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An Introduction to First Principles Thermal Transport Derek Stewart [email protected] Cornell Nanoscale Facility Phonon School 2012 5/22/2012 University of Wisconsin dft4nano

An Introduction to First Principles Thermal Transport...An Introduction to First Principles Thermal Transport Derek Stewart [email protected] Cornell NanoscaleFacility Phonon

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Page 1: An Introduction to First Principles Thermal Transport...An Introduction to First Principles Thermal Transport Derek Stewart stewart@cnf.cornell.edu Cornell NanoscaleFacility Phonon

An Introduction to

First Principles Thermal Transport

Derek [email protected]

Cornell Nanoscale Facility

Phonon School 2012 5/22/2012

University of Wisconsin

dft4nano

Page 2: An Introduction to First Principles Thermal Transport...An Introduction to First Principles Thermal Transport Derek Stewart stewart@cnf.cornell.edu Cornell NanoscaleFacility Phonon

Collaborators Funding

National Science Foundation

Grants

(CBET-0651427 and CBET-01066406)Thermal Transport in Materials

David Broido (Boston College)

Alistair Ward, Lucas Lindsay (Boston College)

Gernot Deinzer, Michael Malorny (Univ. of Regensburg)

Theory

Natalio Mingo (CEA-Grenoble, UC Santa Cruz)

Wu Li, Anupam Kundu (CEA-Grenoble)

Ivana Savić (CEA-Grenoble, now at Tyndall Natl. Institute, Ireland)

Keivan Esfarjani (UC Santa Cruz, now at MIT)

Experimental

Arden Moore, Li Shi (Univ. of Texas at Austin)

Lars Samuelson’s group (Lund University, Sweden)

Thermal Transport in Nanostructures

Page 3: An Introduction to First Principles Thermal Transport...An Introduction to First Principles Thermal Transport Derek Stewart stewart@cnf.cornell.edu Cornell NanoscaleFacility Phonon

• The need for predictive thermal transport?

• A brief review of phonons

• A first principles approach to calculating harmonic and anharmonic

Talk Outline

• A first principles approach to calculating harmonic and anharmonicforce constants

• Predicting thermal conductivity of crystals & nanostructured alloys

• Thermal transport in nanostructures

dft4nano

Page 4: An Introduction to First Principles Thermal Transport...An Introduction to First Principles Thermal Transport Derek Stewart stewart@cnf.cornell.edu Cornell NanoscaleFacility Phonon

Importance of Nanoscale Heat Transfer

Multi-cores

Cost burdens:HP estimate:

Data center with 100 server racks

Cooling cost per year:

Effective transfer of heat

may be the limiting factor

for nanoscale electronics.

Pop and Goodson, J. of Electronic Packaging, 2006

Cooling cost per year:$1.2 million dollars

dft4nano

Page 5: An Introduction to First Principles Thermal Transport...An Introduction to First Principles Thermal Transport Derek Stewart stewart@cnf.cornell.edu Cornell NanoscaleFacility Phonon

Reducing Heat Transfer in Jet Engine Blades

Thermal barrier coatings

By coating metal turbine blades injet engines with a thermally grownoxide, the temperature of the metalblade can be kept lower.

This reduces thermal fatigue andThis reduces thermal fatigue andhelps prevent blade failure.

High thermal resistance at interfacesis required, but predicting the thermalresistance of an interface is verydifficult.

§ Derek Hass, Univ. of Virginia, Ph.D Dissertation. (2000)

§

Page 6: An Introduction to First Principles Thermal Transport...An Introduction to First Principles Thermal Transport Derek Stewart stewart@cnf.cornell.edu Cornell NanoscaleFacility Phonon

(Heat)

Energy Lost in Automobiles

Using Energy Scavenging to Boost Efficiency

1

(Heat)

(Heat)

ThermoelectricEnergy

Scavengers

Can we design new materials or nanostructuresthat can be used as new thermoelectrics?

(Heat)

QuickSnap© Thermoelectric Device, Hi-Z Technology, Inc.

*

Energy equivalent of 46 billion gallons of gasoline is lost each year down the exhaust pipe.

Page 7: An Introduction to First Principles Thermal Transport...An Introduction to First Principles Thermal Transport Derek Stewart stewart@cnf.cornell.edu Cornell NanoscaleFacility Phonon

Journey to the Center of the EarthDFT style

New mineral found near the center of the Earth

Seismic boundary layers indicate phase transitions

Jules Verne

Nature, 430, 445 (2004).

Can we use density functional theory to explorethermal transport for crystals under pressuredeep within the earth?

Page 8: An Introduction to First Principles Thermal Transport...An Introduction to First Principles Thermal Transport Derek Stewart stewart@cnf.cornell.edu Cornell NanoscaleFacility Phonon

A review of phononsWhat carries the heat in many systems? Lattice vibrations aka phonons.

Take a crystal consisting of a periodic lattice of atoms

We can treat the solid as a collection of coupledquantum harmonic oscillators.

Phonons are the quantized lattice vibrations in the crystal:

( ) ( ) ( )

+= vnvE ,2

1,, qqq ων h

where q is the phonon wavevector and v is the phononbranch. The phonon Bose distribution is given by n(q, v).

Page 9: An Introduction to First Principles Thermal Transport...An Introduction to First Principles Thermal Transport Derek Stewart stewart@cnf.cornell.edu Cornell NanoscaleFacility Phonon

Acoustic versus Optical Phonons

Acoustic BranchesAll atoms move in phase

For a given phonon vector qalways 1 longitudinal (LA) and 2 transverse acoustic (TA) waves possible

Assume we have Z atoms in the unit cell

TA1

TA2 LA

q

Optical BranchesOccurs when there are multiple atoms in an unit cell.

Different atoms vibrate out of phase

For a unit cell with Z atoms, there are 3(Z-1) optical branches

Page 10: An Introduction to First Principles Thermal Transport...An Introduction to First Principles Thermal Transport Derek Stewart stewart@cnf.cornell.edu Cornell NanoscaleFacility Phonon

Phonons are essential for explaining numerous material properties at T > 0:

Acoustic propertiessound velocity

Thermal propertiesHeat capacity

Specific heat

Thermal expansion

If you know the phonons...

( )( ) ( )[ ] ∑=∆

∆+≈−==

q,

0

2/sinh2log,

),(

BiBvib

vibTgs

TkVTkTVF

TVFVETSEF

ωhThermal expansion

Thermal conductivity

Other propertiesInfrared absorption, Raman

Electron-phonon coupling for transport

Estimates for Tc for Superconductivity

Phase Diagrams

( ) ( )[ ] ∑=∆q

q

,

, 2/sinh2log,i

BiBvib TkVTkTVF ωh

Specific heat Cp versus temperature from 20 K to 300 K (DeSorbo [1953]) and Cp and Cv from 273 K

to 1073 K (Viktor [1962]).

Page 11: An Introduction to First Principles Thermal Transport...An Introduction to First Principles Thermal Transport Derek Stewart stewart@cnf.cornell.edu Cornell NanoscaleFacility Phonon

Phonon Modes in a General Crystal

( )( ) ( )

( )mumuu

Eum t

tm ts

ss

β

ββα

α

∂∂∂

−= ∑l

l&&

2

τs

us(l)

( )( )l

l&&α

α

s

ssu

Eum

Fma

∂∂

−=

= Equation of Motion

( )ll ssJ uRR ++= τ

( ) ( )

( )( ) ( )muu

EmC

muu

ts

st

tm ts

βααβ

β

∂∂∂

=

∂∂

ll

l

2

,Rl IFCs

Assume u has a wave solution

( ) 0det 2 =− qαβαβδδω stst D

( ) ( )ti

s

s

s eum

lu ωαα −⋅⋅= xq1

where D(q) is the Fourier Transform of the real space IFCs.

Page 12: An Introduction to First Principles Thermal Transport...An Introduction to First Principles Thermal Transport Derek Stewart stewart@cnf.cornell.edu Cornell NanoscaleFacility Phonon

Routes to Model Phonons

Spring and Shell ModelsCan be used to fit phonon dispersions

Difficult to interpret

Little predictive information

Ion and Core electrons

Valenceelectrons

Empirical potentials Density Functional ApproachEmpirical potentials

Fit to material properties

Provides phonon dispersion

Limited to similar structures

Used in both lattice andMolecular dynamic calculations

Easy to implement and fast.

Density Functional Approach(Our Focus)

Good agreement for phonon dispersions

Information on electron-phonon interactions

Able to describe interactions betweendifferent types of atoms

However, more time consuming!

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Page 13: An Introduction to First Principles Thermal Transport...An Introduction to First Principles Thermal Transport Derek Stewart stewart@cnf.cornell.edu Cornell NanoscaleFacility Phonon

DFT+Phonons = Thermal Transport

First principles harmonic and anharmonic interatomic force constantscalculated using DFT ( ) ( ) ( )qqq ′′=′± ′′jjj ωωω ' Kqqq +′′=′±

Thermal Conductivity in Bulk Materials

Boltzmann EquationDensity Functional Perturbation IFCs

Heat Transfer in Nanostructures

Green’s Function ApproachReal Space IFCs

0=

∂∂

+

∂∂

=∆ CollisionsT t

f

t

f

dt

df ( ) [ ] 12 −−−−= RL ΣΣHIωωGR

dft4nano

Page 14: An Introduction to First Principles Thermal Transport...An Introduction to First Principles Thermal Transport Derek Stewart stewart@cnf.cornell.edu Cornell NanoscaleFacility Phonon

DFT+Phonons = Thermal Transport

Kqqq +′′=′±

Thermal Conductivity in Bulk Materials

Boltzmann EquationDensity Functional Perturbation IFCs

Heat Transfer in Nanostructures

Green’s Function ApproachReal Space IFCs

0=

∂∂

+

∂∂

=∆ CollisionsT t

f

t

f

dt

df ( ) [ ] 12 −−−−= RL ΣΣHIωωGR

dft4nano

Page 15: An Introduction to First Principles Thermal Transport...An Introduction to First Principles Thermal Transport Derek Stewart stewart@cnf.cornell.edu Cornell NanoscaleFacility Phonon

What is density functional theory?

Use electron density as the

“The underlying physical laws necessary for the mathematical theory of a largepart of physics and the whole of chemistry are thus completely known…

…the exact application of these laws leads to equations much too complicated

to be soluble”, Dirac (1929)

For an N interacting particle system,

∑∑∑∑∑≠≠ −

+∇−−

+−

−∇−

=JI J

JI

I

I

IjiIi

I

i

i

e

eZZ

M

eeZ

mH

RRrrRr IjiI

22

22

,

22

2

2

1

22

1

2

hh

1998: Nobel prize awarded for DensityFunctional Theory

Use electron density as the

fundamental parameter that defines

all properties of a system instead.

Hohenberg & Kohn, Phys. Rev., 136, B864 (1964). – Density functional foundation

Kohn & Sham, Phys. Rev., 140, A1133 (1965). – transform problem to set of non-interacting quasi-particles

For an N interacting particle system,

this moves us from 3N variables to

a single function of x, y, and z.

Huge savings in computational costs

which results in an approach that helps

describe known systems and also predict

new systems, scaling as N3.

Page 16: An Introduction to First Principles Thermal Transport...An Introduction to First Principles Thermal Transport Derek Stewart stewart@cnf.cornell.edu Cornell NanoscaleFacility Phonon

Interactions for a full crystal

Harmonic terms:( )21

21

2

212

2

2

2

1

1

21

21 )()(),(

RRRRR κ

ακα

κα

κκαα

u

F

uu

Etot

∂∂

−=∂∂

∂=Φ

),,(3

RRRκκκ Etot∂

We consider interactions between a large number of atoms, in terms of

displacements, u, from equilibrium positions.

Giannozzi et al.,PRB 43, 7231 (1991); Quantum Espresso – harmonic terms

Anharmonic terms:)()()(

),,(321

3213

3

2

2

1

1

321

321 RRRRRR κ

ακα

κα

κκκααα

uuu

Etot

∂∂∂∂

2n+1 theorem: With 1st derivative of Ψ , we can calculate the 2nd and 3rd

derivative of the energy − Gonze, Vigneron, PRB 39, 13120, (1989)

3rd order terms: G. Deinzer, G. Birner and D. Strauch, PRB 67, 144304 (2003)

Density functional perturbation theory (linear response due to phonon q)

dft4nano

Page 17: An Introduction to First Principles Thermal Transport...An Introduction to First Principles Thermal Transport Derek Stewart stewart@cnf.cornell.edu Cornell NanoscaleFacility Phonon

Calculating IFCs from first principles

Do your standard density functional calculation till everything isis self-consistently converged.

V Potential

1 Get the Charge Density

ΨΨΨΨn WavefunctionCharge Density

This then gives us nSCF and Vscf

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Page 18: An Introduction to First Principles Thermal Transport...An Introduction to First Principles Thermal Transport Derek Stewart stewart@cnf.cornell.edu Cornell NanoscaleFacility Phonon

Calculating IFCs from first principles in q-space

We have some phonon going through a crystal ( )tqxie ω−

∆Vwhich induces a perturbing potential that is periodic with wavevector q.

Throw a phonon into the mix2

∆Vionwhich induces a perturbing potential that is periodic with wavevector q.

In this case, it is better to consider ∆n(q+G) rather than ∆n(r). All calculations are done in the first Brillouin zone!

Sample different q values in the BZ and FFT back to real space IFCs.

With enough calculated q points, you can interpolate to other q values.

With this, we also get phonon dispersion, phonon density of states.

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Page 19: An Introduction to First Principles Thermal Transport...An Introduction to First Principles Thermal Transport Derek Stewart stewart@cnf.cornell.edu Cornell NanoscaleFacility Phonon

Density Functional Perturbation Theory

( ) ( ) ( )rrr n

N

n

n ψψρ ∆=∆ ∑=

2/

1

*0Re4

Second self-consistent loop to find changes in potential and charge

3

n=1

( ) ( ) ( ) ( )

( ) ( ) 0

)(

2

nnn

rnn

xcext

VH

dn

dvdeVV

ψεψε

ρρ

∆−∆−=∆−

∆+′′−

′∆+∆=∆

=∫ rr

rr

rrr

dft4nano

Page 20: An Introduction to First Principles Thermal Transport...An Introduction to First Principles Thermal Transport Derek Stewart stewart@cnf.cornell.edu Cornell NanoscaleFacility Phonon

Ab-initio Phonon Dispersions

0

2

4

6

8

10

12

14

16

ΓΓ

Ph

on

on

Fre

qu

en

cy (

TH

z)

Si*

Brillouin

Pd

0LΓΓ X

0

2

4

6

8

10

LΓΓ X

Ph

on

on

Fre

qu

en

cy (

TH

z)

Ge*

Theory: Harmonic ab initio IFC’s (QE plane wave DFT package)

ExperimentNilsson and NelinPRB 6 3777 (1972)

Experiment Sangster et al.J. Phys. C 3 1026 (1970)

BrillouinZone

D. A. Stewart, New J. of Phys. 10, 043025 (2008)

unpublished

Page 21: An Introduction to First Principles Thermal Transport...An Introduction to First Principles Thermal Transport Derek Stewart stewart@cnf.cornell.edu Cornell NanoscaleFacility Phonon

Thermal Transport in InAs Nanowires

ZB WZ

ZB Experimental Data: N. S. Orlova, Phys. Stat. Solidi (b) 119, 541 (1983).

Bulk InAs is zincblende. For diameters smaller than 70 nm, InAs nanowires grow in the wurtzite structure.

However, bulk wurtzite InAs does not exist and the phonon dispersion

has never been measured. Use DFPT to calculate it!

F. Zhou et al, Phys. Rev. B, 83, 205416 2011

Page 22: An Introduction to First Principles Thermal Transport...An Introduction to First Principles Thermal Transport Derek Stewart stewart@cnf.cornell.edu Cornell NanoscaleFacility Phonon

Current DFPT

q

ky

TA1

Miiller (1975)

Kohn Anomaly in [ζζ0]

Kohn anomaly kx

ky

For low frequency lattice vibrations, electrons can shield the positive chargeinduced by the phonons. But when q spans Fermi sheets and connectsdifferent electronic states, this breaks down (Kohn, PRL, 2 393 (1959)).

Very difficult for shell model or empirical potentials to catch this.

D. A. Stewart, New J. of Phys. 10, 043025 (2008) dft4nano

Page 23: An Introduction to First Principles Thermal Transport...An Introduction to First Principles Thermal Transport Derek Stewart stewart@cnf.cornell.edu Cornell NanoscaleFacility Phonon

Moving on to the Thermal Conductivity

λλλλ modefor 10 nnn +=

nnT

∂=

∂∇⋅ λλ0v

Temperature gradient, ∇T, perturbs the phonon distribution

Iteratively solve the linearized Boltzmann equation

given by:

∑=λ

λβλβλαλαβ τκ scfvvCTH TC

λ = (j, q)

collisiont

n

T

nT

∂∂

=∂

∂∇⋅ λλ

λ0v

( ) ( )λλλλλλλλλλλ

λλλ Φ+Φ+Φ+Φ−Φ−Φ=∂∂

′′′−

′′′′′′′

+′′′∑ WW

t

n

collision 2

1

given by:

For three phonon scattering:

))1(/( 001 +=Φ λλλλ nnnScattering rates

needed to get τ

Specific heat, C, needs equilibrium phonon frequencies and distributions.

drift

dft4nano

Page 24: An Introduction to First Principles Thermal Transport...An Introduction to First Principles Thermal Transport Derek Stewart stewart@cnf.cornell.edu Cornell NanoscaleFacility Phonon

Ab-initio Harmonic and Anharmonic Terms

Harmonic terms provide phonon frequencies and eigenvectors for

Boltzmann Equation

Anharmonic terms provide the scattering rates, W+-, for three phonon

processesBZ BZ

Iterative solution is required to accurately account for normal phonon

scattering processes.

First iterative Solutions to BTE was done using empirical potentials: Omini & Sparavigna, Phys Rev B, 53, 9064 (1996);

D. A. Broido et al, Phys Rev B, 72, 014308 (2005)

Normal Umklapp

dft4nano

Page 25: An Introduction to First Principles Thermal Transport...An Introduction to First Principles Thermal Transport Derek Stewart stewart@cnf.cornell.edu Cornell NanoscaleFacility Phonon

Iterative Solution of Boltzmann Equation

Step 1: Non-equilibrium distribution for each independent phonon modeis calculated (similar to relaxation time approximation).

Step 2: Iterative procedure accounts for the fact that the non-equilibrium distribution functions for all phonons are actually coupled together.

BZNormalProcess

Perc

enta

ge E

rror

Therm

al C

onductivity

(W/m

K)

Diamond has a small number of Umklapp scattering events so error gets worse at lower temperatures

In RTA, both normal and Umklapp processes are independent and treated as resistiveHowever, normal scattering events do not provide resistance

Process

No thermalresistance

Perc

enta

ge E

rror

Therm

al C

onductivity

(W/m

K)

Full calc

RTA

temperatures

BZ UmklappProcess

Thermalresistance

Temperature (K)

Error

Page 26: An Introduction to First Principles Thermal Transport...An Introduction to First Principles Thermal Transport Derek Stewart stewart@cnf.cornell.edu Cornell NanoscaleFacility Phonon

Iterative Solution of the Boltzmann Equation

Relaxation time approximationunderestimates the thermalconductivity of material becauseNormal scattering processes are treated as resistive.

For materials where normal

dft4nano

Diamond

(RTA)

For materials where normalscattering is dominant, this canhave a big impact.

You typically need to be carefulwhen you have high thermalconductivity materials.

“Ab-Initio Thermal Transport”, (Book Chapter) Mingo, Broido, Stewart, to be published (2012)

Page 27: An Introduction to First Principles Thermal Transport...An Introduction to First Principles Thermal Transport Derek Stewart stewart@cnf.cornell.edu Cornell NanoscaleFacility Phonon

Si (theory)

Si (exp)

Volz & Chen

Thermal conductivity for Si and Ge

4x4x4 q-point grid,

4096 possible q-pairs for zb

symmetry reduces this to 42 q-pairs!

Equivalent to 3rd order force constants

to 7th nearest neighbors

Ge (theory)

Ge (exp)

Volz & Chen

PRB 2000

Sun & Murthy

APL 2006

D. A. Broido, M. Malorny, G. Birner, N. Mingo, & D. A. Stewart, Appl. Phys. Lett. 91, 231922 (2007)

Experimental Data:[Si] A. V. Inyushkin et al, (2004)

R. K. Kremer et al, (2004)

[Ge] V. I Ozhogin et al. (1996)

Page 28: An Introduction to First Principles Thermal Transport...An Introduction to First Principles Thermal Transport Derek Stewart stewart@cnf.cornell.edu Cornell NanoscaleFacility Phonon

Thermal Conductivity for Diamond

10000

12000

14000

16000

18000 Theory (100%

12C)

99.93% 12

C PRB 4714850 (1993)

99.90% 12

C PRB 4714850 (1993) natural diamond PRL 70 3764 (1993)

99.93% 12

C PRL 68 2806 (1993)

Therm

al Conductivity (W/m

K)

Low temperatureimpurity scattering

0 200 400 600 800 1000 12000

2000

4000

6000

8000

Therm

al Conductivity (W/m

K)

Temperature (K)

impurity scattering

Diamond

A. Ward, D. A. Broido, D. A. Stewart, G. DeinzerPhys. Rev. B, 80, 125203 (2009)

Page 29: An Introduction to First Principles Thermal Transport...An Introduction to First Principles Thermal Transport Derek Stewart stewart@cnf.cornell.edu Cornell NanoscaleFacility Phonon

Thermal Conductivity for Diamond

10000

12000

14000

16000

18000 Theory (100%

12C)

99.93% 12

C PRB 4714850 (1993)

99.90% 12

C PRB 4714850 (1993) natural diamond PRL 70 3764 (1993)

99.93% 12

C PRL 68 2806 (1993)

Therm

al Conductivity (W/m

K)

Low temperatureimpurity scattering

0 200 400 600 800 1000 12000

2000

4000

6000

8000

Therm

al Conductivity (W/m

K)

Temperature (K)

impurity scattering

Diamond

A. Ward, D. A. Broido, D. A. Stewart, G. DeinzerPhys. Rev. B, 80, 125203 (2009)

Much of the experimentalwork on diamonds was doneat Cornell by Robert Pohl’s group in the 1990s. Diamonds supplied by DeBeers Corp.(worth $2 million then!)

Page 30: An Introduction to First Principles Thermal Transport...An Introduction to First Principles Thermal Transport Derek Stewart stewart@cnf.cornell.edu Cornell NanoscaleFacility Phonon

Importance of Optic Modes

Since optical phonon brancheshave small group velocities, they are neglected in manythermal conductivity models.

However, they provide an important scattering channel.

Full calc

No optic phononscattering

This detailed scattering info

is lost in relaxation time models.

A. Ward, D. A. Broido, D. A. Stewart, G. DeinzerPhys. Rev. B, 80, 125203 (2009)

Page 31: An Introduction to First Principles Thermal Transport...An Introduction to First Principles Thermal Transport Derek Stewart stewart@cnf.cornell.edu Cornell NanoscaleFacility Phonon

Effect of Isotopes onDiamond Thermal Conductivity

10000

Latt

ice t

herm

al conductivity (

W/m

-K)

99.93% C12, 0.07% C13

99.90 %C12, 0.10% C13

+,x, ◊ Natural Distribution

Isotopically pure

gW iso ∝′λλ

Scattering rate of phonons dueto isotopes is proportionalto the mass variance

1000

200 400 600 800 1000

Temperature (K)

Latt

ice t

herm

al conductivity (

W/m

-K)

Natural Isotope Distribution98.9% C12 1.1% C13where ci and Mi are the

concentration and mass of isotope i.

( )( )2

22

∑∑ ∑−

=ii

iiii

Mc

McMcg

A. Ward, D. A. Broido, D. A. Stewart, G. DeinzerPhys. Rev. B, 80, 125203 (2009)

Page 32: An Introduction to First Principles Thermal Transport...An Introduction to First Principles Thermal Transport Derek Stewart stewart@cnf.cornell.edu Cornell NanoscaleFacility Phonon

Brillouin Zone Contributions to κ

Isotopically Pure Silicon

( )( )∫= qq dzzzz κ

πκ

32

1

( ) ( ) ( ) ( )qqqq jzjzjzz vC τκ 2∑=

Thermal Gradient in z direction

q values near q=0 contribute themost to thermal conductivity. Theyhave high group velocities andact mainly in normal processes.

Umklapp processes will reducecontribution to thermal conductivityof larger q-vectors.

( ) ( ) ( ) ( )qqqq jzjz

j

jzz vC τκ ∑=

“Ab-Initio Thermal Transport”, (Book Chapter) Mingo, Broido, Stewart, to be published (2012)

Page 33: An Introduction to First Principles Thermal Transport...An Introduction to First Principles Thermal Transport Derek Stewart stewart@cnf.cornell.edu Cornell NanoscaleFacility Phonon

Phonon Velocity Effects

4

6

8

10

TA BranchVelocity drops

0

2

Γ X

Page 34: An Introduction to First Principles Thermal Transport...An Introduction to First Principles Thermal Transport Derek Stewart stewart@cnf.cornell.edu Cornell NanoscaleFacility Phonon

Predicting Thermal Conductivity of Thermoelectrics

Hot

np e-

e-

e-

h+

h+

h+

Heat Source

II

np e-

e-

e-h+

h+

h+

Active Cooling

II

Cold

eh+ I

Generates Electric Current

eh+

Apply a voltage to cool a surfaceV

Heat sink

Radioisotope Thermoelectric system have powered deep space probes:

•Pioneer 10 (30 yrs operations)•Voyager 1&2 (32 yrs and still going!)

Thermoelectric Refrigerators:

•Used in electronics to lower or maintain temperature•Cooling in car seats, beer can coolers

I

Page 35: An Introduction to First Principles Thermal Transport...An Introduction to First Principles Thermal Transport Derek Stewart stewart@cnf.cornell.edu Cornell NanoscaleFacility Phonon

What makes a good thermoelectric?

phe

TZT

κκσα

+=

2

Electrical

conductivity

Seebeck

coefficient

To get a high ZT ~ 1,

need fast charges and slow phonons,

Electron crystal – phonon glass

Materials Options (increase power factor (α2σ) or reduce thermal conductivity)

ZT - Measure of the Efficiency

of a Thermoelectric Device at given T

phe

Thermal

conductivity

Snyder, CalTech

Standard thermoelectricswere discovered in the 1950s and 1960sBi2Te3 (400K) ZT~ 0.8-1.0

PbTe (600K), SiGe (1200K) ZT ~ 0.9 at high T

Page 36: An Introduction to First Principles Thermal Transport...An Introduction to First Principles Thermal Transport Derek Stewart stewart@cnf.cornell.edu Cornell NanoscaleFacility Phonon

Boosting ZT with nanostructuring

superlattice nanoparticlesin alloys

Vineis et al, Adv. Mater, 22, 3970 (2010).

nanowire

Page 37: An Introduction to First Principles Thermal Transport...An Introduction to First Principles Thermal Transport Derek Stewart stewart@cnf.cornell.edu Cornell NanoscaleFacility Phonon

Using nanostructures in alloys to reduce thermal conductivity

ErAs

ErAs nanoparticles epitaxiallyembedded in InGaAs

Zide et al., APL, 87, 112102 (2005)Kim et al., PRL, 96, 045901 (2006)

ErAsislands

Vineis et al, Advanced Materials (2010)

ZT increases by a factor of 2 compared to InGaAs, largest ZT ~ 1.6 at 800K

Page 38: An Introduction to First Principles Thermal Transport...An Introduction to First Principles Thermal Transport Derek Stewart stewart@cnf.cornell.edu Cornell NanoscaleFacility Phonon

SiGe alloy thermoeletrics

• Many thermoelectrics are made from toxic or scarce materials that are difficult to integrate into silicon fabrication – i.e. Bi2Te3, PbTe

• SiGe alloys could provide an on-chip cooling for electronic • SiGe alloys could provide an on-chip cooling for electronic hot-spots (easy to integrate, low thermal resistance at interfaces), however they suffer from low ZT (~0.1) at RT.

• If we can boost SiGe alloy ZT to 0.5 at RT, we can cool hotspots by 15-30K, much better than current technology (7K cooling).

Page 39: An Introduction to First Principles Thermal Transport...An Introduction to First Principles Thermal Transport Derek Stewart stewart@cnf.cornell.edu Cornell NanoscaleFacility Phonon

Add nanoparticles…

nanoparticle

SiGeSi

Add Ge nanoparticles

Si0.5Ge0.5

Calculation based on interpolation between Born approximation and geometric scattering regime

The reduction is not as great for crystalline Si. Why?

Nanoparticles (scatters low frequency phonons) Substitutional Disorder in alloys (scatters high frequency phonons)

Mingo et al., Nano Lett. 9, 711 (2009).

Broad minima

geomBorn σσσ111 +≅

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Which works better? Si or Ge nanoparticles?

( ) ( )[ ] VVgIT1−+−= 22 ωω

( )[ ]λλωτ λ

2

2Im

2

V

f

np

np

npT

Ω=

VgVVT

++= ....

Scattering Rate

( )2

21

M

MM np

np

−∝

λτ

Born approximation

(M-Mnp)2/M2 MSi = 28.086 MGe = 72.61 MSi0.5Ge0.5 = 50.348

According to the Born approximation, substituting a Si or Ge cluster has the same effecton the scattering rate! If we calculate the full T matrix, does this remain true?

VT ≈Perturbation matrixdue to nanoparticleBorn approximation

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Calculation Details

Use ab-initio force constants from Si and Ge to generate force constants for Si0.5Ge0.5 using the virtual crystal approximation (7 nn).

Calculate full T matrix for phonon scattering from Si or Ge nanoparticles (low concentrations)Ge nanoparticles (low concentrations)

Determine the thermal conductivity using the Boltzmann transport equation.

Page 42: An Introduction to First Principles Thermal Transport...An Introduction to First Principles Thermal Transport Derek Stewart stewart@cnf.cornell.edu Cornell NanoscaleFacility Phonon

SiGe alloys & Si or Ge nanoparticles

Si0.5Ge0.5 thermal conductivitywithout nanoparticles

Theory Exp

300K 10.62 W/m-K

7.5-8 W/m-K

800K 6.07 W/m-K

4.5-5 W/m-K

Let’s first look at the predicted thermalconductivity for the SiGe alloy

A Kundu, N. Mingo, D. A. Broido, D. A. Stewart, Phys. Rev. B, 84, 125426 (2011).

W/m-K W/m-K

Possible reasons for differences:

1. Defects in experimental samples2. VCA may underestimate phonon

scattering in SiGe, J. Garg et al. Phys Rev Lett , 106, 045901 (2011) Enhanced scattering due to changes in elastic constants.

3. Phase separation in experimental samples

Page 43: An Introduction to First Principles Thermal Transport...An Introduction to First Principles Thermal Transport Derek Stewart stewart@cnf.cornell.edu Cornell NanoscaleFacility Phonon

T-Matrix: SiBorn +GeomT-Matrix: Ge

SiGe alloys & Si or Ge nanoparticles

Si0.5Ge0.5 thermal conductivitywithout nanoparticles

Theory Exp

300K 10.62 W/m-K

7.5-8 W/m-K

800K 6.07 W/m-K

4.5-5 W/m-K

T= 300K

SiGe

κ κ κ κ (W

/m-K)

A. Kundu, N. Mingo, D. A. Broido, D. A. Stewart, Phys. Rev. B, 84, 125426 (2011).

W/m-K W/m-K

Possible reasons for differences:

1. Defects in experimental samples2. Use of VCA3. Enhanced scattering due to

changes in elastic constants.

T= 300K

Κ(Si np) 20% greater than Κ(Ge np)

κ κ κ κ (W

/m-K)

Page 44: An Introduction to First Principles Thermal Transport...An Introduction to First Principles Thermal Transport Derek Stewart stewart@cnf.cornell.edu Cornell NanoscaleFacility Phonon

Thermal Conductivity ratio

A. Kundu, N. Mingo, D. A. Broido, D. A. Stewart, Phys. Rev. B, 84, 125426 (2011).

SiGe@Si-np 20%higher thermal conductivitythan SiGe@Ge-np

Conclusion: Ge nanoparticles can give a higher ZT value than Si nanoparticles

Page 45: An Introduction to First Principles Thermal Transport...An Introduction to First Principles Thermal Transport Derek Stewart stewart@cnf.cornell.edu Cornell NanoscaleFacility Phonon

Scattering Rate comparison

Higher scattering rate for Ge at low phonon frequencies

At higher frequencies, wavelengthscomparable to nanoparticle diameter(geometric regime)(geometric regime)

Si scattering rate is higher, butin an alloy this frequency rangedoes not contribute significantlyto thermal transport

3.3 nm diameter nanoparticles

A. Kundu, N. Mingo, D. A. Broido, D. A. Stewart, Phys. Rev. B, 84, 125426 (2011).

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Why is there a difference?

Born approximation is valid when our scatterer is weak, T @ V

We can think of an analogy with electrons scattering from a potential well or a potential barrier of the same magnitude

From scattering theory, the cross-section of a potential well is greater than the cross-section of a potential barrier at low energies or for phonons (frequencies).

Well - Born approx. underestimates Barrier - Born approx. overestimates for potential

Electron scatteringM. Zebarjadi et al.

J. Elec. Mater. 38, 954 (2009)

-V

+V

[Ge]

[Si]

Page 47: An Introduction to First Principles Thermal Transport...An Introduction to First Principles Thermal Transport Derek Stewart stewart@cnf.cornell.edu Cornell NanoscaleFacility Phonon

Green’s Functions for Nanoscale Phonon Transmission

Th Tc

anh

ijk

kjiijk

ij

jiiji

i

ii OVKMH )4()3(

2

1

2

1∑∑∑ +++= ϕϕϕϕϕϕϕ &&

What does it mean to transport energy on the nanoscale?

Ballistic TransportΣΣΣΣL ΣΣΣΣR

HJ

( ) ( ) ( )( )2/

/22

12/1

Tk

Tk

o

BB

B

e

edTk

ω

ω

ωωπω

σh

h

h

−Ξ= ∫

Thermal conductance

ijkiji 22

Phonon Transmission

( ) [ ] 12 −−−−= RL ΣΣHI J

R ωG ω ( ) ( ) ( ) ( ) ( )[ ]ωωωωω A

NR

R

NL GG 11Tr ΓΓ=Ξ

Mingo & Yang, PRB 68 245406 (2003) Si NanowiresYamamoto and Watanabe, PRL 96, 255503 (2006) NTs w/ Brenner potential,

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Some notes about IFC calculations for nanostructures

First obtain relaxed crystal structures

DFT calculations with Siesta,double zeta polarized (DZP) basis set

Calculate IFCs directly in real space

Shift one atom and then calculate the forces onall other atoms in the system and repeat

Large supercell required to get sufficient IFC terms

Calculate phonon dispersion, phonon DOS

Acoustic Sum Rule (ASR): We need to insure that translational and rotational invarianceis satisfied. For NTs, 4 eigenmodes with zero frequency at Γ (3 translational, 1 rotational)

We developed an efficient ASR symmetrization technique based on Lagrangian multipliers.

N. Mingo et al, Phys. Rev. B, 77 033418 (2008)

IFC calc for simple crystal

Page 49: An Introduction to First Principles Thermal Transport...An Introduction to First Principles Thermal Transport Derek Stewart stewart@cnf.cornell.edu Cornell NanoscaleFacility Phonon

Which DFT approach makes sense for nanostructures?

Q-Space Approach (DFPT)

Phonon Dispersions

Currently available in a few plane wave codes

Quantum Espresso, Abinit, and CASTEP

Sergei Savrasov: LMTO version for phonon dispersions

Real space approaches

Better for 3D systems

Real space approaches

Phonon Dispersions

Any code that can determine Hellmann-Feynmann forces

on atoms will do.

DFT Codes that work with real space phonon utilities

(VASP, WIEN2K, SIESTA, etc)

Codes available – Phonon (Keblinski), Vibra (Andrei Postnikov), Phon (Dario Alfe)

Order-N Advantages for 1D

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Phonon transmission through defective (7,0) carbon nanotubes

Nitrogen doped nanotube3.5% TC reduction at RT

Pristine nanotube (no defects)

Nanotube withdefect

Stone-Wales Defect

N. Mingo et al, Phys. Rev. B, 77 033418 (2008).

Pristine 2.26 nW/K

Nitrogen 2.18 nW/K

SW defect 1.85 nW/K

Thermal conductance at RT

18% TC reduction at RT

Page 51: An Introduction to First Principles Thermal Transport...An Introduction to First Principles Thermal Transport Derek Stewart stewart@cnf.cornell.edu Cornell NanoscaleFacility Phonon

How does phonon transmission change as the disordered region increases?

Isotopically disordered region

Isotope Disorder in Nanotubes: Localization?

I. Savic, D. A. Stewart, N. Mingo, Phys. Rev. Lett. 101, 165502 (2008)

Isotopically disordered region (blue atoms)

Page 52: An Introduction to First Principles Thermal Transport...An Introduction to First Principles Thermal Transport Derek Stewart stewart@cnf.cornell.edu Cornell NanoscaleFacility Phonon

How does phonon transmission change as the disordered region increases?

Isotopically disordered region

Isotope Disorder in Nanotubes: Localization?

I. Savic, D. A. Stewart, N. Mingo, Phys. Rev. Lett. 101, 165502 (2008)

Isotopically disordered region (blue atoms)

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Isotope Disorder in Nanotubes: Localization?

How does phonon transmission change as the disordered region increases?

Isotopically disordered region

I. Savic, D. A. Stewart, N. Mingo, Phys. Rev. Lett. 101, 165502 (2008)

Ballistic and Diffusive Region(low – mid frequencies)T(ω) = N/(1+L/λe(ω))

(T/N)-1 = L/λe

(7,0) NT with 10.7% 14C isotopes

Page 54: An Introduction to First Principles Thermal Transport...An Introduction to First Principles Thermal Transport Derek Stewart stewart@cnf.cornell.edu Cornell NanoscaleFacility Phonon

How does phonon transmission change as the disordered region increases?

Isotopically disordered region

Isotope Disorder in Nanotubes: Localization?

I. Savic, D. A. Stewart, N. Mingo, Phys. Rev. Lett. 101, 165502 (2008)

(7,0) NT with 10.7% 14C isotopes

Ballistic and Diffusive Region(low – mid frequencies)T(ω) = N/(1+L/λe(ω))

(T/N)-1 = L/λe

Phonon localization(only high frequencies)

lnT(ω) = -L/ζ(ω)

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(7,0) NT

Isotopically pure nanotubes

Impact on Thermal Conductivity?

Solid lines are exact calculationsDashed lines are approximate calculations that do not include localization effects

Localization due to isotopes has little effect on thermal conductivity. Why?

Phonons are bosons (all modes contribute) compared to

electrons (fermions) where effects at Fermi energy is paramount

(7,0) NT

I. Savic, D. A. Stewart, N. Mingo, Phys. Rev. Lett. 101, 165502 (2008)

Page 56: An Introduction to First Principles Thermal Transport...An Introduction to First Principles Thermal Transport Derek Stewart stewart@cnf.cornell.edu Cornell NanoscaleFacility Phonon

A predictive framework for thermal transport can help address: nanoscale

heat transfer, thermoelectric design, and thermal barrier coatings.

We have developed a new density functional approach to thermal transport in:

Materials: Calculated thermal conductivity is in excellent agreement with experiment for Si, Ge, diamond and SiGe alloys with nanoparticles.

Conclusions

Nanostructures: Model shows phonon localization due isotope scattering is not important for thermal transport.

0 100 200 300 4000

100

200

300

400

500

Therm

al C

ondu

ctiv

ity (

W/m

-K)

T(K)

11B (8,0) BN NT ab-initio

11B (8,0) BN NT ab-initio anharm

natural (8,0) BN NT ab-initio

natural (8,0) BN NT ab-initio anharm

natural

11BSi

Ge

http://sites.google.com/dft4nano

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Thank you for your attention!

To learn more:http://sites.google.com/site/dft4nano

or just google dft4nano