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GW approximation

GW approximation

The GW approximation is a method used in many-body perturbation theory to describe the electronic structure of systems. The usefulness of GW calculations in various systems has been demonstrated in the previous investigation. It improves upon the standard Density Functional Theory (DFT) by including the effects of electron-electron interactions more accurately. This method is well known as a highly predictive method that does not rely on any empirical parameters.

In the GW approximation, the self-energy 𝛴 is expressed as:

𝛴(𝒓1t1,𝒓2t2)=iG(𝒓1t1,𝒓2t2)W(𝒓1t1+,𝒓2t2),

where G and W are one-particle Green's function and screened Coulomb interaction, respectively. The Fourie representation of 𝛴(𝒓1t1,𝒓2t2), 𝛴(𝒓1,𝒓2;𝜔) is represented as follows:

𝛴(𝒓1,𝒓2;𝜔)=i2πd𝜔G(𝒓1,𝒓2;𝜔𝜔)W(𝒓1,𝒓2,𝜔)eiη𝜔,

where η is infinitesimally small positive value.

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Since W has time-inversion symmetry, i.e., W(𝜔)=W(𝜔), the following formula is also used in some textbooks

𝛴(𝒓1,𝒓2;𝜔)=i2πd𝜔G(𝒓1,𝒓2;𝜔+𝜔)W(𝒓1,𝒓2,𝜔)eiη𝜔.

Here,

G(𝒓1,𝒓2;𝜔)=n𝜙n(𝒓1)𝜙n(𝒓2)𝜔𝜀n+iηsgn(𝜀nEF)

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See the Basic for the derivation.

The screened Coulomb interaction W is related to the bare Coulomb interaction v and the dielectric function 𝜖 by:

W(𝒓1,𝒓2,𝜔)=d𝒓3ϵ1(𝒓1,𝒓3;𝜔)v(𝒓3,𝒓2).

In short notation, W(𝜔)=𝜀1(𝜔)v. The dielectric function is connected to the polarization function P, i.e., ϵ=1vP. One of approximation to describe P is known as Rondom phase approximation (RPA). In the RPA, P=Π, where Π is the response function (density correlation function). In the non-intracting system, Π(𝒓1t1,𝒓2t2=G(𝒓1t1,𝒓2t2)G(𝒓2t2,𝒓1t2). In the Fourie representation,

Π(𝒓1,𝒓2;𝜔)=id𝜔2𝜋G(𝒓,𝒓;𝜔+𝜔)G(𝒓,𝒓;𝜔)

The meaning of GW

The GW approximation can be understood as incorporating the screening effect of surrounding electrons into the exchange interaction in Hartree-Fock approach. Note that iGv gives the Fock exchange.

The formula of iGv𝛴x(𝒓1,𝒓2)i2πd𝜔G(𝒓1,𝒓2;𝜔𝜔)v(𝒓1,𝒓2)eiη𝜔=n𝜙n(𝒓1)1|𝒓1𝒓2|𝜙n(𝒓2)i2πd𝜔eiη𝜔𝜔𝜔𝜀n+iηsgn(𝜀nEF)=nocc𝜙n(𝒓1)1|𝒓1𝒓2|𝜙n(𝒓2)

We consider the contour integral in the lower half-plane of the complex 𝜔 plane (as shown in the figure), which includes only the poles of the occupied states. Since eiη𝜔0, the Γ+ in the figure does not contribute to the integral. Therefore, by the residue theorem, the 𝜔 integral is "2𝜋i" for occupied states and 0 for unoccupied states. As a result, expected value of iGv on state n is as follows:

𝜙n|𝛴x(𝒓1,𝒓2)|𝜙n=moccd𝒓1d𝒓2𝜙n(𝒓1)𝜙m(𝒓1)1|𝒓1𝒓2|𝜙m(𝒓2)𝜙n(𝒓2).

This corresponds to the Fock exchange. 積分経路

G0W0 approach

Usually, the GW calculations are used as perturbative corrections to LDA/GGA. Specifically, the eigenvalues and eigenfunctions obtained from LDA/GGA are chosen as the unperturbed states. The Kohn-Sham equation employing LDA/GGA can be written as follows, with the eigenvalues and eigenfunctions denoted as 𝜀n0|𝜙n0:

(𝒑22m+VH+Vext+VxcLDA)|𝜙n0=𝜀n0|𝜙n0

Here, VH+Vext+VxcLDA represents the Hartree potential, the potential due to ions, and the exchange-correlation potential in LDA/GGA, respectively.

From this, the one-body Green's function G0 is calculated as:

G0(𝒓1,𝒓2;𝜔)=n𝜙n0(𝒓1)𝜙n0(𝒓2)𝜔𝜀n0+iηsgn(𝜀n0EF).

Using G0, the polarization function is calculated via the RPA, and the screened Coulomb interaction W0 is obtained. The subscript 0 indicates that these quantities are computed from the unperturbed states.

The quasiparticle energy is determined as:

𝜀n𝜀n0+Zn𝜙n0|𝛴(𝜀n0)VxcLDA|𝜙n0,

where, Zn is the renormalization factor, given by:

Zn=(1Σ(ω)ω|ω=ϵn)1.

Known issue about the GW Approximation

While the GW approximation provides a more accurate description of quasiparticle energies compared to standard Density Functional Theory (DFT), it has several limitations and challenges:

  1. Self-Consistency: Achieving self-consistency in the GW calculations can be difficult. In practice, many calculations use a non-self-consistent approach (G0W0), where G and W are calculated using the DFT orbitals and eigenvalues. This can lead to inaccuracies in the results.

  2. Starting Point Dependence: The results of GW calculations can be sensitive to the choice of the starting point, i.e., the initial DFT functional used to generate the orbitals and eigenvalues. Different starting points can lead to different quasiparticle energies.

  3. Computational Cost: The GW approximation is computationally expensive due to the need to calculate the Green's function G and the screened Coulomb interaction W. This makes it challenging to apply to large systems or complex materials.

  4. Vertex Corrections: The GW approximation neglects vertex corrections, which can be important for accurately describing electron-electron interactions. Including these corrections can improve the accuracy but also increases the computational complexity.

  5. Limited Accuracy for Strongly Correlated Systems: The GW approximation may not be accurate for systems with strong electron correlation effects, such as transition metal oxides or heavy fermion systems. In such cases, more advanced methods like Dynamical Mean Field Theory (DMFT) or GW+DMFT may be required.

Despite these challenges, the GW approximation remains a valuable tool for studying the electronic properties of materials, particularly for systems where electron-electron interactions play a significant role.

For the self-consistency issue:

The issues on Self-Consistency and Starting Point Dependence are overcome by introducing self-consistent scheme. Our implementation of quasi-particle self-consistent GW is one of solution for these issues

For the computational cost issue:

Our code combines an implementation that enables large-scale parallel computing with the use of GPU accelerators, leading to the expansion of the applicable range of materials.