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Hybrid functionals

Hybrid functionals is a mathematics topic covered in the lgStudy science library. This page brings together a partial reference excerpt, illustrations, worked examples, real-world applications and a short study plan, so you can understand Hybrid functionals rather than just read about it. In short: Hybrid functionals are a class of approximations to the exchange–correlation energy functional in density functional theory (DFT) that incorporate a portion of exact exchange from Hartree–Fock theory with the rest of the exchange–correlation energy from other sources (ab initio or empirical). The exact exchange energy functional is expressed in terms of the Kohn–Sham orbitals rather than the density, so is termed an…

Key takeaways

  • Hybrid functionals belongs to mathematics; place it in that map before memorising details.
  • Learn the definition first, then one example that makes the definition concrete.
  • Connect Hybrid functionals to a quantity you can measure, compute or draw — that is where exam questions come from.
  • Reproduce the core statement of Hybrid functionals from memory before moving on to harder problems.

Reference excerpt

Hybrid functionals are a class of approximations to the exchange–correlation energy functional in density functional theory (DFT) that incorporate a portion of exact exchange from Hartree–Fock theory with the rest of the exchange–correlation energy from other sources (ab initio or empirical). The exact exchange energy functional is expressed in terms of the Kohn–Sham orbitals rather than the density, so is termed an implicit density functional. One of the most commonly used versions is B3LYP, which stands for "Becke, 3-parameter, Lee–Yang–Parr".

Origin The hybrid approach to constructing density functional approximations was introduced by Axel Becke in 1993. Hybridization with Hartree–Fock (HF) exchange (also called exact exchange) provides a simple scheme for improving the calculation of many molecular properties, such as atomization energies, bond lengths and vibration frequencies, which tend to be poorly described with simple "ab initio" functionals.

Method A hybrid exchange–correlation functional is usually constructed as a linear combination of the Hartree–Fock exact exchange functional

E x HF = − 1 2 ∑ i , j ∬ ψ i ∗ ( r 1 ) ψ j ∗ ( r 2 ) 1 r 12 ψ j ( r 1 ) ψ i ( r 2 ) d r 1 d r 2 {\displaystyle E_{\text{x}}^{\text{HF}}=-{\frac {1}{2}}\sum _{i,j}\iint \psi _{i}^{*}(\mathbf {r} _{1})\psi _{j}^{*}(\mathbf {r} _{2}){\frac {1}{r_{12}}}\psi _{j}(\mathbf {r} _{1})\psi _{i}(\mathbf {r} _{2})\,d\mathbf {r} _{1}\,d\mathbf {r} _{2}}

and any number of exchange and correlation explicit density functionals. The parameters determining the weight of each individual functional are typically specified by fitting the functional's predictions to experimental or accurately calculated thermochemical data, although in the case of the "adiabatic connection functionals" the weights can be set a priori.

B3LYP For example, the popular B3LYP (Becke, 3-parameter, Lee–Yang–Parr) exchange-correlation functional is

E xc B3LYP = ( 1 − a ) E x LSDA + a E x HF + b △ E x B + ( 1 − c ) E c LSDA + c E c LYP , {\displaystyle E_{\text{xc}}^{\text{B3LYP}}=(1-a)E_{\text{x}}^{\text{LSDA}}+aE_{\text{x}}^{\text{HF}}+b\vartriangle E_{\text{x}}^{\text{B}}+(1-c)E_{\text{c}}^{\text{LSDA}}+cE_{\text{c}}^{\text{LYP}},}

where a = 0.20 {\displaystyle a=0.20} , b = 0.72 {\displaystyle b=0.72} , and c = 0.81 {\displaystyle c=0.81} . E x B {\displaystyle E_{\text{x}}^{\text{B}}} is a generalized gradient approximation: the Becke 88 exchange functional and the correlation functional of Lee, Yang and Parr for B3LYP, and E c LSDA {\displaystyle E_{\text{c}}^{\text{LSDA}}} is the VWN (Vosko, Wilk, and Nusair 1980 Correlation functional) local spin density approximation to the correlation functional. The three parameters defining B3LYP have been taken without modification from Becke's original fitting of the analogous B3PW91 functional to a set of atomization energies, ionization potentials, proton affinities, and total atomic energies.

PBE0 The PBE0 functional mixes the Perdew–Burke–Ernzerhof (PBE) exchange energy and Hartree–Fock exchange energy in a set 3:1 ratio, along with the full PBE correlation energy:

E xc PBE0 = 1 4 E x HF + 3 4 E x PBE + E c PBE , {\displaystyle E_{\text{xc}}^{\text{PBE0}}={\frac {1}{4}}E_{\text{x}}^{\text{HF}}+{\frac {3}{4}}E_{\text{x}}^{\text{PBE}}+E_{\text{c}}^{\text{PBE}},}

… excerpt ends here. Continue reading the full article.

Worked examples

Example 1 — a first encounter with Hybrid functionals

Start with the simplest possible case. Write down what Hybrid functionals claims or describes in one sentence, then invent the smallest concrete situation in which that sentence is true. In mathematics, the smallest case is usually a single object, a single equation or a single measurement. Check that every symbol or term in your sentence has a meaning in that case.

Example 2 — changing one variable

Take the situation from Example 1 and change exactly one quantity: double it, halve it, or set it to zero. Predict what should happen to Hybrid functionals before you calculate. Comparing your prediction with the result is the fastest way to find out whether you understand the idea or only the words.

Example 3 — an exam-style question

Typical questions about Hybrid functionals ask you to (a) state it precisely, (b) apply it to given data, and (c) explain a limitation. Practise writing all three answers in under five minutes; the third part is what separates a full-mark answer from an average one.

Applications of Hybrid functionals

In research
Hybrid functionals appears in mathematics research whenever the underlying quantities have to be modelled precisely. Papers usually cite it as a starting assumption and then explore where it breaks down.
In technology and industry
Engineering practice reuses Hybrid functionals in design rules, simulations and safety margins. Knowing the idea lets you read a specification sheet and understand why the numbers look the way they do.
In the classroom
Hybrid functionals is common in secondary-school and first-year university syllabi. It links to neighbouring topics Density functional theory, so understanding it makes those chapters shorter.
In everyday life
Look for Hybrid functionals outside the textbook — in sport, cooking, traffic, electronics or the sky above you. An example you found yourself is remembered far longer than one you were given.
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How to study Hybrid functionals in 20 minutes

  1. Read the reference excerpt below once, without taking notes.
  2. Close the page and write down what Hybrid functionals means in your own words.
  3. Compare your version with the excerpt and mark what you missed.
  4. Work through the three examples above with pen and paper.
  5. Explain Hybrid functionals out loud to somebody else — or to Teacher Smith in the lgStudy chat.

Frequently asked questions

What is Hybrid functionals in simple terms?

Hybrid functionals are a class of approximations to the exchange–correlation energy functional in density functional theory (DFT) that incorporate a portion of exact exchange from Hartree–Fock theory with the rest of the exchange–correlation energy from other sources (ab initio or empirical). The e…

Why does Hybrid functionals matter?

Because it connects several mathematics ideas at once: it gives you a definition you can apply, a quantity you can calculate, and a way to check whether a result is plausible.

How should I study Hybrid functionals?

Read the excerpt, restate it from memory, then work through the examples and applications listed on this page. The five-step study plan above takes about twenty minutes.

What does this page cover?

It gives you a compact reference excerpt plus original lgStudy explanations, examples, applications and study material on Hybrid functionals.

Tags

  • Density functional theory

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