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Vertex model

Vertex model 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 Vertex model rather than just read about it. In short: A vertex model is a type of statistical mechanics model in which the Boltzmann weights are associated with a vertex in the model (representing an atom or particle). This contrasts with a nearest-neighbour model, such as the Ising model, in which the energy, and thus the Boltzmann weight of a statistical microstate is attributed to the bonds connecting two neighbouring particles.

Vertex model — main illustration
Vertex model — illustration

Key takeaways

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

Reference excerpt

A vertex model is a type of statistical mechanics model in which the Boltzmann weights are associated with a vertex in the model (representing an atom or particle). This contrasts with a nearest-neighbour model, such as the Ising model, in which the energy, and thus the Boltzmann weight of a statistical microstate is attributed to the bonds connecting two neighbouring particles. The energy associated with a vertex in the lattice of particles is thus dependent on the state of the bonds which connect it to adjacent vertices. It turns out that every solution of the Yang–Baxter equation with spectral parameters in a tensor product of vector spaces V ⊗ V {\displaystyle V\otimes V} yields an exactly-solvable vertex model.

Although the model can be applied to various geometries in any number of dimensions, with any number of possible states for a given bond, the most fundamental examples occur for two dimensional lattices, the simplest being a square lattice where each bond has two possible states. In this model, every particle is connected to four other particles, and each of the four bonds adjacent to the particle has two possible states, indicated by the direction of an arrow on the bond. In this model, each vertex can adopt 2 4 {\displaystyle 2^{4}} possible configurations. The energy for a given vertex can be given by ε i j k ℓ {\displaystyle \varepsilon _{ij}^{k\ell }} , with the state of the lattice being an assignment of a state of each bond, and the total energy of the state being the sum of the vertex energies. As the energy is often divergent for an infinite lattice, the model is studied for a finite lattice as the lattice approaches infinite size. Periodic or domain wall boundary conditions may be imposed on the model.

Discussion For a given state of the lattice, the Boltzmann weight can be written as the product over the vertices of the Boltzmann weights of the corresponding vertex states

exp ⁡ ( − β ε ( state ) ) = ∏ vertices exp ⁡ ( − β ε i j k ℓ ) {\displaystyle \exp(-\beta \varepsilon ({\mbox{state}}))=\prod _{\mbox{vertices}}\exp(-\beta \varepsilon _{ij}^{k\ell })}

where the Boltzmann weights for the vertices are written

R i j k ℓ = exp ⁡ ( − β ε i j k ℓ ) {\displaystyle R_{ij}^{k\ell }=\exp(-\beta \varepsilon _{ij}^{k\ell })} , and the i, j, k, l range over the possible statuses of each of the four edges attached to the vertex. The vertex states of adjacent vertices must satisfy compatibility conditions along the connecting edges (bonds) in order for the state to be admissible. The probability of the system being in any given state at a particular time, and hence the properties of the system are determined by the partition function, for which an analytic form is desired.

Z = ∑ states exp ⁡ ( − β ε ( state ) ) {\displaystyle \mathbb {Z} =\sum _{\mbox{states}}\exp(-\beta \varepsilon ({\mbox{state}}))}

where β = 1/kT, T is temperature and k is the Boltzmann constant. The probability that the system is in any given state (microstate) is given by

exp ⁡ ( − β ε ( state ) ) Z {\displaystyle {\frac {\exp(-\beta \varepsilon ({\mbox{state}}))}{\mathbb {Z} }}}

so that the average value of the energy of the system is given by

⟨ ε ⟩ = ∑ states ε exp ⁡ ( − β ε ) ∑ states exp ⁡ ( − β ε ) = k T 2 ∂ ∂ T ln ⁡ Z {\displaystyle \langle \varepsilon \rangle ={\frac {\sum _{\mbox{states}}\varepsilon \exp(-\beta \varepsilon )}{\sum _{\mbox{states}}\exp(-\beta \varepsilon )}}=kT^{2}{\frac {\partial }{\partial T}}\ln \mathbb {Z} }

In order to evaluate the partition function, firstly examine the states of a row of vertices.

The external edges are free variables, with summation over the internal bonds. Hence, form the row partition function

… excerpt ends here. Continue reading the full article.

Illustrations

Vertex model: A 2-dimensional vertex model
A 2-dimensional vertex model
Vertex model: A vertex in the square lattice vertex model
A vertex in the square lattice vertex model
Vertex model: A row of vertices in the square lattice vertex model
A row of vertices in the square lattice vertex model
Vertex model: Two rows of vertices in the square lattice vertex model
Two rows of vertices in the square lattice vertex model

Worked examples

Example 1 — a first encounter with Vertex model

Start with the simplest possible case. Write down what Vertex model 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 Vertex model 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 Vertex model 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 Vertex model

In research
Vertex model 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 Vertex model 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
Vertex model is common in secondary-school and first-year university syllabi. It links to neighbouring topics Lattice models, Statistical mechanics, so understanding it makes those chapters shorter.
In everyday life
Look for Vertex model 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 Vertex model in 20 minutes

  1. Read the reference excerpt below once, without taking notes.
  2. Close the page and write down what Vertex model 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 Vertex model out loud to somebody else — or to Teacher Smith in the lgStudy chat.

Frequently asked questions

What is Vertex model in simple terms?

A vertex model is a type of statistical mechanics model in which the Boltzmann weights are associated with a vertex in the model (representing an atom or particle). This contrasts with a nearest-neighbour model, such as the Ising model, in which the energy, and thus the Boltzmann weight of a statis…

Why does Vertex model 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 Vertex model?

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 Vertex model.

Tags

  • Lattice models
  • Statistical mechanics

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