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Dept of Mechanical Engineering MIT Nanoengineering group 5/9/2012 Keivan Esfarjani, MIT Nanoengineering group 1

Dept of Mechanical Engineeringmeche.mit.edu/sites/default/files/20120507_Esfarjani.pdf · 2012-05-07 · electron density, one needs to minimize E[ ], or in other words, solve the

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Page 1: Dept of Mechanical Engineeringmeche.mit.edu/sites/default/files/20120507_Esfarjani.pdf · 2012-05-07 · electron density, one needs to minimize E[ ], or in other words, solve the

Dept of Mechanical Engineering

MIT Nanoengineering group

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Keivan Esfarjani, MIT Nanoengineering group

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Page 2: Dept of Mechanical Engineeringmeche.mit.edu/sites/default/files/20120507_Esfarjani.pdf · 2012-05-07 · electron density, one needs to minimize E[ ], or in other words, solve the

» To calculate all the properties of a molecule or crystalline system knowing its atomic information:

˃ Atomic species

˃ Their coordinates

˃ The Symmetry

˃ The primitive (unit) cell

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Page 3: Dept of Mechanical Engineeringmeche.mit.edu/sites/default/files/20120507_Esfarjani.pdf · 2012-05-07 · electron density, one needs to minimize E[ ], or in other words, solve the

Calculate the ground state many-body wavefunction, and the total energy

Solutions to the MB Schroedinger’s equation:

… and eventually the lowest excited states

1 N(r ,..., r ),E

1 N 1 N 1 NH(r ,..., r ) (r ,..., r ) E (r ,..., r )

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Page 4: Dept of Mechanical Engineeringmeche.mit.edu/sites/default/files/20120507_Esfarjani.pdf · 2012-05-07 · electron density, one needs to minimize E[ ], or in other words, solve the

˃Most properties of interest can be expressed as derivatives of the total energy

˃ Transport (electrical and thermal conductivity)

˃Magnetic (susceptibility, magnetization)

˃Optical (band gap, dielectric constant, …)

˃ Elastic (elastic constants)

˃ Thermodynamic (Cv, a, g )

˃… and other RESPONSE FUNCTIONS , which can be expressed as: 𝜕2𝐸/𝜕𝐴𝜕𝐵

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Page 5: Dept of Mechanical Engineeringmeche.mit.edu/sites/default/files/20120507_Esfarjani.pdf · 2012-05-07 · electron density, one needs to minimize E[ ], or in other words, solve the

» Central quantity defining the ground state

» Generalized “forces” (1st derivatives) ˃ magnetization, charge density: wrt B, V

˃ Forces on atoms: wrt atomic displacement

˃ Electron affinity and Ionization potential: wrt N

» Generalized “Susceptibilities” (2nd derivatives) ˃ Hardness: wrt Volume

˃ Bandgap (chemical hardness): wrt electron number

˃ Magnetic susceptibility: wrt B-field

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Page 6: Dept of Mechanical Engineeringmeche.mit.edu/sites/default/files/20120507_Esfarjani.pdf · 2012-05-07 · electron density, one needs to minimize E[ ], or in other words, solve the

N-1 N N+1

E(N)

-IP

-EA

2 2

Gap

E / N (EA IP) / 2

E E / N

E(N 1) E(N 1) 2E(N)

IP EA

Electronegativity (Mulliken)

N 1

N

EA E(N 1) E(N)

IP E(N) E(N 1)

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Page 7: Dept of Mechanical Engineeringmeche.mit.edu/sites/default/files/20120507_Esfarjani.pdf · 2012-05-07 · electron density, one needs to minimize E[ ], or in other words, solve the

» Dynamics: Born-Oppenheimer approximation

Due to their fast dynamics compared to ionic motion, electrons stay at all times in their ground state (the BO surface)

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Page 8: Dept of Mechanical Engineeringmeche.mit.edu/sites/default/files/20120507_Esfarjani.pdf · 2012-05-07 · electron density, one needs to minimize E[ ], or in other words, solve the

2

AA A (A A ) f (A) f ( A ) O f "( A )

» The many-body wavefunction is a function of 3N coordinates (for an N-electron system)

» Mean-field idea: one electron is moving in the “average field” created by N-1 other electrons also called independent electron approximation

Reduces the problem to a one-body one with only 3 coordinates in the wavefunction

Works at higher dimensions due to reduced quantum fluctuations

1 N 1 N 1 NH(r ,..., r ) (r ,..., r ) E (r ,..., r )

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Page 9: Dept of Mechanical Engineeringmeche.mit.edu/sites/default/files/20120507_Esfarjani.pdf · 2012-05-07 · electron density, one needs to minimize E[ ], or in other words, solve the

*

0 var guess guess 1 NE E H dr ...dr

» No exact solution!

» Approximation methods: Variational method

An approximation to the ground state can be found by minimizing Evar

Need to assume a form for the variational wavefunction 5

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Page 10: Dept of Mechanical Engineeringmeche.mit.edu/sites/default/files/20120507_Esfarjani.pdf · 2012-05-07 · electron density, one needs to minimize E[ ], or in other words, solve the

» Reduce the many-body problem to a one-body problem

» What is the “best” mean field? How do we define it?

» Guess: Electrostatic field:

˃ Hartree Approximation (1927)

» Add exchange effects due to fermion statistics (Pauli):

˃ Hartree-Fock Approximation (1928)

» Density-functional Theory (1964)

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Page 11: Dept of Mechanical Engineeringmeche.mit.edu/sites/default/files/20120507_Esfarjani.pdf · 2012-05-07 · electron density, one needs to minimize E[ ], or in other words, solve the

» Hartree: the N-electron WF is a product of one-electron WFs

» Hartree-Fock: the N-electron WF is an antisymmetric product of one-electron WFs

It can also be written as a Slater determinant, which manifestly satisfies Pauli

1 N 1 1 N N(r ,..., r ) (r ) ... (r )

1 N (1) 1 (N) N

permuation

1(r ,..., r ) ( 1) (r ) ... (r )

N!

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Page 12: Dept of Mechanical Engineeringmeche.mit.edu/sites/default/files/20120507_Esfarjani.pdf · 2012-05-07 · electron density, one needs to minimize E[ ], or in other words, solve the

» If the total energy is minimized wrt , with the normality constraint, then the resulting equations satisfied by , are called the Hartree/HF equations.

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Page 13: Dept of Mechanical Engineeringmeche.mit.edu/sites/default/files/20120507_Esfarjani.pdf · 2012-05-07 · electron density, one needs to minimize E[ ], or in other words, solve the

13

)()()(2

2

rVrVrVm

pH exchangeCoulombion

occupied' '

Coulomb

'

(r ') (r ') (r ')V (r) dr ' dr '

| r r ' | | r r ' |

occupied'

exchange ' '

'

(r ') (r ')V (r) (r) dr ' (r)

| r r ' |

*

var(E Constraint) / 0 H (r) E (r)

E’s are Lagrange multipliers coming from the normalization constraint

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Page 14: Dept of Mechanical Engineeringmeche.mit.edu/sites/default/files/20120507_Esfarjani.pdf · 2012-05-07 · electron density, one needs to minimize E[ ], or in other words, solve the

Ground state defined by

occupied states

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Page 15: Dept of Mechanical Engineeringmeche.mit.edu/sites/default/files/20120507_Esfarjani.pdf · 2012-05-07 · electron density, one needs to minimize E[ ], or in other words, solve the

» “Underbinds” molecules (by typically 10%)

» Over-estimates the gap by a factor of 2

» Predicts a “pseudo-gap” for the jellium model

Due to a lack of electron screening

The exchange potential (or single Slater determinant) does not tell the whole story!

We need to add other electronic configurations to the wavefunction to better describe screening

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Page 16: Dept of Mechanical Engineeringmeche.mit.edu/sites/default/files/20120507_Esfarjani.pdf · 2012-05-07 · electron density, one needs to minimize E[ ], or in other words, solve the

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2 N 2 N(r) N | (r, r ,..., r ) | dr ...dr

» Due to Hohenberg and Kohn (1964) and Kohn-Sham (1965) who formulated the variational problem:

» If the ground state density is defined as:

» There is a one to one correspondence between the ground state charge density and the many-body wavefunction. Eo is a UNIQUE functional of the ground state density

ext o o 1 N oV ,E (r ,..., r ) (r)

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Page 17: Dept of Mechanical Engineeringmeche.mit.edu/sites/default/files/20120507_Esfarjani.pdf · 2012-05-07 · electron density, one needs to minimize E[ ], or in other words, solve the

» Can two different external potentials produce the same (non-degenerate) ground state density?

Take V1 and V2 leading to H1 and H2 and 1 and 2

ext o 1 N oV (r ,..., r ) (r)

ee extH T V V

1 1 1 1 2 1 2 2 2 1 2 2

2 1 2 2 o 1 2

2 1 1 2 1 1 1 o 2 1

1 2 2 1

| H | E | H | E | V V |

but | V V | (r)[v (r) v (r)]dr

likewise E E | V V | E (r)[v (r) v (r)]dr

implying E E E E

o 1 N ext o(r ,..., r ) V (r)

o oE Min E[ ] E[ ]

o o[ ]

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Page 18: Dept of Mechanical Engineeringmeche.mit.edu/sites/default/files/20120507_Esfarjani.pdf · 2012-05-07 · electron density, one needs to minimize E[ ], or in other words, solve the

» Eo is obtained by minimizing this functional E[] wrt with the constraint that

» Kohn&Sham derived the resulting one-body Schroedinger-like equations bearing their name

(r)dr N

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Page 19: Dept of Mechanical Engineeringmeche.mit.edu/sites/default/files/20120507_Esfarjani.pdf · 2012-05-07 · electron density, one needs to minimize E[ ], or in other words, solve the

occupied2

KS

Solve self consistently

H [ ] ; (r) | (r) |

2

KS ext Coulomb xc

xc xc

H xc ext

pH [ ] v (r) v [ (r)] v [ (r)]

2m

with v [ (r)] E / (r) and

E[ ] T E E E

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Page 20: Dept of Mechanical Engineeringmeche.mit.edu/sites/default/files/20120507_Esfarjani.pdf · 2012-05-07 · electron density, one needs to minimize E[ ], or in other words, solve the

H xc ext

ext ext

H

2

ixc ee H

i

5/3

TF

Jellium 4/3

x

E[ ] T E E E

E v (r) (r) dr

1 (r) (r ')E dr dr '

2 | r r ' |

pT[ ] and E [ ] V E ??

2m

T [ ] C (r) dr

E [ ] D (r) dr

Thomas-Fermi-Dirac functional 5

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Page 21: Dept of Mechanical Engineeringmeche.mit.edu/sites/default/files/20120507_Esfarjani.pdf · 2012-05-07 · electron density, one needs to minimize E[ ], or in other words, solve the

» So in order to get the GROUND STATE energy and electron density, one needs to minimize E[], or in other words, solve the KS equations.

» Most physical properties are then obtained from finite differences of this GS energy.

» Approximation: the mysterious XC energy functional and the resulting XC potential

» Caveat: ONLY o and Eo are supposed to be correct!

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Page 22: Dept of Mechanical Engineeringmeche.mit.edu/sites/default/files/20120507_Esfarjani.pdf · 2012-05-07 · electron density, one needs to minimize E[ ], or in other words, solve the

» Also proposed by HK (1964)

Uses the XC energy density of the Jellium model calculated numerically “exactly” by QMC: Vxc= Vxc(

» It satisfies the xc-hole sum rule, explaining its success.

LDA hom

XC XC XCE (r) e (r)dr (r) e [ (r)]dr

LSDA

XC XC

LSDA

xc XC

E (r) e [ (r) , (r)]dr with

v (r) E [ , ] / (r)

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Page 23: Dept of Mechanical Engineeringmeche.mit.edu/sites/default/files/20120507_Esfarjani.pdf · 2012-05-07 · electron density, one needs to minimize E[ ], or in other words, solve the

» Overestimates binding energies (≈ by 15%)

» Underestimates the gap (≈ by 40%)

» “Good” for solids but “bad” for molecules

Overscreens, since functionals are taken from Jellium model

But surprisingly successful in predicting the correct crystal structure and elastic constants (<5% error) for a large variety of systems.

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Page 24: Dept of Mechanical Engineeringmeche.mit.edu/sites/default/files/20120507_Esfarjani.pdf · 2012-05-07 · electron density, one needs to minimize E[ ], or in other words, solve the

» GW method: Many-body perturbation theory, take DFT GS as reference unperturbed and the rest of Coulomb interactions as perturbation ˃ Solves the screening problem and produces correct band gaps

» Quantum Monte Carlo: Very accurate solution to the ground state energy and MB-WF

» Configuration-Interaction: Diagonalize the MB Hamiltonian in the basis formed of Slater determinants of occupied and unoccupied states (chemists method of choice, used for molecules)

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