Density Functional Theory: a first look
description
Transcript of Density Functional Theory: a first look
![Page 1: Density Functional Theory: a first look](https://reader036.fdocuments.in/reader036/viewer/2022062422/568140e2550346895dacadf3/html5/thumbnails/1.jpg)
Density Functional Theory: a first look
Patrick Briddon
Theory of Condensed MatterDepartment of Physics, University of Newcastle,
UK.
![Page 2: Density Functional Theory: a first look](https://reader036.fdocuments.in/reader036/viewer/2022062422/568140e2550346895dacadf3/html5/thumbnails/2.jpg)
ContentsDensity Functional Theory
– Hohenberg Kohn Theorems– Thomas Fermi Theory– Kohn-Sham Equations– Self Consistency
– Approximations for Exc.
![Page 3: Density Functional Theory: a first look](https://reader036.fdocuments.in/reader036/viewer/2022062422/568140e2550346895dacadf3/html5/thumbnails/3.jpg)
Density Functional Theory
Work with n(r) instead of
Standard approach of QM :
rr nEESVext ,).(. DFT : work in terms of density :
rnEE N.B. : few IFs and BUTs here
![Page 4: Density Functional Theory: a first look](https://reader036.fdocuments.in/reader036/viewer/2022062422/568140e2550346895dacadf3/html5/thumbnails/4.jpg)
3 Important Questions
Three important questions:
• Can we really write E[n]?
• If so, how can we find n(r)?
• What is the functional E[n] ?
![Page 5: Density Functional Theory: a first look](https://reader036.fdocuments.in/reader036/viewer/2022062422/568140e2550346895dacadf3/html5/thumbnails/5.jpg)
1st Hohenberg Kohn Theorem
The external potential V(r) is determined to within a constant by the ground state charge density of a system.
This is an astonishing statement!
Why?
i.e. one-to-one relationship
rr extVn
![Page 6: Density Functional Theory: a first look](https://reader036.fdocuments.in/reader036/viewer/2022062422/568140e2550346895dacadf3/html5/thumbnails/6.jpg)
1st Hohenberg Kohn Theorem
Proof:
Suppose we have two systems
Hamiltonians H1, H2
External potentials V1 , V2
GS wavefunctions: 12
But the same GS density n(r)
![Page 7: Density Functional Theory: a first look](https://reader036.fdocuments.in/reader036/viewer/2022062422/568140e2550346895dacadf3/html5/thumbnails/7.jpg)
We clearly have 2121111 HHE
But:
212
212
11
ˆ
ˆ
VVH
VVVT
VTH
So:
rr dVVnEE
VVHE
2121
22122221
Swap 1 and 2: rr dVVnEE 2121
Contradiction!
![Page 8: Density Functional Theory: a first look](https://reader036.fdocuments.in/reader036/viewer/2022062422/568140e2550346895dacadf3/html5/thumbnails/8.jpg)
Our starting point was wrong!
We cannot have two different systems with the same GS density.
Importance of this: we can write E[n].
Now move on the second question – how can we find the density?
Hohenberg – Kohn’s second theorem.
![Page 9: Density Functional Theory: a first look](https://reader036.fdocuments.in/reader036/viewer/2022062422/568140e2550346895dacadf3/html5/thumbnails/9.jpg)
2nd Hohenberg Kohn Theorem
“The true ground state charge density is that which minimises the total energy.”
An equivalent to the usual variational principle of quantum mechanics.
![Page 10: Density Functional Theory: a first look](https://reader036.fdocuments.in/reader036/viewer/2022062422/568140e2550346895dacadf3/html5/thumbnails/10.jpg)
Proof
We have (variational principle)
Define
nEnHnnE minminminGS
HE minGS
HnnE min
Then
![Page 11: Density Functional Theory: a first look](https://reader036.fdocuments.in/reader036/viewer/2022062422/568140e2550346895dacadf3/html5/thumbnails/11.jpg)
Some problemsV-representability(only minimise over densities which can arise from GS wavefunctions of real systems
Levy showed that the densities need only satisfy a weaker condition that they can be obtained from an antisymmetric wavefunction (N-representable).
n must be +ve, continuous, normalised
![Page 12: Density Functional Theory: a first look](https://reader036.fdocuments.in/reader036/viewer/2022062422/568140e2550346895dacadf3/html5/thumbnails/12.jpg)
Some extensions
Spin dependent potentials e.g. magnetic fields
E[n] E[n, n - n] or E[n, n]
Main advantage: better description of open shell systems.
![Page 13: Density Functional Theory: a first look](https://reader036.fdocuments.in/reader036/viewer/2022062422/568140e2550346895dacadf3/html5/thumbnails/13.jpg)
3 Important Questions
Three important questions:
• Can we really write E[n]?
• If so, how can we find n(r)?
• What is the functional E[n] ?
Now for the last question.
What is the formula!
![Page 14: Density Functional Theory: a first look](https://reader036.fdocuments.in/reader036/viewer/2022062422/568140e2550346895dacadf3/html5/thumbnails/14.jpg)
What is the functional?
Difficult : still not answered exactly!
termsdifficult
1
ext
ext
rrr
rrr
dVn
VTEji ji
Problem is that other two terms are very large - any attempt at approximation must be good.
![Page 15: Density Functional Theory: a first look](https://reader036.fdocuments.in/reader036/viewer/2022062422/568140e2550346895dacadf3/html5/thumbnails/15.jpg)
Thomas-Fermi Method
rrrrrr
rrdd
nn
ji ji 211
Classical expression for electron-electron term:
![Page 16: Density Functional Theory: a first look](https://reader036.fdocuments.in/reader036/viewer/2022062422/568140e2550346895dacadf3/html5/thumbnails/16.jpg)
Thomas-Fermi Method
3522
2ˆ An
mk
TFk
k
Statistical idea for KE based on uniform electron gas result:
KE per electron =32An
![Page 17: Density Functional Theory: a first look](https://reader036.fdocuments.in/reader036/viewer/2022062422/568140e2550346895dacadf3/html5/thumbnails/17.jpg)
Thomas-Fermi Method
rr dAnT 35
What about a non uniform system?
A. Assume that things vary slowly:
Total is thus
r
V VnnT rr 32
![Page 18: Density Functional Theory: a first look](https://reader036.fdocuments.in/reader036/viewer/2022062422/568140e2550346895dacadf3/html5/thumbnails/18.jpg)
Thomas-Fermi Method
Final energy is thus:
How useful is this?
rrrrrr
rrrrr
ddnn
dVndnAnE ext
21
35
![Page 19: Density Functional Theory: a first look](https://reader036.fdocuments.in/reader036/viewer/2022062422/568140e2550346895dacadf3/html5/thumbnails/19.jpg)
Thomas-Fermi Method
What is the conclusion?
• Energies quite good (error < 1%).
• Difference of energies not good enough to describe bonding.
• How can we improve this?
![Page 20: Density Functional Theory: a first look](https://reader036.fdocuments.in/reader036/viewer/2022062422/568140e2550346895dacadf3/html5/thumbnails/20.jpg)
Thomas-Fermi Method
Add exchange/correlation (missing do far).
• Try to take account of non-uniform system.
• Write T[n] as T[n, grad |n|]
• All failures!
![Page 21: Density Functional Theory: a first look](https://reader036.fdocuments.in/reader036/viewer/2022062422/568140e2550346895dacadf3/html5/thumbnails/21.jpg)
Kohn-Sham methodPhys Rev 140, 1133A (1966)
Realised that approximation must be made to terms that are small: KE is big!
Improving T[n] did not work.
Need a completely different approach.
Second half of HK paper therefore discarded.
![Page 22: Density Functional Theory: a first look](https://reader036.fdocuments.in/reader036/viewer/2022062422/568140e2550346895dacadf3/html5/thumbnails/22.jpg)
Kohn-Sham methodPhys Rev 140, 1133A (1966)
Introduce a system which:1. Is non-interacting2. Has same n(r) as the real system.
[non-interacting N-representability- an assumption! ]
![Page 23: Density Functional Theory: a first look](https://reader036.fdocuments.in/reader036/viewer/2022062422/568140e2550346895dacadf3/html5/thumbnails/23.jpg)
Kohn-Sham contd.
TnTT s ˆ
where Ts[n] is the KE of the non-interacting system and the final term, T, is small.
nddnn
dVnnTE s
xc
ext
E 2
1
rr
rr
rr
rrr
![Page 24: Density Functional Theory: a first look](https://reader036.fdocuments.in/reader036/viewer/2022062422/568140e2550346895dacadf3/html5/thumbnails/24.jpg)
Kohn-Sham contd.
Exc[n] includes both T and contributions to el-el energy beyond the Hartree term.
The key hope is that this is• small• less sensitive to external potential
These mean differences are accurate.
![Page 25: Density Functional Theory: a first look](https://reader036.fdocuments.in/reader036/viewer/2022062422/568140e2550346895dacadf3/html5/thumbnails/25.jpg)
We now have two questions:(a) how to find Ts[n] ?(b) what is Exc[n] ?
For a non-interacting system it is exactly true that the many electron wavefunction is a single Slater determinant.
iN Nrrr det
!
1,,1
![Page 26: Density Functional Theory: a first look](https://reader036.fdocuments.in/reader036/viewer/2022062422/568140e2550346895dacadf3/html5/thumbnails/26.jpg)
2rrn
and:
221nTs
For this:
![Page 27: Density Functional Theory: a first look](https://reader036.fdocuments.in/reader036/viewer/2022062422/568140e2550346895dacadf3/html5/thumbnails/27.jpg)
The (r) must be found froma self consistent solution of:
2
xcext
221
rr
rr
rr
rrr
r
n
n
nEd
nVV
V
s
s
These are called the Kohn-Shamequations. Solve iteratively:
![Page 28: Density Functional Theory: a first look](https://reader036.fdocuments.in/reader036/viewer/2022062422/568140e2550346895dacadf3/html5/thumbnails/28.jpg)
2out
rrn
Guess:
Construct
r
rrrr
rrnnE
dn
VVs xcext
Solve rsV2
21
Find new density:
rr innn
Look at rr inout nn
Form a better input and continue.
![Page 29: Density Functional Theory: a first look](https://reader036.fdocuments.in/reader036/viewer/2022062422/568140e2550346895dacadf3/html5/thumbnails/29.jpg)
Self Consistent Cycle
• This process is called the self-consistent cycle.
• Starting guess is a superposition of atomic charge densities (or a restart dump).
• AIMPRO produces output showing how the energy converged and how the input and output densities come together.
![Page 30: Density Functional Theory: a first look](https://reader036.fdocuments.in/reader036/viewer/2022062422/568140e2550346895dacadf3/html5/thumbnails/30.jpg)
AIMPRO SCF
etot,echerr 1 -1.1289007706 0.0547166884 0.884981 2.95 106.1 120.7 etot,echerr 2 -1.1319461182 0.0303263020 0.488911 3.05 106.1 120.7 etot,echerr 3 -1.1361047998 0.0000338275 0.000689 3.00 106.1 120.7 etot,echerr 4 -1.1360826939 0.0001723143 0.002700 2.99 106.1 120.7 etot,echerr 5 -1.1361076063 0.0000002649 0.000004 3.00 106.1 120.7
The numbers are:• Total energy (reduces to converged value)• 2 measures of• Time taken per iteration• Current memory being used (MB)• Max memory used so far (MB)
![Page 31: Density Functional Theory: a first look](https://reader036.fdocuments.in/reader036/viewer/2022062422/568140e2550346895dacadf3/html5/thumbnails/31.jpg)
Kohn-Sham Levels
We got the Kohn Sham eqn:
rsV2
21
Q: what exactly are the and ?
A: the eigenvalues and eigenfunctions of a ficticious non-interacting system which has the same density as the real system.
![Page 32: Density Functional Theory: a first look](https://reader036.fdocuments.in/reader036/viewer/2022062422/568140e2550346895dacadf3/html5/thumbnails/32.jpg)
KS Levels Contd.
They are not the energies of quasiparticles.
Typical semiconductor results:Lattice constant to 1%Bulk modulus to 1%Phonon frequencies to 5%
LDA “gap” for Si is 0.6eV; 0.1 eV for Ge!
![Page 33: Density Functional Theory: a first look](https://reader036.fdocuments.in/reader036/viewer/2022062422/568140e2550346895dacadf3/html5/thumbnails/33.jpg)
KS Levels Contd.
Bandstructures are qualitatively correct. (Scissors operator).
Physical nature of the KS eigenfunctions sensible.
P in Si - get state just below conduction band
Dangling bonds - localised states in mid gap.
![Page 34: Density Functional Theory: a first look](https://reader036.fdocuments.in/reader036/viewer/2022062422/568140e2550346895dacadf3/html5/thumbnails/34.jpg)
AIMPRO and KS levels
spin, kpoint : 1 1
1 -10.0938 1.2658 3.7422 3.7422 5.9056 8.7912
2.0000 0.0000 0.0000 0.0000 0.0000 0.0000
The KS levels in eV.
Used in “bandstructure” plots.
Occupancies also given (this is a spin averagedcalculation)
![Page 35: Density Functional Theory: a first look](https://reader036.fdocuments.in/reader036/viewer/2022062422/568140e2550346895dacadf3/html5/thumbnails/35.jpg)
3 Important QuestionsThree important questions:
• Can we really write E[n]?• If so, how can we find n(r)?• What is the functional E[n] ?
• All remaining questions are in Exc[n]. Now finally we look at what this is.
![Page 36: Density Functional Theory: a first look](https://reader036.fdocuments.in/reader036/viewer/2022062422/568140e2550346895dacadf3/html5/thumbnails/36.jpg)
Exchange correlation energy
Our DFT total energy is:
What about the last term?
nE
nn
nVnTE
xc
s
rr
rr
rr
rrr
dd2
1
dext
![Page 37: Density Functional Theory: a first look](https://reader036.fdocuments.in/reader036/viewer/2022062422/568140e2550346895dacadf3/html5/thumbnails/37.jpg)
The Local Density Approximation (LDA)
rrr dnnE xcxcWrite
where xc(n) is the exchange-correlation energy per electron for a uniform electron gas.
This seems a bit rough and very similar to Thomas Fermi, but this term is now very much smaller.
![Page 38: Density Functional Theory: a first look](https://reader036.fdocuments.in/reader036/viewer/2022062422/568140e2550346895dacadf3/html5/thumbnails/38.jpg)
Exc for Homogeneous electron gas
• By simple analytical treatment for the exchange energy.
• Using many body perturbation theory (for various limits of correlation energy)
• By looking at quantum Monte-Carlo calculations and parametrising them
• Intelligent interpolation between these
![Page 39: Density Functional Theory: a first look](https://reader036.fdocuments.in/reader036/viewer/2022062422/568140e2550346895dacadf3/html5/thumbnails/39.jpg)
Exc for Homogeneous electron gas contd.
Simple analysis for exchange part gives
343431
x 43
23
nnE
Correlation is harder, see::• Perdew Zunger (1981)• Vosko, Wilk, Nusair (1980)• Perdew, Wang (1992)
![Page 40: Density Functional Theory: a first look](https://reader036.fdocuments.in/reader036/viewer/2022062422/568140e2550346895dacadf3/html5/thumbnails/40.jpg)
Simple Tests : Molecules
Property Calc. Expt.
R(O–H) (Å) 0.967 0.957
(H–O–H) (deg) 105.7 104.5
1 (as str : cm-1) 3874 3757
2 (sym cm-1) 3773 3652
3 (bend cm-1) 1586 1596
dip. mom. (a.u.) 0.735 0.730
Example : water H20
![Page 41: Density Functional Theory: a first look](https://reader036.fdocuments.in/reader036/viewer/2022062422/568140e2550346895dacadf3/html5/thumbnails/41.jpg)
Simple tests : solids
• Standard “bulk” calculations :– lattice constant (Si : 1%)– bulk modulus (Si : 2%)– phonon spectra (2 %)– formation energies (LDA : 20 %)– excitation energies (50 %)
![Page 42: Density Functional Theory: a first look](https://reader036.fdocuments.in/reader036/viewer/2022062422/568140e2550346895dacadf3/html5/thumbnails/42.jpg)
Phonon Spectrum
Mode Calc (5) Calc (6) Expt 278 276 267,285TA(X) 88 90 79TA(L) 66 66 62LA(X) 224 225 227LA(L) 217 216 209TO(X) 256 255 252TO(L) 267 265 261LO(X) 246 244 241LO(L) 238 239 238
Material : GaAs. All frequencies in cm-1
![Page 43: Density Functional Theory: a first look](https://reader036.fdocuments.in/reader036/viewer/2022062422/568140e2550346895dacadf3/html5/thumbnails/43.jpg)
How to Improve?
Next step is to move beyond the LDA:
rr dn
,2
34LDAxcxc
nnCEnnE
The Gradient expansion Approximation (GEA).
Early history of these was bad. Calculations made worse, not better.
![Page 44: Density Functional Theory: a first look](https://reader036.fdocuments.in/reader036/viewer/2022062422/568140e2550346895dacadf3/html5/thumbnails/44.jpg)
Generalised Gradient Approximations (GGA)
• Sum rules are obeyed correctly
• scaling behaviour of exchange correlation energy correct
• Various limiting forms
• Bounds (Lieb-Oxford)
Idea is to ensure that
![Page 45: Density Functional Theory: a first look](https://reader036.fdocuments.in/reader036/viewer/2022062422/568140e2550346895dacadf3/html5/thumbnails/45.jpg)
Popular GGAs
• B88 (empirical, chemistry)
• BLYP (chemistry)
• PW91 (physics, poor form)
• PBE96 (physics, easier to use)
![Page 46: Density Functional Theory: a first look](https://reader036.fdocuments.in/reader036/viewer/2022062422/568140e2550346895dacadf3/html5/thumbnails/46.jpg)
HF LSD GGA expt
H2 84 113 105 109
CH4 328 462 420 419
H20 155 267 234 232
Cl2 17 81 63 58
Atomisation energies (kcal/mol)(1 eV = 23 kcal/mol)
![Page 47: Density Functional Theory: a first look](https://reader036.fdocuments.in/reader036/viewer/2022062422/568140e2550346895dacadf3/html5/thumbnails/47.jpg)
Generalised Gradient Approximations (GGA)
In general, GGA weakens bonds slightly.
It improves results for:• binding energies of molecules• description of surfaces• H-bonding
![Page 48: Density Functional Theory: a first look](https://reader036.fdocuments.in/reader036/viewer/2022062422/568140e2550346895dacadf3/html5/thumbnails/48.jpg)
THE CONCLUSION
• An absolutely huge success
• 1988 two groups in UK doing DFT– Cambridge (TCM)– Exeter
• Today: every department?
• Chemistry/engineering too!
• Applications in huge variety of areas.
![Page 49: Density Functional Theory: a first look](https://reader036.fdocuments.in/reader036/viewer/2022062422/568140e2550346895dacadf3/html5/thumbnails/49.jpg)
Work to do!
• Kittel Ch 6: “Free Electron Fermi Gas”
• Hohenberg and Kohn, PR (1964)
• Kohn-Sham, PR (1965)
• Perdew Zunger, PRB (1981)
• Perdew, Wang, PRB (1992)
• Perdew, Burke, Enzerhoff PRL (1996)