Density Functional Theory Richard M' Martin University of Illinois PowerPoint PPT Presentation

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Title: Density Functional Theory Richard M' Martin University of Illinois


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Density Functional TheoryRichard M. Martin
University of Illinois
Cud orbitals
Electron density in La2CuO4 - difference from sum
of atom densities - J. M. Zuo (UIUC)
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Outline
  • DFT is an approach to Interacting Many-Body
    Problems
  • Hohenberg-Kohn Theorems Levy-Lieb Construction
  • Kohn-Sham Ansatz allows in principle exact
    solution for ground state of many-body system
    using independent particle methods
  • Classes of functionals LDA, GGA, OEP, .
  • Examples of Results
  • Locality Principles and linear scaling
  • Electric polarization in crystals - deep issues
    that bring out stimulating questions about DFT,
    and the differences between the Hohenberg-Kohn
    and Kohn-Sham approaches

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Questions for you
  • Why were orbitals mentioned on the introductory
    slide and not simply density
  • Can you tell whether La2CuO4 is an insulator or a
    metal just by looking at the density?If so, what
    aspects of the density?
  • Is Kohn-Sham theory the same as Density
    Functional Theory?
  • If not, what is the difference? What did
    Kohn-Sham add? What did they subtract?
  • Do locality principles in independent particle
    methods carry over to the real many-body world?
  • Is the electric polarization of a ferroelectric
    an intrinsic ground state property? Is it
    determined by the density?

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Assumesnon-degenerateground state
H-K Functional
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What have we gained so far?
  • Apparently Nothing!
  • The only result is that the density determines
    the potential
  • We are still left with the original many-body
    problem
  • But the proofs suggest(ed) the next step

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Kohn-Sham Ansatz
  • If you dont like the answer, change the
    question
  • Replace the original interacting-particle problem
    with a different problem more easily solved
  • Kohn-Sham auxiliary systemnon-interacting
    electrons assumed to have the same density as
    the interacting system

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Auxiliary System
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  • Replace interacting problem with auxiliary
    non-interacting problem
  • Each term in figure is uniquely relatedto each
    other term!
  • The ansatz has been shown to be fulfilled in
    several simple cases but not in general
  • We will proceed assuming the ansatz is justiified

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Negative energyelectron positive hole
Kinetic energypositive
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Exchange-correlation hole in homogeneous
electron gas
  • Exchange dominates at high density (small rs)
  • Correlation dominates at low density (large rs)

Gori-Giorgi, Sacchetti and Bachelet,PRB 61, 7353
(2000).
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Exchange hole in Ne atom
Gunnarsson, et al, PRB 20, 3136 (79).
  • Spherical average close to LDA!

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Exchange hole in Si Crystal
  • VariationalMonte Carlo

Hood, et al, PRB 57, 8972(98).
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Examples of Results
  • Hydrogen molecules - using the LSDA (from O.
    Gunnarsson)

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Examples of Results
  • Phase transformations of Si, Ge
  • from Yin and Cohen (1982)
    Needs and Mujica (1995)

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Graphite vs Diamond
  • A very severe test
  • Fahy, Louie, Cohen calculated energy along a path
    connecting the phases
  • Most important - energy of graphite and diamond
    essentially the same!

0. 3 eV/atom barrier
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Less compressible than Diamond
  • Bulk Modulus B (Gpa) Exp Th
    (LDA)C 444 467Os 462 444

Cynn, et al, PRL March 14 (2002)
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Phonons - LDA and GGA
Baroni, et al, RMP 73, 515 (2000).
  • Calculated by response function method

LDA
GGA
Exp
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The Band Gap Problem
  • Often said that the eigenvalues have no meaning
    just Lagrange multipliers
  • Energy to add or subtract an electron in the
    non-interacting system - not an excitation energy
    of the interacting system
  • Naïve use of the eigenvalues as exciation
    energies is the famous band gap problem
  • To understand the effcets we first examine the
    potential

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Exchange potential in atoms
  • 2-electron systems
  • LDA Vxc is too shallow

Almbladh and Pedroza, PR A 29, 2322 (84).
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The Band Gap Problem
  • Excitations are NOT well-predicted by the
    standard LDA, GGA forms of DFT

The Band Gap Problem
Orbital dependent DFT is more complicated but
gives improvements - treat exchange better,
e.g, Exact Exchange
Ge is a metal in LDA!
M. Staedele et al, PRL 79, 2089 (1997)
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Status of Band Gap Problem
  • It should be possible to calculate all excitation
    energies from the Kohn-Sham approach
  • But not clear how close Kohn-Sham eigenvalues
    should be to true excitation energies
  • Not clear how much of the band gap problem is
    due to approximate functionals
  • Size of derivative discontinuity?

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Locality and Linear Scaling
  • DFT provides a fundamental basis for
    nearsightedness (W. Kohn) -- if properties in a
    region are determined only by densities in a
    neighborhood -- so that an Order N method must
    be possible
  • Used, e.g., by W. Yang in his divide and conquer
    method
  • Orbital picture in Kohn-Sham method provides the
    concrete methods

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Linear Scaling Order-N Methods
  • Computational complexity N number of atoms
    (Current methods scale as N2 or N3)
  • Divide and Conquer
  • Greens Function
  • Fermi Operator Expansion
  • Density matrix purification
  • Generalized Wannier Functions
  • Spectral Telescoping(Review by S. Goedecker in
    Rev Mod Phys)

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Example of Our workPrediction of Shapes of Giant
Fullerenes
S. Itoh, P. Ordejon, D. A. Drabold and R. M.
Martin, Phys Rev B 53, 2132 (1996).See also C.
Xu and G. Scuceria, Chem. Phys. Lett. 262, 219
(1996).
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Simulations of DNA with the SIESTA code
  • Machado, Ordejon, Artacho, Sanchez-Portal, Soler
  • Self-Consistent Local Orbital O(N) Code
  • Relaxation - 15-60 min/step ( 1 day with
    diagonalization)

Iso-density surfaces
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Conclusions - I
  • DFT is a general approach to interacting
    many-body problems Kohn-Sham approach makes it
    feasible
  • Ground state properties are predicted with
    remarkable success by LDA and GGAs. Structures,
    phonons (5), .
  • Excitations are NOT well-predicted by the LDA,
    GGA approximations The Band Gap
    Problem Orbital dependant functionals
    increase the gaps - agree better with
    experiment Derivative discontinuity
    natural in orbital functionals

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Conclusions - II
  • Locality inherent for properties of a region that
    depend only on the density in a
    neighborhood Forces, stress, .. Order N
    linear scaling method should be possible
  • Density matrix shows the locality in the quantum
    system Several feasible methods for insulators
  • Carries over to interacting many-body system
  • Some propreties are not local in real
    space Fermi surface of a metal, etc. But states
    near Fermi energy have universal behavior that
    should make linear scaling possible
  • When is the functional an extremely non-local
    functional of the density? A polarized
    insulator, where the Kohn-Sham theory must be
    fundamentally revised
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