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Maximally localized Wannier functions: Theory and applications

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21<br />

Energy (eV)<br />

-10<br />

-15<br />

Carbon s-orbital Carbon p x -orbital Carbon p y -orbital<br />

isosurface = +/- 0.04 isosurface = +/- 0.04 isosurface = +/- 0.04<br />

15<br />

10<br />

5<br />

0<br />

-5<br />

Γ<br />

Graphite σ bonding-b<strong>and</strong>s<br />

K<br />

M<br />

Γ A<br />

L<br />

H<br />

A<br />

E 2<br />

E 1<br />

E 0<br />

Carbon sp 2 -bond orbital<br />

isosurface = +/- 0.1<br />

FIG. 11 (Color online) Bottom left panel: The b<strong>and</strong> structure<br />

of graphite as calculated with a full N th -order muffin-tin<br />

orbital (NMTO) s, p, d basis (black), or with an s, p x, <strong>and</strong><br />

p y orbital on every second carbon atom (lighter (red) b<strong>and</strong>s).<br />

Bottom right panel: one of the sp 2 bond orbitals which arise<br />

by symmetrical orthonormalization of the s, p x, <strong>and</strong> p y orbitals<br />

(top panels). The energy meshes used for each calculation<br />

are given to the right of the b<strong>and</strong> structure. From Zurek<br />

et al. (2005).<br />

was found that both schemes gave essentially identical<br />

orbitals.<br />

C. Comparative discussion<br />

At this point it is worth commenting briefly on some<br />

of the advantages <strong>and</strong> disadvantages of various choices of<br />

WFs. We emphasize once again that no choice of WFs,<br />

whether according to maximal localization or other criteria,<br />

can be regarded as “more correct” than another.<br />

Because WFs are intrinsically gauge-dependent, it is impossible,<br />

even in principle, to determine the WFs experimentally.<br />

By the same token, certain properties obtained<br />

from the WFs, such as the dipole moments of molecules<br />

in condensed phases (see Sec. V.B.3), must be interpreted<br />

with caution. The measure of a WF construction procedure<br />

is, instead, its usefulness in connection with theoretical<br />

or computational manipulations.<br />

Where the WFs are to be used as basis <strong>functions</strong><br />

for <strong>Wannier</strong> interpolation (Sec. VI) or other purposes<br />

(Sec. VII), some variety of maximally <strong>localized</strong> WFs are<br />

probably most natural both because the real-space matrix<br />

elements can be restricted to relatively near neighbors,<br />

<strong>and</strong> because Fourier-transformed quantities become<br />

relatively smooth in k space. However, in cases in which<br />

the set of MLWFs does not preserve the space-group symmetry,<br />

it may be better to insist on symmetry-preserving<br />

WFs even at the expense of some delocalization (see also<br />

the discussion in Sec. II.I.1). In this way, properties<br />

computed from the WFs, such as interpolated b<strong>and</strong>structures,<br />

will have the correct symmetry properties. When<br />

using WFs to interpret the nature of chemical bonds, as<br />

in Sec. IV, the results may depend to some degree on<br />

the choice of WF construction method, <strong>and</strong> the optimal<br />

choice may in the end be a matter of taste.<br />

D. Non-orthogonal orbitals <strong>and</strong> linear scaling<br />

In recent years there has been much progress in the<br />

development of practical linear-scaling methods for electronic<br />

structure calculations, that is, methods in which<br />

the computational cost of the calculation grows only<br />

linearly with the size of the system. The fundamental<br />

principle behind such approaches is the fact that<br />

electronic structure is inherently local (Heine, 1980), or<br />

‘nearsighted’ (Kohn, 1996). This manifests itself in the<br />

exponential localization of the WFs in insulators (discussed<br />

in Sec. II.G) <strong>and</strong>, more generally, in the localization<br />

properties of the single-particle density matrix<br />

ρ(r, r ′ ) = ⟨r|P |r ′ ⟩ =<br />

V<br />

(2π)<br />

∫BZ<br />

3 dk ∑ f nk ψ nk (r)ψnk(r ∗ ′ ),<br />

n<br />

(73)<br />

where, following Janak (1978), the projection operator<br />

P of Eq. (5) has been generalized to the case of fractional<br />

eigenstate occupancies f nk . The quantity ρ(r, r ′ )<br />

has been shown to decay exponentially as exp(−γ|r−r ′ |)<br />

in insulators <strong>and</strong> semiconductors, where the exponent γ<br />

can be heuristically related to the direct b<strong>and</strong> gap of<br />

the system (des Cloizeaux, 1964a; Ismail-Beigi <strong>and</strong> Arias,<br />

1999; Taraskin et al., 2002). It has also been shown to<br />

take the same form in metals at finite temperature, 9 but<br />

with γ determined by the ratio between the thermal energy<br />

k B T <strong>and</strong> the Fermi velocity (Goedecker, 1998).<br />

Exponential localization may seem a surprising result<br />

given that the Bloch eigenstates extend across the entire<br />

system. Expressing the density matrix in terms of WFs<br />

using Eq. (10), we find<br />

ρ(r, r ′ ) = ∑ ∑<br />

w iR (r)K ij (R ′ − R)wjR ∗ ′(r′ ), (74)<br />

ij RR ′<br />

where we have defined the density kernel 10<br />

K ij (R) =<br />

V<br />

(2π) 3 ∫BZ<br />

dk e −ik·R ∑ n<br />

[U (k)† ] in f nk [U (k) ] nj ,<br />

(75)<br />

9 For metals at zero temperature, the discontinuity in occupancies<br />

as a function of k results in the well-known algebraic decay of<br />

the density matrix.<br />

10 This term was, to the best of our knowledge, first used by<br />

McWeeny (1960).

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