Introduction to density functional theory - YAMBO · PDF fileIntroduction to DFT - Myrta...

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Introduction to DFT - Myrta Grüning Introduction to density functional theory What is density functional theory How does it work in practice How does DFT fit in this workshop

Transcript of Introduction to density functional theory - YAMBO · PDF fileIntroduction to DFT - Myrta...

Page 1: Introduction to density functional theory - YAMBO · PDF fileIntroduction to DFT - Myrta Grüning Introduction to density functional theory What is density functional theory How does

Introduction to DFT - Myrta Grüning

Introduction to density functional theory

What is density functional theory

How does it work in practice

How does DFT fit in this workshop

Page 2: Introduction to density functional theory - YAMBO · PDF fileIntroduction to DFT - Myrta Grüning Introduction to density functional theory What is density functional theory How does

Introduction to DFT - Myrta Grüning

Challenge of electronic structure problem

Goal: determine material properties directly from fundamental equations

Challenge: develop efficient andaccurate methods to achieve that goal

# electronsCO

ST

Exponential

wall

any observable:

From

degrees of freedom: Note: only electronic degrees of freedom; Born-Oppeheimer approximation

Page 3: Introduction to density functional theory - YAMBO · PDF fileIntroduction to DFT - Myrta Grüning Introduction to density functional theory What is density functional theory How does

Introduction to DFT - Myrta Grüning

Use simpler quantities than wavefunction

reduce # degree of freedom by averaging out information I do not need

e.g. density matrices

: all info's about the system: do I really need that?!?

Page 4: Introduction to density functional theory - YAMBO · PDF fileIntroduction to DFT - Myrta Grüning Introduction to density functional theory What is density functional theory How does

Introduction to DFT - Myrta Grüning

Examples of density matrices

diagonal two-particle density matrix

electron density

one-particle density matrix

Page 5: Introduction to density functional theory - YAMBO · PDF fileIntroduction to DFT - Myrta Grüning Introduction to density functional theory What is density functional theory How does

Introduction to DFT - Myrta Grüning

Examples of density matrices

diagonal two-particle density matrix

one-particle density matrix

electron density

NOTE:

Page 6: Introduction to density functional theory - YAMBO · PDF fileIntroduction to DFT - Myrta Grüning Introduction to density functional theory What is density functional theory How does

Introduction to DFT - Myrta Grüning

The simplest of them all: density

electron density: just 3 degrees of freedom!

Which information is contained in the density

Can we use the density to calculate materials properties

Page 7: Introduction to density functional theory - YAMBO · PDF fileIntroduction to DFT - Myrta Grüning Introduction to density functional theory What is density functional theory How does

Introduction to DFT - Myrta Grüning

Which information does the density contain?

cusps: nuclear positions & charges

Space integration: total number of electrons

Number of electrons, nuclear position/charges uniquely define the Hamiltonian(*)

Once the Hamiltonian is known, we can in principle SOLVE IT!

Page 8: Introduction to density functional theory - YAMBO · PDF fileIntroduction to DFT - Myrta Grüning Introduction to density functional theory What is density functional theory How does

Introduction to DFT - Myrta Grüning

Which information does the density contain?

Formal proof: H-K theorem (reductio ad absurdum)

one-to-one correspondence:

ground state unique, universal functional of the density:

any ground state observable is a density functional:

Hohenberg-Kohn (1964)

Page 9: Introduction to density functional theory - YAMBO · PDF fileIntroduction to DFT - Myrta Grüning Introduction to density functional theory What is density functional theory How does

Introduction to DFT - Myrta Grüning

Can we use the density for calculations?

one-to-one correspondence + Ritz variational principle:

Ground state energy is a density functional:

With this minimum principle we can develop a computational method to calculate GS properties of a system

Page 10: Introduction to density functional theory - YAMBO · PDF fileIntroduction to DFT - Myrta Grüning Introduction to density functional theory What is density functional theory How does

Introduction to DFT - Myrta Grüning

What is density-functional theory?

based on the Hohenberg-Kohn theorem

Electronic structure approach whose key quantity is the density

to calculate GS properties of a system

(ensures that many-particle system in its GS is fully characterized by its GS density)

minimizes

Page 11: Introduction to density functional theory - YAMBO · PDF fileIntroduction to DFT - Myrta Grüning Introduction to density functional theory What is density functional theory How does

Introduction to DFT - Myrta Grüning

Rewrite the total energy as functional of n...

Challenge:Fit many-particle intricacies in such simple object as the density

We need:

We have:

Page 12: Introduction to density functional theory - YAMBO · PDF fileIntroduction to DFT - Myrta Grüning Introduction to density functional theory What is density functional theory How does

Introduction to DFT - Myrta Grüning

Critical approximation is the kinetic energy Thomas-Fermi (1927)

i.e.: separate always lower energy than

Problems: at best qualitative, no chemical bonding -Achievements: qualitative trends for atoms +

Page 13: Introduction to density functional theory - YAMBO · PDF fileIntroduction to DFT - Myrta Grüning Introduction to density functional theory What is density functional theory How does

Introduction to DFT - Myrta Grüning

Get large part of T via non-interacting systemKohn-Sham (1965)

Physical system (N-body problem)

Kohn-Sham system (N X 1-body problems)

Page 14: Introduction to density functional theory - YAMBO · PDF fileIntroduction to DFT - Myrta Grüning Introduction to density functional theory What is density functional theory How does

Introduction to DFT - Myrta Grüning

Kohn-Sham equationsKohn-Sham (1965)

Defining the exchange-correlation energy functional

+ applying Hohenberg-Kohn II ( minimize E) for both systems:

{

Page 15: Introduction to density functional theory - YAMBO · PDF fileIntroduction to DFT - Myrta Grüning Introduction to density functional theory What is density functional theory How does

Introduction to DFT - Myrta Grüning

How do we approximate the xc functional

Page 16: Introduction to density functional theory - YAMBO · PDF fileIntroduction to DFT - Myrta Grüning Introduction to density functional theory What is density functional theory How does

Introduction to DFT - Myrta Grüning

How to solve the KS equations in practice

{Nonlinear, integro-differential equations

1. solution through self-consistency2. basis set expansion to get an algebraic problem

{ }

Page 17: Introduction to density functional theory - YAMBO · PDF fileIntroduction to DFT - Myrta Grüning Introduction to density functional theory What is density functional theory How does

Introduction to DFT - Myrta Grüning

Solution through self-consistency

GUESSDENSITY

CALCULATEKS POTENTIAL

SOLVE KSEQUATIONS

CALCULATEENERGY/NEW DENSITY

CHECKCRITERIA

Page 18: Introduction to density functional theory - YAMBO · PDF fileIntroduction to DFT - Myrta Grüning Introduction to density functional theory What is density functional theory How does

Introduction to DFT - Myrta Grüning

Basis set expansion to get algebraic problem

Expansion in a convenient basis set

Hamiltonian (overlap) matrix elements

Solve (generalized) eigenproblem

Possible choices:Localized basis sets

e.g.: Gaussians, Slater

Delocalized basis setsPlane-waves

Page 19: Introduction to density functional theory - YAMBO · PDF fileIntroduction to DFT - Myrta Grüning Introduction to density functional theory What is density functional theory How does

Introduction to DFT - Myrta Grüning

Periodic crystals are described in terms of:

Crystal Unit cellPrimitive Lattice vectors

Basis

Reciprocal lattice vectors:

Direct, real space

1st Brillouin zone:

Fourier trasformReciprocal, momentum, k-space

Translations

Primitive reciprocalLattice vectors

translation respresented by

with

with

Wigner-Seitz primitive cell in k-space

Page 20: Introduction to density functional theory - YAMBO · PDF fileIntroduction to DFT - Myrta Grüning Introduction to density functional theory What is density functional theory How does

Introduction to DFT - Myrta Grüning

Eigenvalue/functions of electrons in a crystal

Eigenfunctions have symmetry of the systemBloch functions

Band structure

with

with k varying over the whole Brillouin zone(# k in 1BZ = # unit cells)

k

E(k)

Page 21: Introduction to density functional theory - YAMBO · PDF fileIntroduction to DFT - Myrta Grüning Introduction to density functional theory What is density functional theory How does

Introduction to DFT - Myrta Grüning

Planewave basis set

pseudopotential!

Expand:with

Diagonalize:

Matrix elements:

Page 22: Introduction to density functional theory - YAMBO · PDF fileIntroduction to DFT - Myrta Grüning Introduction to density functional theory What is density functional theory How does

Introduction to DFT - Myrta Grüning

You need to "converge" wrt these parameters

a. energy cutoff used to define the size of the planewave basis set

I need to evaluate integrals of the type(e.g. for the charge density)

numerically on a discrete (uniform) grid as:

b. number & density of k points used to sample k-space

You need to "converge" wrt these parameters

with

Page 23: Introduction to density functional theory - YAMBO · PDF fileIntroduction to DFT - Myrta Grüning Introduction to density functional theory What is density functional theory How does

Introduction to DFT - Myrta Grüning

DFT with PWs in practice:

System:

Hamiltonian: (physical approx.)

Numerical approx:

Physical quantities

1-particle quantities

GUESSDENSITY

CALCULATEKS POTENTIAL

SOLVE KSEQUATIONS

CALCULATEENERGY/NEW DENSITY

CHECKCRITERIA

Solve KS equations

IN: OUT:

RUN:

xc-approximation(relativistic effects)

unit celllattice vectorsbasis

energy cut-offk-points gridpseudopotentialsSCF procedure/threshold

density and related quantitiestotal energy and componentsany GS observable (in principle)

Kohn-Sham 1-p wavefunctionsKohn-Sham 1-p energies

Energ

y (

eV

)

L LZ A D A

Page 24: Introduction to density functional theory - YAMBO · PDF fileIntroduction to DFT - Myrta Grüning Introduction to density functional theory What is density functional theory How does

Introduction to DFT - Myrta Grüning

Connection KS and physical quantities?

Energ

y (

eV

)

L LZ A D A

10

0

5

10

15

0 5 15

LD

A B

an

d G

ap

(eV

)

Experimental Band Gap (eV)

Bandgap problem:

"looks like"experimental

results

but bandgapsystematically

too small

Is it just a xc problem?

NO:

v

c

ε

ε−A

−IKS bandgap Energy gap

Δ

Page 25: Introduction to density functional theory - YAMBO · PDF fileIntroduction to DFT - Myrta Grüning Introduction to density functional theory What is density functional theory How does

Introduction to DFT - Myrta Grüning

Starting point for excitations in MB system

n-particle propagator =

n-particle propagator in the independent particle system

+Term that brings in

correlation

Page 26: Introduction to density functional theory - YAMBO · PDF fileIntroduction to DFT - Myrta Grüning Introduction to density functional theory What is density functional theory How does

Introduction to DFT - Myrta Grüning

Choices for 1-particle wavefunction/energy

1-p model:independent

particlesHartree

independentfermions

independentparticles in

effective potential

Hartree-Fock

Kohn-Sham

partially interactingparticles in

effective potential

generalizedKohn-Sham

cost:approach:

N3

N3

N4

N4

Page 27: Introduction to density functional theory - YAMBO · PDF fileIntroduction to DFT - Myrta Grüning Introduction to density functional theory What is density functional theory How does

Introduction to DFT - Myrta Grüning

References&material&further reading

A Chemist’s Guide to Density Functional Theory. Second EditionWolfram Koch, Max C. Holthausen (2001) Wiley-VCH Verlag GmbH

A Primer in Density Functional TheoryEds. C. Fiolhais F. Nogueira M. Marques (2003) Springer-Verlag Berlin Heidelberg

Density Functional Theory - An Advanced CourseEberhard Engel · Reiner M. Dreizler (2001) Springer-Verlag Berlin Heidelberg

Kohn-Sham potentials in density functional theoryPh.D thesis - Robert van Leeuwen

Electronic Structure of Matter – Wave Functions and Density FunctionalsW. Kohn - Nobel Lecture, January 28, 1999