Methods of Calculating Energy Bands Alt reference: Ashcroft Ch.10-11

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Presentation transcript:

Methods of Calculating Energy Bands Alt reference: Ashcroft Ch.10-11 Sommerfeld (1927) GW approx. (1965) Tight Binding (1954) Wannier function (1937) Fireball (ab-initio DFT) DFT (1964) Timeline is likely incomplete. This is my attempt to put things in perspective. Others: Kohn–Sham eqs (1965) GW uses Green’s function. The GWA with W replaced by the bare Coulomb yields nothing other than the Hartree–Fock exchange potential (self-energy). Therefore, loosely speaking, the GWA represents a type of dynamically screened Hartree–Fock self-energy. Hubbard: the simplest model of interacting particles in a lattice, with only two terms in the Hamiltonian: a kinetic term allowing for tunneling ('hopping') of particles between sites of the lattice and a potential term consisting of an on-site interaction. The Hubbard model is a good approximation for particles in a periodic potential at sufficiently low temperatures that all the particles are in the lowest Bloch band, as long as any long-range interactions between the particles can be ignored. If interactions between particles on different sites of the lattice are included, the model is often referred to as the 'extended Hubbard model'. The model was originally proposed (in 1963) to describe electrons in solids and has since been the focus of particular interest as a model for high-temperature superconductivity. For electrons in a solid, the Hubbard model can be considered as an improvement on the tight-binding model, which includes only the hopping term. kp (1955) Drude (1900) LCAO (1928) Hubbard (1963): Simplest interacting particles Muffin-tin approx. (1947) Recently, more of a focus on computational implementation and accuracy Schrödinger equation (1925) Kroniq-Penney (1931)

The Independent Electron (e-) Approximation & Sch. Equation An independent SE for each e- is simplification The ind. e- approx. however doesn’t ignore all U(r)=periodic potential + periodic interactions To know U(r) with interactions, you need  To know , you need U(r) What to do? Guess U(r), use to solve  Then what? Use to get better guess of U(r), repeat same Simply by writing down a separate S.E. for each electron we’ve already made a huge simplification of many interacting electrons. In reality, each electron cannot be described by a wave function determined by a single particle Schrodinger equation, independent of all others. When you get the same result back, it’s call self consistency This method is quite sensitive to your original guess. You can get different answers with different guesses. See page 193 for an example.

Generalizations to all Methods Except with the simplest 1D examples, the S. E. cannot be solved exactly All methods require approximations And high speed computing! Thus the type of approximations people have tried has been limited by computing techniques and computing power Focus on higher energy bands as tight binding is pretty good for lower bands

Hexagonal lattice The Cellular Method (1934) First iterative approach was the cellular method by Wigner and Seitz (know that name?) Since we have periodicity, it is enough to solve the S.E. within a single primitive cell Co The wavefunction in other cell is then  is a sum over spherical harmonics, need BCs Computationally challenging to solve B.C.s Results in potential with discontinuous derivative at cell boundary Draw coulomb potential on board and discuss how it looks from a top view. Draw lines. First figure comes in after 2, other figure last Radial part R as a function of radius r and energy

Muffin-tin potential Solves both complaints of the last method: One way to make sure continuous is set to 0! U(r)=V(|r-R|), when |r-R|  ro (the core region) =V(ro)=0, when |r-R|  ro (interstitial region) ro is less than half of the nearest neighbor distance Potential derivative still discontinuous but at location that isn’t as problematic Of course you are just moving your discontinuous derivative problem, but maybe to better spot?

How to deal with a discontinuous derivative (but continuous ) Best to use variational principle rather than S.E. E[k] is the energy of (k) of the level k figure: By taking different starting potentials, you can get different results Drawback: Different starting potentials can give different results

Two methods use the muffin tin potential Augmented Plane-Wave method (APW) In the interstitial region k,=eikr In the atomic region, k, satisfies S.E. Only k dependence is in the interstitial region In interstitial region: Thousands of APWs can be used Due to Slater

Another approach using Muffin tin The other method is called the Green’s function approach or the Korringa, Kohn, and Rostoker (KKR) method Formulation seems very different, but it has been established that the methods yield the same results using the same potential

Orthogonalized plane wave method (OPW) Good if don’t want a doctored potential Orthogonalized plane waves defined as: Core levels needed (generally tight binding) Constants bc determined by orthogonality This implies Second term small in interstitial region So close to a plane wave in interstitial region Since core wave functions and plane wave e^ikr satisfy Bloch condition, so will OPW wavefunction

Pseudopotential Method Began as an extension of OPW If we act H on In the outer region, this gives ~ free energy What goes on in core is largely irrelevant to the energy, so let’s just ignore it U(r)=0 , when r  Re (the core region) =-e2/r, when r  Re (interstitial region)

Pseudopotential Method Calculation of band structure depends only on the Fourier components of the pseudopotential at the reciprocal lattice vectors (edges of the BZ). Usually, only a few values of U are needed Constants from models or fits to optical measurements of reflectance and absorption Great predictive value for new compounds Often possible to calculate band structures, cohesive energy, lattice constants and bulk moduli from first principles Not sure there is time for this, so pushing it behind the summary

k·p Theory Nearly free e-’s Large overlap Wave functions ~ plane waves Assume energy is unchanged and solve for 1st order correction Tight-binding/LCMO Assume some electrons indep. of each other Linear combination of Wannier functions = unperturbed atomic orbital k·p Theory Useful for understanding interactions between bands Critical points of BZ have specific properties. If critical point energies are known, treat nearby points as critical energy plus perturbation Electron correlation=electron-electron interactions Pseudopotential Method includes Coulomb repulsion & Pauli exclusion. No exact way to calculate V(r), guess and iterate. Valence bands->charge density=ѱ*ѱ->V’ Density functional theory (DFT) takes into account Coulomb, exchange and correlation energies of electrons. Guess and iterate. Gives good bandstructure.

k○p Theory Most holes (electrons) spend most of their time near the top (bottom) of the valence (conduction) band so properties nearby these points important

k○p Theory Based on perturbation theory Most holes (electrons) spend most of their time near the top (bottom) of the valence (conduction) band so properties nearby these points important Based on perturbation theory V~ is the periodic potential (of the lattice), and VU is the confinement potential V0 and x0 are some arbitrary positive constants. If VU is small, then the solutions to the S.E. are of the Bloch form:

Essense of k○p Theory E’k Reference in notes Plug Bloch into S.E. After lots of manipulation: When we plug in the Bloch wavefunction, we can write the Schrodinger equation in this form. E’k In some past classes, I’ve done the math on the board to show the kdotp term but I don’t really think it helped, so I’m just giving it here. When we plug in the Bloch wavefunction, we can write the Schrodinger equation in this form. Honestly, kind of a pain to show, see original paper: http://journals.aps.org/pr/pdf/10.1103/PhysRev.97.869

k·p Theory Nearly free e-’s Large overlap Wave functions ~ plane waves Assume energy is unchanged and solve for 1st order correction Tight-binding/LCMO Assume some electrons indep. of each other Linear combination of Wannier functions = unperturbed atomic orbital k·p Theory Useful for understanding interactions between bands Critical points of BZ have specific properties. If critical point energies are known, treat nearby points as critical energy plus perturbation Electron correlation=electron-electron interactions Good overview of DFT in this thesis: http://yclept.ucdavis.edu/Theses/Erik.thesis.pdf “In spite of DFT’s successes, there exists a growing class of materials for which DFT fails to adequately describe, even qualitatively. Most of these materials contain localized d and f electrons whose contributions to exchange and correlation are not accurately computed in the commonly used local density approximation.”…” A variety of approaches have been developed for overcoming the shortcomings of DFT. The most basic method is the LDA+U method, where to the DFT functional is added an orbital-dependent interaction term characterized by an energy scale U, the screened Coulomb interaction between the correlated orbitals. This method has worked well in describing several materials which fall into a class of materials termed Mott insulators. The high temperature superconducting cuprates are among the most well known successes of LDA+U.”…” LDA+U, being the most basic approximation to many-body effects, has some notable failures. It is certainly not expected to adequately describe a system which is not a good Mott insulator, or at least such a description with LDA+U is questionable at best.” Pseudopotential Method includes Coulomb repulsion & Pauli exclusion. No exact way to calculate V(r), guess and iterate. Valence bands->charge density=ѱ*ѱ->V’ Density functional theory (DFT) takes into account Coulomb, exchange and correlation energies of electrons. Guess and iterate. Gives good bandstructure.

Basics of DFT-LDA (+U) DFT’s failures: Materials containing localized d and f electrons whose contributions to exchange and correlation are not accurately computed in the commonly used local density approximation. Most basic fix is LDA+U, where to the DFT functional is added an orbital-dependent interaction term characterized by an energy scale U, the screened Coulomb interaction between the correlated orbitals. Success = the high temperature superconducting cuprates. LDA+U’s notable failures. While there are exceptions, it is not expected to adequately describe a system which is not a good insulator. Local-density approximations (LDA) are a class of approximations to the exchange–correlation energy functional in density functional theory (DFT) that depend solely upon the value of the electronic density at each point in space. Technically, not a good Mott insulator, but haven’t discussed that yet (hope to get to it in rest of semiconductor stuff)

Dynamical Mean Field Theory (Tudor) DMFT (or LDA+DMFT) goes beyond LDA+U by allowing the interaction potential of the correlated orbitals to be energy (frequency) dependent. This frequency dependent potential, or self-energy, is computed for the correlated orbitals only using many-body techniques within an accurate impurity solver. This calculation can be done as accurately as one desires, and it is significantly cheaper in CPU time than solving a full many-body problem Could make analogy with Einstein vs Debye models in phonon calculations.