LibraryThe Kohn-Sham Equations and Exchange-Correlation Functionals

The Kohn-Sham Equations and Exchange-Correlation Functionals

Learn about The Kohn-Sham Equations and Exchange-Correlation Functionals as part of Advanced Materials Science and Computational Chemistry

The Kohn-Sham Equations and Exchange-Correlation Functionals in DFT

Density Functional Theory (DFT) is a powerful quantum mechanical method used to investigate the electronic structure of materials. At its heart lies the Kohn-Sham (KS) scheme, which transforms the intractable many-body problem into a solvable problem of non-interacting electrons moving in an effective potential. This section delves into the core of this transformation: the Kohn-Sham equations and the crucial role of exchange-correlation functionals.

The Kohn-Sham Ansatz

The fundamental theorem of DFT states that the ground-state properties of a system are uniquely determined by its ground-state electron density, ρ(r)\rho(r). However, directly solving the Schrödinger equation for a many-electron system is computationally prohibitive. The Kohn-Sham ansatz provides a clever workaround by introducing a fictitious system of non-interacting electrons that has the same ground-state density as the real, interacting system. This allows us to use single-particle equations, similar to the Hartree-Fock method, but with an effective potential that accounts for all the complex many-body interactions.

The Kohn-Sham equations map a complex interacting system to a simpler non-interacting one with the same electron density.

The Kohn-Sham scheme introduces a fictitious system of non-interacting electrons that mimics the density of the real, interacting system. This allows us to use single-particle equations.

The Kohn-Sham (KS) scheme proposes that there exists a set of non-interacting electrons moving in an effective potential, vKS(r)v_{KS}(r), such that their ground-state density, ρKS(r)\rho_{KS}(r), is identical to the ground-state density of the real, interacting system, ρreal(r)\rho_{real}(r). The kinetic energy of this non-interacting system, Ts[ρ]T_s[\rho], is then used as an approximation for the kinetic energy of the real system. The total energy functional is written as E[ρ]=Ts[ρ]+Eext[ρ]+EH[ρ]+Exc[ρ]E[\rho] = T_s[\rho] + E_{ext}[\rho] + E_H[\rho] + E_{xc}[\rho], where EextE_{ext} is the external potential energy, EHE_H is the Hartree (classical electrostatic repulsion) energy, and ExcE_{xc} is the exchange-correlation energy.

The Kohn-Sham Equations

By applying the variational principle to the Kohn-Sham energy functional, we arrive at a set of single-particle Schrödinger-like equations for the fictitious non-interacting electrons. These are the Kohn-Sham equations:

The Kohn-Sham equations are: (22m2+vKS(r))ϕi(r)=ϵiϕi(r)\left(-\frac{\hbar^2}{2m}\nabla^2 + v_{KS}(r)\right)\phi_i(r) = \epsilon_i\phi_i(r). Here, ϕi(r)\phi_i(r) are the Kohn-Sham orbitals, and ϵi\epsilon_i are their corresponding orbital energies. The effective potential vKS(r)v_{KS}(r) is given by vKS(r)=vext(r)+vH(r)+vxc(r)v_{KS}(r) = v_{ext}(r) + v_H(r) + v_{xc}(r). The term vext(r)v_{ext}(r) is the external potential (e.g., from atomic nuclei), vH(r)v_H(r) is the Hartree potential (classical electron-electron repulsion), and vxc(r)v_{xc}(r) is the exchange-correlation potential, which is the functional derivative of the exchange-correlation energy with respect to the density: vxc(r)=δExc[ρ]δρ(r)v_{xc}(r) = \frac{\delta E_{xc}[\rho]}{\delta \rho(r)}. The electron density is then constructed from the occupied KS orbitals: ρ(r)=i=1Nϕi(r)2\rho(r) = \sum_{i=1}^{N} |\phi_i(r)|^2, where N is the number of electrons.

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Exchange-Correlation Functionals: The Heart of DFT Accuracy

The accuracy of DFT calculations hinges entirely on the approximation used for the exchange-correlation energy functional, Exc[ρ]E_{xc}[\rho]. This term encapsulates all the complex quantum mechanical effects of electron exchange and correlation that are not captured by the kinetic energy of the non-interacting system or the Hartree term. Since the exact form of Exc[ρ]E_{xc}[\rho] is unknown for systems with more than one electron, various approximations have been developed, forming a hierarchy often referred to as 'Jacob's Ladder'.

Functional TypeKey IdeaExamples
Local Density Approximation (LDA)Assumes the exchange-correlation energy at a point depends only on the density at that point, as if it were a homogeneous electron gas.SVWN, PZ81
Generalized Gradient Approximation (GGA)Includes the density gradient in addition to the density itself, accounting for inhomogeneity.PBE, BLYP, PW91
Meta-GGAIncludes the kinetic energy density or the Laplacian of the density.TPSS, SCAN
Hybrid FunctionalsMixes a fraction of exact (Hartree-Fock) exchange with GGA or meta-GGA exchange and correlation.B3LYP, PBE0, HSE06

The choice of exchange-correlation functional is critical. LDA is simple but often underestimates bond lengths and overestimates binding energies. GGAs generally improve upon LDA, while meta-GGAs and hybrids offer higher accuracy but at increased computational cost.

Self-Consistency Loop

Solving the Kohn-Sham equations is an iterative process. Since the effective potential vKS(r)v_{KS}(r) depends on the electron density ρ(r)\rho(r), which in turn depends on the KS orbitals ϕi(r)\phi_i(r), the equations must be solved self-consistently. This involves starting with an initial guess for the density, calculating vKS(r)v_{KS}(r), solving the KS equations to obtain new orbitals, constructing a new density from these orbitals, and repeating until the density (and energy) converges.

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Practical Considerations

In practice, DFT calculations are performed using specialized software packages. Understanding the underlying KS equations and the nature of exchange-correlation functionals is crucial for interpreting results, choosing appropriate approximations, and troubleshooting calculations. The trade-off between accuracy and computational cost is a constant consideration in selecting an exchange-correlation functional for a given problem.

Learning Resources

Density Functional Theory (DFT) - Wikipedia(wikipedia)

Provides a broad overview of DFT, its history, fundamental theorems, and common approximations, including Kohn-Sham theory.

Introduction to Density Functional Theory - Materials Science(tutorial)

An interactive tutorial covering the basics of DFT, including the Kohn-Sham equations and the role of functionals, with visual aids.

Kohn-Sham Equations - Quantum ESPRESSO Documentation(documentation)

Details the Kohn-Sham equations as implemented in the Quantum ESPRESSO software package, offering practical context.

Exchange-Correlation Functionals in DFT - A Review(paper)

A comprehensive review article discussing the various types of exchange-correlation functionals and their performance in DFT calculations.

Understanding DFT: The Kohn-Sham Equations(video)

A video explanation of the Kohn-Sham equations, breaking down the concepts for easier comprehension.

The 'Jacob's Ladder' of Density Functionals(paper)

An article that categorizes and explains the hierarchy of DFT exchange-correlation functionals, often referred to as 'Jacob's Ladder'.

Introduction to Density Functional Theory - Lecture Notes(documentation)

Lecture notes providing a solid theoretical foundation for DFT, including detailed derivations of the Kohn-Sham equations.

Practical DFT Calculations - A Guide for Chemists(blog)

A blog post offering practical advice on performing DFT calculations, including selecting appropriate functionals and interpreting results.

The Exchange-Correlation Problem in DFT(video)

A video focusing specifically on the challenges and approximations related to the exchange-correlation functional in DFT.

Computational Materials Science with DFT - Overview(documentation)

A presentation slide deck offering a concise overview of DFT basics, including the Kohn-Sham approach, relevant for computational materials science.