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Lecture 8: Introduction to Density Functional Theory Marie Curie Tutorial Series: Modeling Biomolecules December 6-11, 2004 Mark Tuckerman Dept. of Chemistry and Courant Institute of Mathematical Science 100 Washington Square East New York University, New York, NY 10003

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Page 1: Lecture 8: Introduction to Density Functional · PDF fileLecture 8: Introduction to Density Functional Theory Marie Curie Tutorial Series: Modeling Biomolecules December 6-11, 2004

Lecture 8:Introduction to Density

Functional Theory

Marie Curie Tutorial Series: Modeling BiomoleculesDecember 6-11, 2004

Mark TuckermanDept. of Chemistry

and Courant Institute of Mathematical Science100 Washington Square East

New York University, New York, NY 10003

Page 2: Lecture 8: Introduction to Density Functional · PDF fileLecture 8: Introduction to Density Functional Theory Marie Curie Tutorial Series: Modeling Biomolecules December 6-11, 2004

Background• 1920s: Introduction of the Thomas-Fermi model.• 1964: Hohenberg-Kohn paper proving existence of exact DF.• 1965: Kohn-Sham scheme introduced. • 1970s and early 80s: LDA. DFT becomes useful.• 1985: Incorporation of DFT into molecular dynamics (Car-Parrinello)

(Now one of PRL’s top 10 cited papers).• 1988: Becke and LYP functionals. DFT useful for some chemistry.• 1998: Nobel prize awarded to Walter Kohn in chemistry for

development of DFT.

Page 3: Lecture 8: Introduction to Density Functional · PDF fileLecture 8: Introduction to Density Functional Theory Marie Curie Tutorial Series: Modeling Biomolecules December 6-11, 2004

1 1( , ,..., , )N Ns sΨ r r

Page 4: Lecture 8: Introduction to Density Functional · PDF fileLecture 8: Introduction to Density Functional Theory Marie Curie Tutorial Series: Modeling Biomolecules December 6-11, 2004

e e ee eNH T V V= + +

External Potential:

Page 5: Lecture 8: Introduction to Density Functional · PDF fileLecture 8: Introduction to Density Functional Theory Marie Curie Tutorial Series: Modeling Biomolecules December 6-11, 2004

Total Molecular Hamiltonian:

e N NNH H T V= + +

2

1

,

12

| |

N

N II IN

I JNN

I J I I J

TMZ ZV

=

>

= − ∇

=−

∑ R R

Born-Oppenheimer Approximation:

√ [ ] 1 0 1

0

(x ,..., x ; ) ( ) (x ,..., x ; )

[ ] ( , ) ( , )

e ee ee eN N N

N NN

T V V E

T V E t i tt

χ χ

+ + Ψ = Ψ

∂+ + =

R R R

R R

x ,i i is= r

Page 6: Lecture 8: Introduction to Density Functional · PDF fileLecture 8: Introduction to Density Functional Theory Marie Curie Tutorial Series: Modeling Biomolecules December 6-11, 2004

Hohenberg-Kohn Theorem

• Two systems with the same number Ne of electrons have the sameTe + Vee. Hence, they are distinguished only by Ven.

• Knowledge of |Ψ0> determines Ven.

• Let V be the set of external potentials such solution of

yields a non=degenerate ground state |Ψ0>.

Collect all such ground state wavefunctions into a set Ψ. Each element of this set is associated with a Hamiltonian determined by the external potential.

There exists a 1:1 mapping C such that

C : V Ψ

[ ] 0e e ee eNH T V V EΨ = + + Ψ = Ψ

Page 7: Lecture 8: Introduction to Density Functional · PDF fileLecture 8: Introduction to Density Functional Theory Marie Curie Tutorial Series: Modeling Biomolecules December 6-11, 2004

0 0′Ψ = Ψ

( ) 0 0 0 (2)e ee eNT V V E′ ′ ′ ′+ + Ψ = Ψ

Page 8: Lecture 8: Introduction to Density Functional · PDF fileLecture 8: Introduction to Density Functional Theory Marie Curie Tutorial Series: Modeling Biomolecules December 6-11, 2004

( ) 0 0 0e ee eNT V V E′ ′ ′+ + Ψ = Ψ

Page 9: Lecture 8: Introduction to Density Functional · PDF fileLecture 8: Introduction to Density Functional Theory Marie Curie Tutorial Series: Modeling Biomolecules December 6-11, 2004

Hohenberg-Kohn Theorem (part II)

Given an antisymmetric ground state wavefunction from the set Ψ, the ground-state density is given by

1

2

2 1 2 2( ) ( , , , ,..., , )e e e

Ne

e N N Ns s

n N d d s s s= Ψ∑ ∑∫r r r r r r

Knowledge of n(r) is sufficient to determine |Ψ>

Let N be the set of ground state densities obtained from Ne-electron groundstate wavefunctions in Ψ. Then, there exists a 1:1 mapping

D-1 : N ΨD : Ψ N

The formula for n(r) shows that D exists, however, showing that D-1 existsIs less trivial.

Page 10: Lecture 8: Introduction to Density Functional · PDF fileLecture 8: Introduction to Density Functional Theory Marie Curie Tutorial Series: Modeling Biomolecules December 6-11, 2004

Proof that D-1 exists

0 0 0 0 0e e ee eNE H T V V′ ′ ′ ′ ′ ′ ′= Ψ Ψ = Ψ + + Ψ

Page 11: Lecture 8: Introduction to Density Functional · PDF fileLecture 8: Introduction to Density Functional Theory Marie Curie Tutorial Series: Modeling Biomolecules December 6-11, 2004
Page 12: Lecture 8: Introduction to Density Functional · PDF fileLecture 8: Introduction to Density Functional Theory Marie Curie Tutorial Series: Modeling Biomolecules December 6-11, 2004

[ ]0 0 0 ( ) ( ) ( ) (2)ext extE E d n V V′ ′< − −∫ r r r r

Page 13: Lecture 8: Introduction to Density Functional · PDF fileLecture 8: Introduction to Density Functional Theory Marie Curie Tutorial Series: Modeling Biomolecules December 6-11, 2004

(CD)-1 : N V

0 0 0 0 0ˆ[ ] [ ] [ ]n O n O nΨ Ψ =

The theorems are generalizable to degenerate ground states!

Page 14: Lecture 8: Introduction to Density Functional · PDF fileLecture 8: Introduction to Density Functional Theory Marie Curie Tutorial Series: Modeling Biomolecules December 6-11, 2004

The energy functional

The energy expectation value is of particular importance

0 0 0 0 0[ ] [ ] [ ]en H n E nΨ Ψ =

From the variational principle, for |Ψ> in Ψ:

0 0e eH HΨ Ψ ≥ Ψ Ψ

Thus,

0[ ] [ ] [ ] [ ]en H n E n E nΨ Ψ = ≥

Therefore, E[n0] can be determined by a minimization procedure:

0 ( )[ ] min [ ]

nE n E n

∈=

r N

Page 15: Lecture 8: Introduction to Density Functional · PDF fileLecture 8: Introduction to Density Functional Theory Marie Curie Tutorial Series: Modeling Biomolecules December 6-11, 2004
Page 16: Lecture 8: Introduction to Density Functional · PDF fileLecture 8: Introduction to Density Functional Theory Marie Curie Tutorial Series: Modeling Biomolecules December 6-11, 2004
Page 17: Lecture 8: Introduction to Density Functional · PDF fileLecture 8: Introduction to Density Functional Theory Marie Curie Tutorial Series: Modeling Biomolecules December 6-11, 2004
Page 18: Lecture 8: Introduction to Density Functional · PDF fileLecture 8: Introduction to Density Functional Theory Marie Curie Tutorial Series: Modeling Biomolecules December 6-11, 2004

0 0

0 0

0 0

0 0

0 0 0

0 0

( ) ( ) ( )

n e ee eN n e ee eN

n e ee n ext e ee

n e ee n e ee

T V V T V V

T V d n V T V d n

T V T V

Ψ + + Ψ ≥ Ψ + + Ψ

Ψ + Ψ + ≥ Ψ + Ψ +

Ψ + Ψ ≥ Ψ + Ψ

∫ ∫r r r r 0 ( )extVr r

Page 19: Lecture 8: Introduction to Density Functional · PDF fileLecture 8: Introduction to Density Functional Theory Marie Curie Tutorial Series: Modeling Biomolecules December 6-11, 2004

( ) min [ ] ( ) ( )extn

F n d n V = + ∫rr r r

Page 20: Lecture 8: Introduction to Density Functional · PDF fileLecture 8: Introduction to Density Functional Theory Marie Curie Tutorial Series: Modeling Biomolecules December 6-11, 2004
Page 21: Lecture 8: Introduction to Density Functional · PDF fileLecture 8: Introduction to Density Functional Theory Marie Curie Tutorial Series: Modeling Biomolecules December 6-11, 2004

*2 1 2 2 1 2 2

{ }( , , , ,..., , ) ( , , , ,

e e ee N N Ns

N d d s s s s s= Ψ Ψ∑∫ r r r r r r r( , ) ..., , )e eN Nsρ ′ ′r r r

Page 22: Lecture 8: Introduction to Density Functional · PDF fileLecture 8: Introduction to Density Functional Theory Marie Curie Tutorial Series: Modeling Biomolecules December 6-11, 2004

The Kohn-Sham FormulationCentral assertion of KS formulation: Consider a system of NeNon-interacting electrons subject to an “external” potential VKS. ItIs possible to choose this potential such that the ground state density Of the non-interacting system is the same as that of an interacting System subject to a particular external potential Vext.

A non-interacting system is separable and, therefore, described by a setof single-particle orbitals ψi(r,s), i=1,…,Ne, such that the wave function isgiven by a Slater determinant:

1 1 11(x ,..., x ) det[ (x ) (x )]

!e e eN N NeN

ψ ψΨ =

The density is given by2

1( ) (x)

eN

i i j iji s

n ψ ψ ψ δ=

= =∑∑r

The kinetic energy is given by

* 2

1

1 (x) (x)2

eN

s i ii s

T d ψ ψ=

= − ∇∑∑∫ r

Page 23: Lecture 8: Introduction to Density Functional · PDF fileLecture 8: Introduction to Density Functional Theory Marie Curie Tutorial Series: Modeling Biomolecules December 6-11, 2004
Page 24: Lecture 8: Introduction to Density Functional · PDF fileLecture 8: Introduction to Density Functional Theory Marie Curie Tutorial Series: Modeling Biomolecules December 6-11, 2004

KS( )( )

( )xc

extEnV V dnδδ

′′= + +

′−∫rr r

r r r

Page 25: Lecture 8: Introduction to Density Functional · PDF fileLecture 8: Introduction to Density Functional Theory Marie Curie Tutorial Series: Modeling Biomolecules December 6-11, 2004

/ 22

1

1 ( ) ( )2

eN

s i ii

T ψ ψ=

= − ∇∑ r r

Page 26: Lecture 8: Introduction to Density Functional · PDF fileLecture 8: Introduction to Density Functional Theory Marie Curie Tutorial Series: Modeling Biomolecules December 6-11, 2004

Some simple results from DFT

Ebarrier(DFT) = 3.6 kcal/mol

Ebarrier(MP4) = 4.1 kcal/mol

Page 27: Lecture 8: Introduction to Density Functional · PDF fileLecture 8: Introduction to Density Functional Theory Marie Curie Tutorial Series: Modeling Biomolecules December 6-11, 2004

Geometry of the protonated methanol dimer

2.39Å

MP2 6-311G (2d,2p) 2.38 Å

Page 28: Lecture 8: Introduction to Density Functional · PDF fileLecture 8: Introduction to Density Functional Theory Marie Curie Tutorial Series: Modeling Biomolecules December 6-11, 2004

Results methanol

Dimer dissociation curve of a neutral dimer

Expt.: -3.2 kcal/mol

Page 29: Lecture 8: Introduction to Density Functional · PDF fileLecture 8: Introduction to Density Functional Theory Marie Curie Tutorial Series: Modeling Biomolecules December 6-11, 2004

Lecture Summary• Density functional theory is an exact reformulation of many-body

quantum mechanics in terms of the probability density rather thanthe wave function

• The ground-state energy can be obtained by minimization of theenergy functional E[n]. All we know about the functional is thatit exists, however, its form is unknown.

• Kohn-Sham reformulation in terms of single-particle orbitals helpsin the development of approximations and is the form used in current density functional calculations today.