C. Schulthess*, G. M. Stocks*

* Oak Ridge National Lab* Oak Ridge National Lab• Introduction

What’s interesting, and what do we want to do?

• Spin Dynamics Method

• ResultsStatic propertiesDynamic structure factor

• Conclusions

Croucher ASI on Frontiers in Computational Methods and Their Applications in Physical Sciences

Dec. 6 - 13, 2005 The Chinese University of Hong Kong

Page 2: Introduction What’s interesting, and what do we want to do? Spin Dynamics Method Results

Iron (Fe) has had a great effect on mankind:

N S

Page 3: Introduction What’s interesting, and what do we want to do? Spin Dynamics Method Results

Iron (Fe) has had a great effect on mankind:

Our current interest is in the magnetic propertiesOur current interest is in the magnetic properties

N S

Page 4: Introduction What’s interesting, and what do we want to do? Spin Dynamics Method Results

The controversy about paramagnetic Fe:

Do spin waves persist aboveDo spin waves persist above TTcc??

Page 5: Introduction What’s interesting, and what do we want to do? Spin Dynamics Method Results

The controversy about paramagnetic Fe:

Do spin waves persist aboveDo spin waves persist above TTcc??

Experimentally (triple-axis neutron spectrometer)

ORNL: Yes, spin waves persist to 1.4 Tc

BNL: No

Page 6: Introduction What’s interesting, and what do we want to do? Spin Dynamics Method Results

The controversy about paramagnetic Fe:

Do spin waves persist aboveDo spin waves persist above TTcc??

Experimentally (triple-axis neutron spectrometer)

ORNL: Yes, spin waves persist to 1.4 Tc

BNL: No

Theoretically

What is the spin-spin correlation length for Fe above Tc?

Are there propagating magnetic excitations?

Page 7: Introduction What’s interesting, and what do we want to do? Spin Dynamics Method Results

What is a spin wave?

Consider ferromagnetic spins on a 1-d latticeConsider ferromagnetic spins on a 1-d lattice

(a) The ground state (T=0 K)

(b) A spin-wave state

Spin-waves are propagating excitations with characteristic wavelength and velocity

Page 8: Introduction What’s interesting, and what do we want to do? Spin Dynamics Method Results

Facts about BCC iron

• Electronic configuration Electronic configuration 3d3d664s4s22

• Tc = 1043 K (experiment, pure Fe)

• TBCC FCC = 1183 K (BCC FCC eliminated with addition of silicon)

Page 9: Introduction What’s interesting, and what do we want to do? Spin Dynamics Method Results

Heisenberg Hamiltonian

N = 2 L3 spins on an L L L BCC lattice

|Sr| = 1 ,classical spins

Spin magnetic moments absorbed into J

J = Jr,r’ where is the neighbor shell

)(),(

21

rrr

r SSJ

H

Shells of neighbors

Page 10: Introduction What’s interesting, and what do we want to do? Spin Dynamics Method Results

Exchange parameters J

First principles electronic structure calculations

(T. Schulthess, private communication)

Page 11: Introduction What’s interesting, and what do we want to do? Spin Dynamics Method Results

Exchange parameters J (cont’d.)

T = 0.3 Tc (room temperature) BCC Fe dispersion relation

After Shirane et al, PRL (1965)

Nearest neighbors only

Least squares fit

Page 12: Introduction What’s interesting, and what do we want to do? Spin Dynamics Method Results

NATURE

Theory

Experiment(Neutron scattering)

(Spin dynamics)

Simulation

Page 13: Introduction What’s interesting, and what do we want to do? Spin Dynamics Method Results

Center for Stimulational PhysicsCenter for Stimulational Physics

Page 14: Introduction What’s interesting, and what do we want to do? Spin Dynamics Method Results

Center for Stimulational PhysicsCenter for Stimulational Physics

Center for Simulated PhysicsCenter for Simulated Physics

Page 15: Introduction What’s interesting, and what do we want to do? Spin Dynamics Method Results

Center for Stimulational PhysicsCenter for Stimulational Physics

Center for Simulated PhysicsCenter for Simulated Physics

Page 16: Introduction What’s interesting, and what do we want to do? Spin Dynamics Method Results

Inelastic Neutron Scattering:Inelastic Neutron Scattering:Triple axis spectrometerTriple axis spectrometer

Page 17: Introduction What’s interesting, and what do we want to do? Spin Dynamics Method Results

Elastic vs inelastic Neutron Elastic vs inelastic Neutron ScatteringScattering

Look at momentum space: the reciprocal lattice

Page 18: Introduction What’s interesting, and what do we want to do? Spin Dynamics Method Results

Computer simulation methodsComputer simulation methodsHybrid Monte Carlo

1 hybrid step = 2 Metropolis + 8 over-relaxation

• Find Tc

M(T) = M0

• Generate equilibrium configurations as initial conditions for integrating equations of motion

= 1 – T/Tc 0+

M(T, L) = L -/ F ( L 1/ ) L -/ at Tc

HeffPrecess spinsmicrocanonically

Page 19: Introduction What’s interesting, and what do we want to do? Spin Dynamics Method Results

Deterministic Behavior in Magnetic Deterministic Behavior in Magnetic ModelsModels

Classical spin Hamiltonians

i

zi

zj

zi

yj

yi

xj

ji

xi SDSSSSSSJ 2

),(

)()( H

exchange crystal field anisotropy anisotropy

Equations of motion

ieffii SHSS

Sdt

d

H

Integrate coupled equations numerically

(derive, e.g.: ii SSdt

d ,H , let spin value S )

Heff

Page 20: Introduction What’s interesting, and what do we want to do? Spin Dynamics Method Results

Spin Dynamics Integration MethodsSpin Dynamics Integration Methods

Integrate Eqns. of Motion numerically, time step = t

Symbolically write )(tfy

Simple method: expand,

)()()()()()( 43!3

1221 tttyttyttytytty O

Improved method: Expand, - t is the expansion variable,

)()()()()()( 43!3

1221 tttyttyttytytty O

(I.)

(II.)

Subtract (II.) from (I.)

)()()(2)()( 5331 tttyttyttytty O

complicated function

Page 21: Introduction What’s interesting, and what do we want to do? Spin Dynamics Method Results

Predictor-Corrector MethodPredictor-Corrector Method

Integrate

• Two step method

Predictor step (explicit Adams-Bashforth method)

)(tfy

))]3((9))2((37

))((59))((55[24

)()(

ttyfttyf

ttyftyft

tytty

Corrector step (implicit Adams-Moulton method)

)]2((

))((5))((19))((9[24

)()(

ttyf

ttyftyfttyft

tytty

local truncation error of order ( t )5

Page 22: Introduction What’s interesting, and what do we want to do? Spin Dynamics Method Results

Suzuki-Trotter Decomposition Suzuki-Trotter Decomposition MethodsMethods

kk SSSdt

d }][{ Eqns. of motion

effective field

Formal solution: )()( tSettS kdt

k

rotation operator (no explicit form)

How can we solve this?How can we solve this?

Idea: Rotate spins about local field by angle || t

spin length conservation

Exploit sublattice decomposition energy conservation

Page 23: Introduction What’s interesting, and what do we want to do? Spin Dynamics Method Results

ImplementationImplementation

Sublattice (non-interacting) decomposition A and B.The cross products matrices A and B where = A + B .Use alternating sublattice updating scheme.

An update of the configuration is then given by

)()( )( tyetty t BA

Operators e A

t and e B

t have simple explicit forms:

ttS

ttS

tStS

ttS

kk

kk

kk

kkkk

k

kkkk

sin

cos22

Page 24: Introduction What’s interesting, and what do we want to do? Spin Dynamics Method Results

Implementation (cont’d)Implementation (cont’d)

Suzuki-Trotter Decompositions

e (A+B) t = e A

t e B t + O ( t )2 - 1st order

= e A t/2 e B

t e A t/2 + O ( t )3 - 2nd order

etc.

For iron with 4 shells of neighbors, decompose into 16 sublattices

tSttS kkkk Consequently

Energy conserved!

2/2/2/2/ 11516151 ...... tAtAtAtAtA eeeee

Page 25: Introduction What’s interesting, and what do we want to do? Spin Dynamics Method Results

Types of Computer SimulationsTypes of Computer Simulations

Stochastic methods . . . (Monte Carlo)

Deterministic methods . . . (Spin dynamics)

Page 26: Introduction What’s interesting, and what do we want to do? Spin Dynamics Method Results

Dynamic Structure FactorDynamic Structure Factor

dtetrrCeeqS

functionresolution

tt

t

ti

rr

rrqicutoff

cutoff

2

21

,,,

Time displaced, space-displaced correlation function

Page 27: Introduction What’s interesting, and what do we want to do? Spin Dynamics Method Results

Spin Dynamics MethodSpin Dynamics Method

Monte Carlo sampling to generate initial statescheckerboard decompositionhybrid algorithm (Metropolis + Wolff +over-relaxation)

Time Integration -- tmax= 1000J-1

t = 0.01 J-1 predictor-corrector method t = 0.05 J-1 2nd order decomposition method

Speed-up: use partial spin sums “on the fly” -- restrict q=(q,0,0) where q=2n/L, n=±1, 2, …, L

00,,,,

zyzy

xx

xx rrr

rrr

rriq

rrrr

rr

rrqi StSeStSethen

Page 28: Introduction What’s interesting, and what do we want to do? Spin Dynamics Method Results

Time-displacement averaging 0.1 tmax different time starting points

0 0.1 0.2 0.3 . . . 100.0 . . .t tcutoff=0.9tmax

Other averaging500 - 2000 initial spin configurationsequivalent directions in q-spaceequivalent spin components

Implementation: Developed C++ modules for the -Mag Toolset at ORNL

Page 29: Introduction What’s interesting, and what do we want to do? Spin Dynamics Method Results

Static Behavior: Spontaneous Static Behavior: Spontaneous MagnetizationMagnetization

• Tc (experiment) = 1043 K

• Tc (simulation) = 949 (1) K (from finite size scaling)

Page 30: Introduction What’s interesting, and what do we want to do? Spin Dynamics Method Results

Static Behavior: Correlation Static Behavior: Correlation LengthLength

Correlation function at

1.1 Tc :

( r ) ~ e -

r

/

/r 1+

2a 6Å

Page 31: Introduction What’s interesting, and what do we want to do? Spin Dynamics Method Results

Dynamic Structure FactorDynamic Structure Factor

Low T sharp, (propagating) spin-wave peaks

T Tc propagating

spin-waves?

Page 32: Introduction What’s interesting, and what do we want to do? Spin Dynamics Method Results

Dynamic Structure Factor Dynamic Structure Factor LineshapeLineshape

21

2

21

2

2

2

2

:

:

exp

exp

lol

ll

o

oggo

ogoo

IL

IG

IG

Lorentzian

Gaussian

• Fitting functions for S(q,)

• Magnetic excitation lifetime ~ 1 / l

• Criterion for propagating modes: 1 < o

Page 33: Introduction What’s interesting, and what do we want to do? Spin Dynamics Method Results

Dynamic Structure Factor Dynamic Structure Factor LineshapeLineshape

LowLow T T = 0.3 Tc |q| = (0.5 qzb , 0, 0)

Page 34: Introduction What’s interesting, and what do we want to do? Spin Dynamics Method Results

Dynamic Structure Factor Dynamic Structure Factor LineshapeLineshape

LowLow T T = 0.3 Tc |q| = (0.5 qzb , 0, 0)

Page 35: Introduction What’s interesting, and what do we want to do? Spin Dynamics Method Results

Dynamic Structure Factor Dynamic Structure Factor LineshapeLineshape

AboveAbove Tc T = 1.1 Tc |q| = (q,q,0)

Q=1.06 Å-1

Q=0.67 Å-1

Page 36: Introduction What’s interesting, and what do we want to do? Spin Dynamics Method Results

Dispersion curves

Compare experiment and simulation

Experimental results: Lynn, PRB (1975)

Page 37: Introduction What’s interesting, and what do we want to do? Spin Dynamics Method Results

Dynamic Structure factorDynamic Structure factor

T = 1.1 Tc:

Constant E-scans

Page 38: Introduction What’s interesting, and what do we want to do? Spin Dynamics Method Results

Summary and ConclusionsSummary and Conclusions

Monte Carlo and spin dynamics simulations have Monte Carlo and spin dynamics simulations have been performed for BCC iron with 4 shells of been performed for BCC iron with 4 shells of interacting neighbors. These show that:interacting neighbors. These show that:

• Tc is rather well determined

• Spin-wave excitations persist for T Tc

• Short range order is limited

• Excitations are propagating if

Page 39: Introduction What’s interesting, and what do we want to do? Spin Dynamics Method Results

To learn more about To learn more about MC in Statistical MC in Statistical

Physics (and a little Physics (and a little about spin dynamics):about spin dynamics):

the 2the 2ndnd Edition is Edition is coming soon . . .coming soon . . .

now availablenow available

AppendixAppendix

Page 40: Introduction What’s interesting, and what do we want to do? Spin Dynamics Method Results