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Density Functional Theory Density Functional Theory and the and the Local Density Approximation Local Density Approximation Barbara Montanari Computational Materials Science Group Computational Science and Engineering Department http:// www.cse.clrc.ac.uk/cmg Outline Born-Oppenheimer approximation • Hohenberg-Kohn theorems • Kohn-Sham implementation • The E xc functional • The local density approximation (LDA) • Limits of current implementations of DFT

Density Functional Theory and the Local Density Approximation · Density Functional Theory: The History Thomas-Fermi-Dirac Model (1929): First model where the energy is expressed

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Page 1: Density Functional Theory and the Local Density Approximation · Density Functional Theory: The History Thomas-Fermi-Dirac Model (1929): First model where the energy is expressed

Density Functional TheoryDensity Functional Theory

and theand the

Local Density ApproximationLocal Density Approximation

Barbara Montanari

Computational Materials Science Group

Computational Science and Engineering Department

http://www.cse.clrc.ac.uk/cmg

Outline

• Born-Oppenheimer approximation

• Hohenberg-Kohn theorems

• Kohn-Sham implementation

• The Exc functional

• The local density approximation (LDA)

• Limits of current implementations of DFT

Page 2: Density Functional Theory and the Local Density Approximation · Density Functional Theory: The History Thomas-Fermi-Dirac Model (1929): First model where the energy is expressed

The First Principles Approach

nucleuselectron

it is free of adjustable parameters it treats the electrons explicitly cost of the calculation limits system size and simulation time

eeeNNNeNeNVVVTTH !!! ++++= ˆˆˆˆˆˆ

,where

{ }{ }( ) { } { }( )iJeNeNiJeNeN

EH rRrR , , ˆ , , , ,

!=!

Born-Oppenheimer approximation decouples the electronic problemfrom the ionic problem. The electronic problem is:

Born-Oppenheimer Approximation

{ }( ) { }( )ii

EH rr ˆ !=!

Electron mass much smaller than nuclear mass: Timescale associated with nuclear motion much slower than that

associated with electronic motion Electrons follow instantaneously the motion of the nuclei,

remaining always in the same stationary state of the Hamiltonian

{ }{ }( ) { }( ) { }( )iJNiJeNrRrR ,

,!"=#

{ }{ }( ) { } { }( )iJeNeNiJeNeN

EH rRrR , , ˆ , , , ,

!=!

depends only parametrically on {RJ}

Page 3: Density Functional Theory and the Local Density Approximation · Density Functional Theory: The History Thomas-Fermi-Dirac Model (1929): First model where the energy is expressed

Time-independent, non-relativistic Schroedinger equation in theBorn-Oppenheimer approximation [in atomic units: ]:

The Electronic Problem

eNeeeVVTH !! ++= ˆˆˆˆ

!<

""

=N

ji ji

eeV||

1ˆrr

!"#=N

i

ieT

2

2

!"

"="

atN

eN

ZV

# #

#

||ˆ

Rr

where

1=== heme

Density functional theory (DFT) offers a solution …

{ }( ) { }( )ii

EH rr ˆ !=!

The external potential and the number of electrons, N,completely determine the Hamiltonian

External potential

Theorem 1.

The external potential is uniquely determined by the electroniccharge density - n(r) - so the total energy is a unique functionalof the density - E[n] !

Theorem 2.

The density which minimises the energy is the ground statedensity and the minimum energy is the ground state energy:

Density Functional Theory:the Theorems

[ ]0EnEMin

n

=

Hohenberg & Kohn, PRB 136, 864 (1964)

there is a universal functional E[n] which could be minimised

to obtain the exact ground state density and energy.

Page 4: Density Functional Theory and the Local Density Approximation · Density Functional Theory: The History Thomas-Fermi-Dirac Model (1929): First model where the energy is expressed

What is the Functional?

].[][][][ nVnVnTnEexteee

++= !

Vext[n] is trivial:

T and Ve-e need to be approximated !

rr dnVnV extext)( ][ !

"

=

where Te[n] is the kinetic energy and Ve-e is the electron-electroninteraction.

!"

"=atN

ext

ZV

# #

#

||ˆ

Rr

where

E[n] – The Kohn Sham Approach

Write the density in terms of a set of N non-interacting orbitals:

The non interacting kinetic energy and the classical Coulombinteraction

! "#=N

i

iisnT $$ 2

2

1][

21

21

21 )()(

2

1][ rr

rr

rrdd

nnnV

H ! "=

This allows us to recast the energy functional as:

][][][][][ nEnVnVnTnExcHexts

+++=

])[][(])[][(][ nVnVnTnTnEHeesxc

!+!= !

where we have introduced the exchange-correlation functional:

!=N

i

in

2)()( rr "

Page 5: Density Functional Theory and the Local Density Approximation · Density Functional Theory: The History Thomas-Fermi-Dirac Model (1929): First model where the energy is expressed

The Kohn-Sham Equations

Vary the energy with respect to the orbitals and ….

No approximations, So…

If we knew Exc[n] we could solve for the exact ground stateenergy and density !

)(

][)(

rr

n

nEV

xc

xc

!

!=

)()()(''

)'()(

2

1 2rrrr

rr

rr

iiixcextVd

nV !"! =

##$

%

&&'

(+

)++*) +

where:

Kohn & Sham, PRA 140, 1133 (1965)

KS equations are solved via an iterative procedure until self-consistency is reached

The Non-interacting System

There exists an effective mean field potential which, whenapplied to a system of non-interacting fermions, will generatethe exact ground state energy and charge density !!!

,...),(

||

1

21 rr

rr

!

" ji)(

)(

r

r

i

xcV

!

E[n], n(r)

Page 6: Density Functional Theory and the Local Density Approximation · Density Functional Theory: The History Thomas-Fermi-Dirac Model (1929): First model where the energy is expressed

Density Functional Theory:The History

Thomas-Fermi-Dirac Model (1929):First model where the energy is expressed in terms of the electron density

Kohn-Hohenberg-Sham (1964):Exact univoque relationship between groundstate energy and electron density

E. Fermi, Nobel laureate 1938

W. Kohn, Nobel laureate 1998

Exc[n] - Properties

– Does not depend on Vext(the specific system): it is a‘universal’ functional.

– The exact dependence on n(r) is unknown

Exc must be approximated in applications

])[][(])[][(][ nVnVnTnTnEHeesxc

!+!= !

Page 7: Density Functional Theory and the Local Density Approximation · Density Functional Theory: The History Thomas-Fermi-Dirac Model (1929): First model where the energy is expressed

n

!xc

For the homogeneous electron gas the exact dependence of !xc(n)

can be computed by Quantum Monte Carlo.

Local Density Approximation (LDA)

The idea: build Exc from the knowledge of the exchange-correlationenergy per particle, !xc, of the homogeneous electron gas

Kohn & Sham, PRA 140, 1133 (1965)

Ceperley & Alder, PRL 45, 566 (1980)

LDA to Exc: How it is built

nn

( )!= rrr dnnExc

LDA

xc)( )("

Picture courtesy of Andreas Savin Kohn & Sham, PRA 140, 1133 (1965)

Page 8: Density Functional Theory and the Local Density Approximation · Density Functional Theory: The History Thomas-Fermi-Dirac Model (1929): First model where the energy is expressed

LDA: Performance

Covalent bonds Metallic bonds Ionic bonds

Hydrogen bonds: LDA not adequate

Van der Waals bonds: DFT not adequate – but this is not just a LDA problem…

generally well described(tends to overbind slightly)

Kohn & Sham, PRA 140, 1133 (1965): “We do not expect anaccurate description of chemical bonding”

In reality:

Why does LDA work in most cases ?

The Exchange-Correlation Hole

The exchange correlation hole, Pxc(r1,r2), is the probability offinding an electron at r2 given that there is an electron at r1.

It is the hole the electron at r1 digs for itself in the surroundingelectronic density.

There are a number of properties which will be satisfied by theexact exchange correlation hole. For instance it should normaliseto exactly one electron:

1),( 221 !=" rrr dPxc

LDA satisfies this rule.

Page 9: Density Functional Theory and the Local Density Approximation · Density Functional Theory: The History Thomas-Fermi-Dirac Model (1929): First model where the energy is expressed

Pxc is very poorly estimated the LDA

Jones & Gunnarsson, Rev. Mod. Phys. 61, 689 (1979)

How can Ve-e be reasonable if Pxc is wrong ?

Ve-e depends

only on thespherical

average of Pxc

Jones et. al. 1979

LDA works inpart because it

generates areasonable

estimate of thesphericalaverage

Spherical average of Pxc

Page 10: Density Functional Theory and the Local Density Approximation · Density Functional Theory: The History Thomas-Fermi-Dirac Model (1929): First model where the energy is expressed

The LDA energy densities

The difference between the exact (V-QMC) and LDA energydensity in bulk silicon (au)

Exchange Correlation

Hood et al PRB 57 8972 (1998)

So Why does the LDA work ?

• Exact properties of the xc-hole maintained

• The electron-electron interaction depends only on thespherical average of the xc-hole – this is reasonably wellreproduced

• The errors in the exchange and correlation energy densitiestend to cancel

Page 11: Density Functional Theory and the Local Density Approximation · Density Functional Theory: The History Thomas-Fermi-Dirac Model (1929): First model where the energy is expressed

Some things that do not workin this approach

• Van der Waals interactions: due to mutual dynamicalcharge polarisation of the atoms not properlyincluded in any existing approximations to Exc

• Excited states: DFT is a ground state theory (ways forward:time-dependent DFT, GW, …)

• Non Born-Oppenheimer processes (i.e, non-radiativetransitions between electronic states)

• Self-interaction problem: each electron lives in the fieldcreated by all electrons including itself ( ways forward: SIC,hybrid DFT)

Self Interaction in H2+

Courtesy of Ling Ge

• Self interaction problem particularly severe in the presence of d and f electrons

• Self interaction leads to wrong dissociation limit:

Page 12: Density Functional Theory and the Local Density Approximation · Density Functional Theory: The History Thomas-Fermi-Dirac Model (1929): First model where the energy is expressed

Van der Waals Forces

B. Montanari et al. J. Chem. Phys. 108, 6947 (1998)

Crystalline polyethylene

Top view

LDA

GGA-BP

GGA-PBE

Summary

• Born-Oppenheimer approximation

• Hohenberg-Kohn theorems

• Kohn-Sham implementation

• The Exc functional

• The local density approximation (LDA): how it is built, why it

works in many cases

• Limits of current implementations of DFT (self interaction,

van der Waals forces, …)

Next

The magical world of electrons in crystals

Page 13: Density Functional Theory and the Local Density Approximation · Density Functional Theory: The History Thomas-Fermi-Dirac Model (1929): First model where the energy is expressed

Useful References

• Hohenberg & Kohn, PRB 136, 864 (1964)

• Kohn & Sham, PRA 140, 1133 (1965)

• R. O. Jones and O. Gunnarsson, Rev. Mod. Phys. 61, 689 (1989)

• M. C. Payne et al., Rev. Mod. Phys 64, 1045 (1992)

• R. M. Martin, “Electronic Structure: basic theory and practicalmethods”, Cambridge University Press (2004)

• J. Kohanoff, “Electronic Structure Calculations for Solids andMolecules: Theory and Computational Methods”, CambridgeUniversity Press (2006)