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Lee–Yang theory

Lee–Yang theory is a science 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 theory rather than just read about it. In short: In statistical mechanics, Lee–Yang theory, sometimes also known as Yang–Lee theory, is a scientific theory which seeks to describe phase transitions in large physical systems in the thermodynamic limit based on the properties of small, finite-size systems. The theory revolves around the complex zeros of partition functions of finite-size systems and how these may reveal the existence of phase transitions in the ther…

Lee–Yang theory — main illustration
Lee–Yang theory — illustration

Key takeaways

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

Reference excerpt

In statistical mechanics, Lee–Yang theory, sometimes also known as Yang–Lee theory, is a scientific theory which seeks to describe phase transitions in large physical systems in the thermodynamic limit based on the properties of small, finite-size systems. The theory revolves around the complex zeros of partition functions of finite-size systems and how these may reveal the existence of phase transitions in the thermodynamic limit. Lee–Yang theory constitutes an indispensable part of the theories of phase transitions. Originally developed for the Ising model, the theory has been extended and applied to a wide range of models and phenomena, including protein folding, percolation, complex networks, and molecular zippers. The theory is named after the Nobel laureates Tsung-Dao Lee and Yang Chen-Ning, who were awarded the 1957 Nobel Prize in Physics for their unrelated work on parity non-conservation in weak interaction.

Introduction For an equilibrium system in the canonical ensemble, all statistical information about the system is encoded in the partition function,

Z = ∑ i e − β E i , {\displaystyle Z=\sum _{i}e^{-\beta E_{i}},}

where the sum runs over all possible microstates, and β = 1 / ( k B T ) {\displaystyle \beta =1/(k_{B}T)} is the inverse temperature, k B {\displaystyle k_{B}} is the Boltzmann constant and E i {\displaystyle E_{i}} is the energy of a microstate. The moments ⟨ E n ⟩ {\displaystyle \langle E^{n}\rangle } of the energy statistics are obtained by differentiating the partition function with respect to the inverse temperature multiple times,

⟨ E n ⟩ = 1 Z ∂ − β n Z = ∑ i E i n e − β E i ∑ i e − β E i . {\displaystyle \langle E^{n}\rangle ={\frac {1}{Z}}\partial _{-\beta }^{n}Z={\frac {\sum _{i}E_{i}^{n}e^{-\beta E_{i}}}{\sum _{i}e^{-\beta E_{i}}}}.}

From the partition function, we may also obtain the free energy

F = − β − 1 log ⁡ [ Z ] . {\displaystyle F=-\beta ^{-1}\log[Z].}

Analogously to how the partition function generates the moments, the free energy generates the cumulants of the energy statistics

⟨ ⟨ E n ⟩ ⟩ = ∂ − β n ( − β F ) . {\displaystyle \langle \!\langle E^{n}\rangle \!\rangle =\partial _{-\beta }^{n}(-\beta F).}

More generally, if the microstate energies E i ( q ) = E i ( 0 ) − q Φ i {\displaystyle E_{i}(q)=E_{i}(0)-q\Phi _{i}} depend on a control parameter q {\displaystyle q} and a fluctuating conjugate variable Φ {\displaystyle \Phi } (whose value may depend on the microstate), the moments of Φ {\displaystyle \Phi } may be obtained as

… excerpt ends here. Continue reading the full article.

Worked examples

Example 1 — a first encounter with Lee–Yang theory

Start with the simplest possible case. Write down what Lee–Yang theory claims or describes in one sentence, then invent the smallest concrete situation in which that sentence is true. In science, 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 theory 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 theory 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 theory

In research
Lee–Yang theory appears in science 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 theory 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 theory is common in secondary-school and first-year university syllabi. It links to neighbouring topics Phase transitions, Yang Chen-Ning, so understanding it makes those chapters shorter.
In everyday life
Look for Lee–Yang theory 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 theory in 20 minutes

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

Frequently asked questions

What is Lee–Yang theory in simple terms?

In statistical mechanics, Lee–Yang theory, sometimes also known as Yang–Lee theory, is a scientific theory which seeks to describe phase transitions in large physical systems in the thermodynamic limit based on the properties of small, finite-size systems. The theory revolves around the complex zer…

Why does Lee–Yang theory matter?

Because it connects several science 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 theory?

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 theory.

Tags

  • Phase transitions
  • Yang Chen-Ning

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