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Nicolas Onofrio - Atomistic View of Materials: Modeling & Simulation Hartree, Hartree-Fock and post-HF methods Nicolas Onofrio School of Materials Engineering DLR 428 Purdue University [email protected] 1 MSE697 fall 2015

Hartree, Hartree-Fock and post-HF methods

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Page 1: Hartree, Hartree-Fock and post-HF methods

Nicolas Onofrio - Atomistic View of Materials: Modeling & Simulation

Hartree, Hartree-Fock and post-HF methods

Nicolas Onofrio School of Materials Engineering DLR 428 Purdue University [email protected]

1

MSE697 fall 2015

Page 2: Hartree, Hartree-Fock and post-HF methods

Nicolas Onofrio - Atomistic View of Materials: Modeling & Simulation

• Let’s consider a multi electron WF

• We want to solve the Schrödinger equation

The curse of dimensionality

2

(x1, x2, x3, . . . xN )

H = E

E = h | H | i

E =

Z ⇤(x1, x2, x3, . . . xN )H ⇤(x1, x2, x3, . . . xN )d3Nx

Hydrogen: 1e: 1003 = 106 op Silicon: 14e: 1003x14 = 1084 op SC: ~PFLOPS = 1015 op/sH: 106/1015 ~ 1nsSi: 1084/1015 ~1069 s ~ 1062 years!!! Marcoscale ~ 1023 electrons...

100

100

100

Page 3: Hartree, Hartree-Fock and post-HF methods

Nicolas Onofrio - Atomistic View of Materials: Modeling & Simulation

Helium: Hartree approximation

• Let’s define the WF as a product of orbitals

• We want to solve the Schrödinger equation

3

+2e

-e

-e

r1

r2

R

(r1, r2) = '1(r1)'2(r2)

H = � ~22m

r21 �

~22m

r22 �

2e2

|R� r1| �2e2

|R� r2| +e2

|r1 � r2|

H = E

Page 4: Hartree, Hartree-Fock and post-HF methods

Nicolas Onofrio - Atomistic View of Materials: Modeling & Simulation

• We replace the WF by the Hartree product in the Schrödinger equation

• We multiply and integrate

4

Helium: Hartree approximation

� ~22m

r21 �

~22m

r22 �

2e2

|R� r1|� 2e2

|R� r2|+

e2

|r1 � r2|

�'1(r1)'2(r2) = E'1(r1)'2(r2)

⇥Z

'⇤2(r2)dr2

2

6664� ~22m

r21 �

~22m

Z'2(r2)

⇤r22'2(r2)dr2

| {z }C1

� 2e2

|R� r1|� 2e2

Z'2(r2)⇤'2(r2)

|R� r2|dr2

| {z }C2

+e2Z

'2(r2)⇤'2(r2)

|r1 � r2|dr2

3

7775'1(r1) = E'1(r1)

= E'1(r1)C1 and C2 are constants and do not act on '1(r1)

E0 = E � C1 � C2� ~22m

r21 �

2e2

|R� r1|+ e2

Z'2(r2)⇤'2(r2)

|r1 � r2|dr2

�'1(r1) = E0'1(r1)

Page 5: Hartree, Hartree-Fock and post-HF methods

Nicolas Onofrio - Atomistic View of Materials: Modeling & Simulation

• Remark (1)

• The starting point was:

• We end-up with equations of the form:

5

Helium: Hartree approximation

H(r1, r2) (r1, r2) = E�(r1, r2)dimension: n3D (+spin..) = 2x3 = 6 (8 with spin)

f1(r1)'1(r1) = E0'1(r1)

f2(r2)'2(r2) = E00'2(r2)

dimension: n3D (+spin..) = 1x3 = 3 (4 with spin)

single-electron equations!but no free lunch…

{

Page 6: Hartree, Hartree-Fock and post-HF methods

Nicolas Onofrio - Atomistic View of Materials: Modeling & Simulation

• Remark (2)

• The operator depends on the function we are looking for the solutions…

6

Helium: Hartree approximation

SCF: self-consistent fieldf1(r1,'2)

iterative procedure

See for example in ORCA:

Page 7: Hartree, Hartree-Fock and post-HF methods

Nicolas Onofrio - Atomistic View of Materials: Modeling & Simulation

• Remark (3)

• Electron-electron interaction

7

Helium: Hartree approximation

Mean-field approximation!

+2e

-e

-e

r1

r2

R

e2Z

'2(r2) ⇤ '2(r2)

|r1 � r2|dr2 ⇥ '1(r1)

⇢2 ⇠ |'2|2

average density of electron 2 interacting

with electron 1

Page 8: Hartree, Hartree-Fock and post-HF methods

Nicolas Onofrio - Atomistic View of Materials: Modeling & Simulation 8

Helium: Hartree approximation• Remark (4)

• Probability density:

• Considering the Hartree product

• What is dP1 for the Hartree product?

• What is the probability dP12 of finding electron 1 in dr1 and electron 2 in dr2?

dP1 =

Z| (r1, r1, . . . , rN )|2dr2dr3 . . . drN

Probability of finding electron 1 in dr1

(r1, r2, . . . , rN ) = '1(r1)'2(r2) . . .'N (rN )

ques

tion

Page 9: Hartree, Hartree-Fock and post-HF methods

Nicolas Onofrio - Atomistic View of Materials: Modeling & Simulation

• Remark (4)

• Probability of finding electron 1 in dr1

• Probability of finding electron 1 in dr1 and electron 2 in dr2

9

Helium: Hartree approximation

dP1 = |'1(r1)|2Z

|'2(r2)|2dr2Z

|'3(r3)|2dr3 . . .Z

|'N (rN )|2drN

dP1 = |'1(r1)|2

dP12 =

Z| (r1, r2, . . . , rN )|2dr3 . . . drN

dP12 = |'1(r1)|2|'2(r2)|2 = dP1dP2

Electrons are uncorrelated + do not respect Pauli!(remember oxygen singlet/triplet)

Page 10: Hartree, Hartree-Fock and post-HF methods

Nicolas Onofrio - Atomistic View of Materials: Modeling & Simulation 10

Hartree product: generalization

Page 11: Hartree, Hartree-Fock and post-HF methods

Nicolas Onofrio - Atomistic View of Materials: Modeling & Simulation 11

Hartree product: generalization

Page 12: Hartree, Hartree-Fock and post-HF methods

Nicolas Onofrio - Atomistic View of Materials: Modeling & Simulation 12

Hartree product: generalization

Page 13: Hartree, Hartree-Fock and post-HF methods

Nicolas Onofrio - Atomistic View of Materials: Modeling & Simulation

• Energy

• Hamiltonian

• What is the energy for Helium considering the Hartree WF?

13

Helium: Hartree approximation

E = h |H | i =Z ⇤H dr

H = � ~22m

r21 �

~22m

r22 �

2e2

|R� r1| �2e2

|R� r2| +e2

|r1 � r2|

h1(r1) = � ~22m

r21 �

2e2

|R� r1|

simplifications:

h2(r2) . . . g12(r1, r2) . . .

ques

tion

Page 14: Hartree, Hartree-Fock and post-HF methods

Nicolas Onofrio - Atomistic View of Materials: Modeling & Simulation 14

Helium: Hartree approximation

Page 15: Hartree, Hartree-Fock and post-HF methods

Nicolas Onofrio - Atomistic View of Materials: Modeling & Simulation 15

Helium: Hartree approximation

Page 16: Hartree, Hartree-Fock and post-HF methods

Nicolas Onofrio - Atomistic View of Materials: Modeling & Simulation

Quantum character of the WF• Identical particle (indistinguishable)

• All electrons in the universe have the same charge, mass, etc.

• Can’t measure the position of an electron with infinite precision (Heisenberg)

⇒ Symmetry in the WF

16

Particles WF Spin Example

Fermions AS 1/2 integer electrons, protons, etc.

Bosons S integer phonons

Page 17: Hartree, Hartree-Fock and post-HF methods

Nicolas Onofrio - Atomistic View of Materials: Modeling & Simulation

• Anti-symmetric WF

• Back to Hartree WF

17

Quantum character of the WF

(r1, r2) = � (r2, r1) (r, r) = 0{

Pauli exclusion!

(r1, r2) = '1(r1)'2(r2)

Pauli AS

Page 18: Hartree, Hartree-Fock and post-HF methods

Nicolas Onofrio - Atomistic View of Materials: Modeling & Simulation

The Slater determinant• Antisymmetric WF

18

• Can’t distinguish between electrons • Antisymmetric (swap 2 particle change total sign) • Same spin and position ⇒ P = 0

ques

tion

• Demonstrate the antisymmetry for 2 electrons

Page 19: Hartree, Hartree-Fock and post-HF methods

Nicolas Onofrio - Atomistic View of Materials: Modeling & Simulation

Overview of the lectures• Hartree-Fock

• Energy & equations

• Application to H2

• Energy & Wave function

• Simulations with ORCA

• HF limitations

• Post Hartree-Fock methods

19

Page 20: Hartree, Hartree-Fock and post-HF methods

Nicolas Onofrio - Atomistic View of Materials: Modeling & Simulation

• Antisymmetric WF: Slater determinant

Slater determinant

20

• Can’t distinguish between electrons • Antisymmetric (swap 2 particle change total sign) • Same spin and position ⇒ P = 0

SD characteristics

Page 21: Hartree, Hartree-Fock and post-HF methods

Nicolas Onofrio - Atomistic View of Materials: Modeling & Simulation

Hartree-Fock energy

21

Page 22: Hartree, Hartree-Fock and post-HF methods

Nicolas Onofrio - Atomistic View of Materials: Modeling & Simulation

• Helium

22

Hartree-Fock energy

Page 23: Hartree, Hartree-Fock and post-HF methods

Nicolas Onofrio - Atomistic View of Materials: Modeling & Simulation

• Helium

23

Hartree-Fock energy

Page 24: Hartree, Hartree-Fock and post-HF methods

Nicolas Onofrio - Atomistic View of Materials: Modeling & Simulation 24

Exchange integral

Page 25: Hartree, Hartree-Fock and post-HF methods

Nicolas Onofrio - Atomistic View of Materials: Modeling & Simulation 25

sum (x1, x2, . . . xN ) =

1pN !

N !X

1

(�1)P⇧N1 '1(xi)

Hartree-Fock energy

Page 26: Hartree, Hartree-Fock and post-HF methods

Nicolas Onofrio - Atomistic View of Materials: Modeling & Simulation 26

CoulombExchange

Hartree-Fock energy

Page 27: Hartree, Hartree-Fock and post-HF methods

Nicolas Onofrio - Atomistic View of Materials: Modeling & Simulation 27

Hartree vs. Hartree-Fock

Page 28: Hartree, Hartree-Fock and post-HF methods

Nicolas Onofrio - Atomistic View of Materials: Modeling & Simulation 28

Hartree-Fock equations

Page 29: Hartree, Hartree-Fock and post-HF methods

Nicolas Onofrio - Atomistic View of Materials: Modeling & Simulation

Lagrange multiplier

29

Form

F (x, y, z,�) = f(x, y, z)� �(g(x, y, z)� k)

Solve

F

x

= 0

F

y

= 0

F

z

= 0

F

= 0

Back to f. . .

max/min of

f(x,y,z)

subject to the constraint

g(x,y,z)=k

Page 30: Hartree, Hartree-Fock and post-HF methods

Nicolas Onofrio - Atomistic View of Materials: Modeling & Simulation 30

Hartree-Fock equations

Page 31: Hartree, Hartree-Fock and post-HF methods

Nicolas Onofrio - Atomistic View of Materials: Modeling & Simulation 31

Hartree-Fock equations

Page 32: Hartree, Hartree-Fock and post-HF methods

Nicolas Onofrio - Atomistic View of Materials: Modeling & Simulation 32

Hartree-Fock equations

Page 33: Hartree, Hartree-Fock and post-HF methods

Nicolas Onofrio - Atomistic View of Materials: Modeling & Simulation 33

Hartree vs. Hartree-Fock

• Mean field approximation • Spin correlation: exchange K • SCF

Page 34: Hartree, Hartree-Fock and post-HF methods

Nicolas Onofrio - Atomistic View of Materials: Modeling & Simulation

Simulations with ORCA

34

ques

tion

• Perform PES H2 dissociation at HF and DFT levels

https://nanohub.org/tools/orcatool/

Page 35: Hartree, Hartree-Fock and post-HF methods

Nicolas Onofrio - Atomistic View of Materials: Modeling & Simulation 35

Problem: H2 minimal basis

• Are those all real spin states?

ques

tion

• Find the HF energies of all the configurations • Are these configurations actual spin states?

Page 36: Hartree, Hartree-Fock and post-HF methods

Nicolas Onofrio - Atomistic View of Materials: Modeling & Simulation

Spin operators (Extra)

36

ques

tion

• Demonstrate S and S2 = 0 for GS configuration

Page 37: Hartree, Hartree-Fock and post-HF methods

Nicolas Onofrio - Atomistic View of Materials: Modeling & Simulation 37

Spin operators (Extra)

Page 38: Hartree, Hartree-Fock and post-HF methods

Nicolas Onofrio - Atomistic View of Materials: Modeling & Simulation

Spin operators (Extra)

38

For some details about spin projection

Page 39: Hartree, Hartree-Fock and post-HF methods

Nicolas Onofrio - Atomistic View of Materials: Modeling & Simulation

ORCA tool

39

Page 40: Hartree, Hartree-Fock and post-HF methods

Nicolas Onofrio - Atomistic View of Materials: Modeling & Simulation

ORCA tool: overview• Tasks: SP, relaxation, PES, etc.

• Coordinates: cartesian and internal

• Spin/Charge state

• Methods: HF, DFT, post HF

• Basis sets

• Options

• Constraints

40

Page 41: Hartree, Hartree-Fock and post-HF methods

Nicolas Onofrio - Atomistic View of Materials: Modeling & Simulation

SCF, Relaxation, PES, etc.

41

N loops task

SCF(electronic structure) 1 min E = <Ψ|H|Ψ>

Ionic relaxation(geometry optimization) 2 min F = -∇E

min E

Potential energy surface (PES) 2 N-Constraint min E

Relaxed potential energy surface (PES) 3

N-constraint min F min E

Ionic + cell relaxation 3min Stress min F min E

Page 42: Hartree, Hartree-Fock and post-HF methods

Nicolas Onofrio - Atomistic View of Materials: Modeling & Simulation

ORCA tool: overview• Tasks: SP, relaxation, PES, etc.

• Coordinates: cartesian and internal

• Spin/Charge state

• Methods: HF, DFT, post HF

• Basis sets

• Options

• Constraints

42

Page 43: Hartree, Hartree-Fock and post-HF methods

Nicolas Onofrio - Atomistic View of Materials: Modeling & Simulation

Cartesian vs. internal (or Z-matrix)

43

O

H H

O 0.0 0.0 0.0 H x y 0.0 H -x y 0.0

O(1)

H(2) H(3)

O(1) 0 0 0 0.0 0.0 0.0 H(2) 1 0 0 0.9 0.0 0.0 H(3) 1 2 0 0.9 109.5 0.0

Cartesian coordinates Internal coordinates (or Z-matrix)

O(2)H(1)

O(3)H(4)

H(1) 0 0 0 0.0 0.0 0.0 O(2) 1 0 0 0.9 0.0 0.0 O(3) 1 2 0 0.8 120.0 0.0 H(4) 3 2 1 0.9 120.0 180.0

Page 44: Hartree, Hartree-Fock and post-HF methods

Nicolas Onofrio - Atomistic View of Materials: Modeling & Simulation 44

ORCA tool: Potential energy surface H2

Page 45: Hartree, Hartree-Fock and post-HF methods

Nicolas Onofrio - Atomistic View of Materials: Modeling & Simulation 45

ORCA tool: Potential energy surface H2

Edis

a0

λ

E(x) = �Edise(� x�a0

a0⇤� ) ⇥✓1 +

x� a0

a0�

◆+ E0

Page 46: Hartree, Hartree-Fock and post-HF methods

Nicolas Onofrio - Atomistic View of Materials: Modeling & Simulation

Electronic correlation

46

‘exact’

HF DFT

MP2

Page 47: Hartree, Hartree-Fock and post-HF methods

Nicolas Onofrio - Atomistic View of Materials: Modeling & Simulation

• Correlation energy

• HF fails at dissociation, bad for transition state and open shell

• Two type of electronic correlation: dynamical << static

The electronic correlation

47

Ecorr = Eexact � EHF

What approximations have we made?

‘exact’

HFEcorr

Page 48: Hartree, Hartree-Fock and post-HF methods

Nicolas Onofrio - Atomistic View of Materials: Modeling & Simulation

• Remark (3)

• Electron-electron interaction

48

Dynamical correlation

Mean-field approximation!

+2e

-e

-e

r1

r2

R

e2Z

'2(r2) ⇤ '2(r2)

|r1 � r2|dr2 ⇥ '1(r1)

⇢2 ⇠ |'2|2average density of electron 2 interacting

with electron 1

‘exact’

HFmostly

dynamical corr.

Page 49: Hartree, Hartree-Fock and post-HF methods

Nicolas Onofrio - Atomistic View of Materials: Modeling & Simulation

The static correlation

49

HF wave function (SD) fails at dissociation

For some details about spin projection

Page 50: Hartree, Hartree-Fock and post-HF methods

Nicolas Onofrio - Atomistic View of Materials: Modeling & Simulation

• Let’s develop the these WF

Intuitive approach

50

a b

u ⇠ (a� b)

g ⇠ (a+ b)

|gg| |uu|

|uu| ⇠ |aa|+ |bb|� |ab|� |ba| = I � C

|gg| ⇠ |aa|+ |bb|+ |ab|+ |ba| = I + C

CI ⇠ |gg|+ c|uu|What would be a good value for c at the dissociation limit?

• if c = 1: pure ionic • if c = -1: pure covalent

CI ⇠ |aa|+ |bb| CI ⇠ |ab|+ |ba|

Page 51: Hartree, Hartree-Fock and post-HF methods

Nicolas Onofrio - Atomistic View of Materials: Modeling & Simulation

Configuration interaction

51

Page 52: Hartree, Hartree-Fock and post-HF methods

Nicolas Onofrio - Atomistic View of Materials: Modeling & Simulation 52

Configuration interaction

Page 53: Hartree, Hartree-Fock and post-HF methods

Nicolas Onofrio - Atomistic View of Materials: Modeling & Simulation 53

Configuration interaction

Page 54: Hartree, Hartree-Fock and post-HF methods

Nicolas Onofrio - Atomistic View of Materials: Modeling & Simulation 54

Configuration interaction

Page 55: Hartree, Hartree-Fock and post-HF methods

Nicolas Onofrio - Atomistic View of Materials: Modeling & Simulation 55

Configuration interaction

Page 56: Hartree, Hartree-Fock and post-HF methods

Nicolas Onofrio - Atomistic View of Materials: Modeling & Simulation 56

Configuration interaction: H2

Page 57: Hartree, Hartree-Fock and post-HF methods

Nicolas Onofrio - Atomistic View of Materials: Modeling & Simulation 57

Configuration interaction: H2

Page 58: Hartree, Hartree-Fock and post-HF methods

Nicolas Onofrio - Atomistic View of Materials: Modeling & Simulation 58

Configuration interaction: H2

Page 59: Hartree, Hartree-Fock and post-HF methods

Nicolas Onofrio - Atomistic View of Materials: Modeling & Simulation 59

Configuration interaction: H2

Page 60: Hartree, Hartree-Fock and post-HF methods

Nicolas Onofrio - Atomistic View of Materials: Modeling & Simulation

Complete active space: CASSCF• CAS(n,m)

• n: number of electrons

• m: number of orbitals

60

CAS(3,3)

CAS(2,2)

HF

Page 61: Hartree, Hartree-Fock and post-HF methods

Nicolas Onofrio - Atomistic View of Materials: Modeling & Simulation

Other methods• Perturbation theory (Moller-Plesset or MP2,MP4,…)

• Coupled clusters (CCSD,CCSDT,…)

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