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Maximally localized Wannier functions: Theory and applications

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36<br />

connection A k <strong>and</strong> curvature F k introduced in the previous<br />

subsection (Essin et al., 2009; Qi et al., 2008). The<br />

Chern-Simons magnetoelectric coupling has been evaluated<br />

from first-principles with the help of WFs for both<br />

topological <strong>and</strong> ordinary insulators (Coh et al., 2011).<br />

A careful generalization of Eq. (94) to the case in<br />

which a finite electric field is present has been carried out<br />

by Malashevich et al. (2010) in the <strong>Wannier</strong> representation<br />

using arguments similar to those in Secs. V.A.1 <strong>and</strong><br />

V.C.2, <strong>and</strong> used to derive a complete expression for the<br />

orbital magnetoelectric response, of which the topological<br />

Chern-Simons term is only one contribution (Essin<br />

et al., 2010; Malashevich et al., 2010).<br />

VI. WANNIER INTERPOLATION<br />

Localized <strong>Wannier</strong> <strong>functions</strong> are often introduced in<br />

textbooks as a formally exact <strong>localized</strong> basis spanning a<br />

b<strong>and</strong>, or a group of b<strong>and</strong>s, <strong>and</strong> their existence provides<br />

a rigorous justification for the tight-binding (TB) interpolation<br />

method (Ashcroft <strong>and</strong> Mermin, 1976; Harrison,<br />

1980).<br />

In this section we explore the ways in which WFs can<br />

be used as an exact or very accurate TB basis, allowing<br />

to perform, very efficiently <strong>and</strong> accurately, a number of<br />

operations on top of a conventional first-principles calculation.<br />

The <strong>applications</strong> of this “<strong>Wannier</strong> interpolation”<br />

technique range from simple b<strong>and</strong>-structure plots to the<br />

evaluation of various physical quantities as BZ integrals.<br />

The method is particularly useful in situations where a<br />

very fine sampling of the BZ is required to converge the<br />

quantity of interest. This is often the case for metals, as<br />

the presence of a Fermi surface introduces sharp discontinuities<br />

in k-space.<br />

The <strong>Wannier</strong> interpolation procedure is depicted<br />

schematically in Fig. 25. The actual first-principles calculation<br />

is carried out on a relatively coarse uniform<br />

reciprocal-space mesh q (left panel), where the quantity<br />

of interest f(q) is calculated from the Bloch eigenstates.<br />

The states in the selected b<strong>and</strong>s are then transformed<br />

into WFs, <strong>and</strong> f(q) is transformed accordingly<br />

into F (R) in the <strong>Wannier</strong> representation (middle panel).<br />

By virtue of the spatial localization of the WFs, F (R)<br />

decays rapidly with |R|. Starting from this short-range<br />

real-space representation, the quantity f can now be accurately<br />

interpolated onto an arbitrary point k in reciprocal<br />

space by carrying out an inverse transformation (right<br />

panel). This procedure will succeed in capturing variations<br />

in f(k) over reciprocal lengths smaller than the<br />

first-principles mesh spacing ∆q, provided that the linear<br />

dimensions L = 2π/∆q of the equivalent supercell are<br />

large compared to the decay length of the WFs.<br />

A. B<strong>and</strong>-structure interpolation<br />

The simplest application of <strong>Wannier</strong> interpolation is<br />

to generate b<strong>and</strong>-structure plots. We shall describe the<br />

procedure in some detail, as the same concepts <strong>and</strong> notations<br />

will reappear in the more advanced <strong>applications</strong><br />

to follow.<br />

From the WFs spanning a group of J b<strong>and</strong>s, a set of<br />

Bloch-like states can be constructed using Eq. (4), which<br />

we repeat here with a slightly different notation,<br />

|ψ W nk⟩ = ∑ R<br />

e ik·R |Rn⟩ (n = 1, . . . , J), (97)<br />

where the conventions of Eqs. (12-13) have been adopted.<br />

This has the same form as the Bloch-sum formula in<br />

tight-binding theory, with the WFs playing the role of<br />

the atomic orbitals. The superscript W serves as a reminder<br />

that the states |ψnk W ⟩ are generally not eigenstates<br />

of the Hamiltonian. 15 We shall say that they belong to<br />

the <strong>Wannier</strong> gauge.<br />

At a given k, the Hamiltonian matrix elements in the<br />

space of the J b<strong>and</strong>s is represented in the <strong>Wannier</strong> gauge<br />

by the matrix<br />

H W k,nm = ⟨ψ W kn|H|ψ W km⟩ = ∑ R<br />

e ik·R ⟨0n|H|Rm⟩. (98)<br />

In general this is a non-diagonal matrix in the b<strong>and</strong>-like<br />

indices, <strong>and</strong> the interpolated eigenenergies are obtained<br />

by diagonalization,<br />

]<br />

Hk,nm H =<br />

[U † k HW k U k = δ nmϵ nk . (99)<br />

nm<br />

In the following, it will be useful to view the unitary<br />

matrices U k as transforming between the <strong>Wannier</strong><br />

gauge on the one h<strong>and</strong>, <strong>and</strong> the Hamiltonian (H) gauge<br />

(in which the projected Hamiltonian is diagonal) on the<br />

other. 16 From this point forward we adopt a condensed<br />

notation in which b<strong>and</strong> indices are no longer written explicitly,<br />

so that, for example, Hk,nm H = ⟨ψH kn |H|ψH km ⟩ is<br />

now written as Hk<br />

H = ⟨ψH k |H|ψH k<br />

⟩, <strong>and</strong> matrix multiplications<br />

are implicit. Then Eq. (99) implies that the<br />

transformation law for the Bloch states is<br />

|ψ H k ⟩ = |ψ W k ⟩U k . (100)<br />

15 In Ch. II the rotated Bloch states |ψnk W ⟩ were denoted by | ˜ψ nk ⟩,<br />

see Eq. (8).<br />

16 The unitary matrices U k are related to, but not the same as,<br />

the matrices U (k) introduced in Eq. (8). The latter are obtained<br />

as described in Secs. II.B <strong>and</strong> II.C. In the present terminology,<br />

they transform from the Hamiltonian to the <strong>Wannier</strong> gauge on<br />

the mesh used in the first-principles calculation. Instead, U k<br />

transforms from the <strong>Wannier</strong> to the Hamiltonian gauge on the<br />

interpolation mesh. That is, the matrix U k is essentially an<br />

interpolation of the matrix [ U (k)] † .

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