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Lee–Yang theorem

Lee–Yang theorem 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 Lee–Yang theorem rather than just read about it. In short: In statistical mechanics, the Lee–Yang theorem states that if partition functions of certain models in statistical field theory with ferromagnetic interactions are considered as functions of an external field, then all zeros are purely imaginary (or on the unit circle after a change of variable). The first version was proved for the Ising model by T.

Key takeaways

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

Reference excerpt

In statistical mechanics, the Lee–Yang theorem states that if partition functions of certain models in statistical field theory with ferromagnetic interactions are considered as functions of an external field, then all zeros are purely imaginary (or on the unit circle after a change of variable). The first version was proved for the Ising model by T. D. Lee and C. N. Yang (1952) (Lee & Yang 1952). Their result was later extended to more general models by several people. Asano in 1970 extended the Lee–Yang theorem to the Heisenberg model and provided a simpler proof using Asano contractions. Simon & Griffiths (1973) extended the Lee–Yang theorem to certain continuous probability distributions by approximating them by a superposition of Ising models. Newman (1974) gave a general theorem stating roughly that the Lee–Yang theorem holds for a ferromagnetic interaction provided it holds for zero interaction. Lieb & Sokal (1981) generalized Newman's result from measures on R to measures on higher-dimensional Euclidean space. There has been some speculation about a relationship between the Lee–Yang theorem and the Riemann hypothesis about the Riemann zeta function; see (Knauf 1999).

Statement

Preliminaries Along the formalization in Newman (1974) the Hamiltonian is given by

H = − ∑ J j k S j S k − ∑ z j S j {\displaystyle H=-\sum J_{jk}S_{j}S_{k}-\sum z_{j}S_{j}}

where Sj's are spin variables, zj external field. The system is said to be ferromagnetic if all the coefficients in the interaction term Jjk are non-negative reals. The partition function is given by

Z = ∫ e − H d μ 1 ( S 1 ) ⋯ d μ N ( S N ) {\displaystyle Z=\int e^{-H}d\mu _{1}(S_{1})\cdots d\mu _{N}(S_{N})}

where each dμj is an even measure on the reals R decreasing at infinity so fast that all Gaussian functions are integrable, i.e.

∫ e b S 2 d | μ j ( S ) | < ∞ , ∀ b ∈ R . {\displaystyle \int e^{bS^{2}}d|\mu _{j}(S)|<\infty ,\,\forall b\in \mathbb {R} .}

A rapidly decreasing measure on the reals is said to have the Lee-Yang property if all zeros of its Fourier transform are real as the following.

∫ e h S d μ j ( S ) ≠ 0 , ∀ h ∈ H + := { z ∈ C ∣ ℜ ( z ) > 0 } {\displaystyle \int e^{hS}d\mu _{j}(S)\neq 0,\,\forall h\in \mathbb {H} _{+}:=\{z\in \mathbb {C} \mid \Re (z)>0\}}

Theorem The Lee–Yang theorem states that if the Hamiltonian is ferromagnetic and all the measures dμj have the Lee-Yang property, and all the numbers zj have positive real part, then the partition function is non-zero.

Z ( { z j } ) ≠ 0 , ∀ z j ∈ H + {\displaystyle Z(\{z_{j}\})\neq 0,\,\forall z_{j}\in \mathbb {H} _{+}}

In particular if all the numbers zj are equal to some number z, then all zeros of the partition function (considered as a function of z) are imaginary. In the original Ising model case considered by Lee and Yang, the measures all have support on the 2 point set −1, 1, so the partition function can be considered a function of the variable ρ = eπz. With this change of variable the Lee–Yang theorem says that all zeros ρ lie on the unit circle.

Examples Some examples of measure with the Lee–Yang property are:

The measure of the Ising model, which has support consisting of two points (usually 1 and −1) each with weight 1/2. This is the original case considered by Lee and Yang. The distribution of spin n/2, whose support has n+1 equally spaced points, each of weight 1/(n + 1). This is a generalization of the Ising model case. The density of measure uniformly distributed between −1 and 1. The density exp ⁡ ( − λ cosh ⁡ ( S ) ) d S {\displaystyle \exp(-\lambda \cosh(S))\,dS}

… excerpt ends here. Continue reading the full article.

Worked examples

Example 1 — a first encounter with Lee–Yang theorem

Start with the simplest possible case. Write down what Lee–Yang theorem 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 Lee–Yang theorem 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 Lee–Yang theorem 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 Lee–Yang theorem

In research
Lee–Yang theorem 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 Lee–Yang theorem 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
Lee–Yang theorem is common in secondary-school and first-year university syllabi. It links to neighbouring topics Statistical mechanics theorems, Tsung-Dao Lee, Yang Chen-Ning, so understanding it makes those chapters shorter.
In everyday life
Look for Lee–Yang theorem 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 Lee–Yang theorem in 20 minutes

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

Frequently asked questions

What is Lee–Yang theorem in simple terms?

In statistical mechanics, the Lee–Yang theorem states that if partition functions of certain models in statistical field theory with ferromagnetic interactions are considered as functions of an external field, then all zeros are purely imaginary (or on the unit circle after a change of variable). T…

Why does Lee–Yang theorem 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 Lee–Yang theorem?

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 Lee–Yang theorem.

Tags

  • Statistical mechanics theorems
  • Tsung-Dao Lee
  • Yang Chen-Ning

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