1 of 7

Improving DFT results

Abdul Muhaymin

Graduate student, MSN, Bilkent University

1

2 of 7

Outline

  • Cause of inaccuracy
  • Scope of improvement
  • LDA to GGA
  • GGA to meta-GGA
  • DFT to DFT+U
  • Hybrid functional
  • Fine tuning 

2

3 of 7

What to improve? What's wrong?

  • Even though KS-DFT is an exact theory, we don't know the XC functional exactly. 
  • Self-interaction error

3

  • Even for 1-electron atom, this implies some kind of self-interaction which is unphysical 
  • So: band gap overly underestimated (sometimes predicts things as metals while in fact they are semiconductor), LDA underestimate lattice parameters and hence overestimate bulk modulus 
  • Answer: GGA?

4 of 7

LDA to GGA

  • Lattice parameters are really good in GGA
  • For structural parameters, PBEsol are especially good for solids
  • For adsorption energies (or material with hydrogen-bond effect), take a look at the revPBE (but it gives total energy a little bit higher)
  • So, GGA is overall better than LDA
  • However, little to no improvements in band gap

4

5 of 7

GGA to higher level of theory

  • meta-GGA functional gives very accurate band gap but computationally very inefficient
  • LDA, GGA, meta-GGA shows a systematic improvement, there is this accuracy-computational resource trade-off
  • Hybrid is even more computationally inefficient but a popular choice due to availability
  • Maybe check DFT-½ method which claims to be as efficient as PBE but as accurate as hybrid functional method (for semiconductors)
  • And remember explaining the physics is important! 

5

6 of 7

DFT+U

  • All the time we are talking about DFT, all XC functionals are in some sense originated from HEG which is completely delocalized
  • So strongly-correlated systems or system where electrons are localized cannot be described well by standard DFT (such as d- and f- orbital transition metals)
  • That's why we use a correction term to DFT

6

7 of 7

The Hubbard parameter, U

  • U can be fine-tuned to match the experimental band gap (but the first-principle nature is now contaminated)
  • U can be calculated from linear response theory – hp.x, ACBN0, cRPA
  • There are other terms too: DFT+U+V, DFT+U+J

7

PDOS of CoO with regular DFT