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Potential of mean force

Potential of mean force is a physics 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 Potential of mean force rather than just read about it. In short: When examining a system computationally one may be interested in knowing how the free energy changes as a function of some inter- or intramolecular coordinate (such as the distance between two atoms or a torsional angle). The free energy surface along the chosen coordinate is referred to as the potential of mean force (PMF).

Key takeaways

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

Reference excerpt

When examining a system computationally one may be interested in knowing how the free energy changes as a function of some inter- or intramolecular coordinate (such as the distance between two atoms or a torsional angle). The free energy surface along the chosen coordinate is referred to as the potential of mean force (PMF). If the system of interest is in a solvent, then the PMF also incorporates the solvent effects.

General description The PMF can be obtained in Monte Carlo or molecular dynamics simulations to examine how a system's energy changes as a function of some specific reaction coordinate parameter. For example, it may examine how the system's energy changes as a function of the distance between two residues, or as a protein is pulled through a lipid bilayer. It can be a geometrical coordinate or a more general energetic (solvent) coordinate. Often PMF simulations are used in conjunction with umbrella sampling, because typically the PMF simulation will fail to adequately sample the system space as it proceeds.

Mathematical description The Potential of Mean Force of a system with N particles is by construction the potential that gives the average force over all the configurations of all the n+1...N particles acting on a particle j at any fixed configuration keeping fixed a set of particles 1...n

− ∇ j w ( n ) = ∫ e − β V ( − ∇ j V ) d q n + 1 … d q N ∫ e − β V d q n + 1 … d q N , j = 1 , 2 , … , n {\displaystyle -\nabla _{j}w^{(n)}\,=\,{\frac {\int e^{-\beta V}(-\nabla _{j}V)dq_{n+1}\dots dq_{N}}{\int e^{-\beta V}dq_{n+1}\dots dq_{N}}},~j=1,2,\dots ,n}

Above, − ∇ j w ( n ) {\displaystyle -\nabla _{j}w^{(n)}} is the averaged force, i.e. "mean force" on particle j. And w ( n ) {\displaystyle w^{(n)}} is the so-called potential of mean force. For n = 2 {\displaystyle n=2} , w ( 2 ) ( r ) {\displaystyle w^{(2)}(r)} is the average work needed to bring the two particles from infinite separation to a distance r {\displaystyle r} . It is also related to the radial distribution function of the system, g ( r ) {\displaystyle g(r)} , by:

g ( r ) = e − β w ( 2 ) ( r ) {\displaystyle g(r)=e^{-\beta w^{(2)}(r)}}

Application The potential of mean force w ( 2 ) {\displaystyle w^{(2)}} is usually applied in the Boltzmann inversion method as a first guess for the effective pair interaction potential that ought to reproduce the correct radial distribution function in a mesoscopic simulation. Lemkul et al. have used steered molecular dynamics simulations to calculate the potential of mean force to assess the stability of Alzheimer's amyloid protofibrils. Gosai et al. have also used umbrella sampling simulations to show that potential of mean force decreases between thrombin and its aptamer (a protein-ligand complex) under the effect of electrical fields.

See also Statistical potential Free energy perturbation Potential energy surface

References

Further reading McQuarrie, D. A. Statistical Mechanics. Chandler, D. (1987). Introduction to Modern Statistical Mechanics. Oxford University Press.

External links Potential of Mean force

Worked examples

Example 1 — a first encounter with Potential of mean force

Start with the simplest possible case. Write down what Potential of mean force claims or describes in one sentence, then invent the smallest concrete situation in which that sentence is true. In physics, 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 Potential of mean force 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 Potential of mean force 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 Potential of mean force

In research
Potential of mean force appears in physics 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 Potential of mean force 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
Potential of mean force is common in secondary-school and first-year university syllabi. It links to neighbouring topics Physical chemistry, Physical chemistry stubs, so understanding it makes those chapters shorter.
In everyday life
Look for Potential of mean force 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 Potential of mean force in 20 minutes

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

Frequently asked questions

What is Potential of mean force in simple terms?

When examining a system computationally one may be interested in knowing how the free energy changes as a function of some inter- or intramolecular coordinate (such as the distance between two atoms or a torsional angle). The free energy surface along the chosen coordinate is referred to as the pot…

Why does Potential of mean force matter?

Because it connects several physics 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 Potential of mean force?

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 Potential of mean force.

Tags

  • Physical chemistry
  • Physical chemistry stubs

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