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Entropy — Basics, Formula and Examples in Physics 2026

What is entropy and how do you calculate it? We explain the second law of thermodynamics, Boltzmann's formula, and entropy using simple physical examples for 2026.

Entropy is one of the most intriguing, yet also most frequently misunderstood, concepts in physics. It is tied to the second law of thermodynamics, to the direction of the flow of time, and to measuring the "disorder" of a system. In this article we explain entropy from the ground up — without unnecessary jargon, but with concrete formulas and examples.

What is entropy

Entropy (denoted by the letter S) is a physical quantity describing the degree of disorder, or the number of possible microscopic configurations of a system that correspond to the same macroscopic state. The more ways in which the particles of a system can be arranged while keeping the same macroscopic parameters (temperature, pressure, volume), the higher the entropy.

Colloquially, entropy is described as a "measure of chaos", which is a simplification, but it captures the intuition: a gas spread throughout an entire room has higher entropy than the same gas concentrated in one corner.

The second law of thermodynamics

The second law of thermodynamics states that in an isolated system entropy never decreases — it can only increase or stay constant in reversible processes. This is why physical processes have a preferred direction: heat flows spontaneously from a hotter body to a colder one, and not the other way around, even though the first law of thermodynamics (conservation of energy) would not forbid the reverse process.

It is precisely the second law of thermodynamics that explains why some processes are irreversible in practice, even though they don't formally violate the conservation of energy.

The thermodynamic formula for the change in entropy

For a reversible process at constant temperature, the change in entropy is expressed by the formula:

ΔS = Q / T

  • ΔS — the change in entropy (in joules per kelvin, J/K),
  • Q — the heat supplied or released (in joules, J),
  • T — the absolute temperature, in kelvin (K).

Example: 334,000 J of heat is supplied to 1 kg of ice at 0°C (273 K) to melt it (the latent heat of fusion). The change in entropy is:

ΔS = 334,000 / 273 ≈ 1223 J/K

Boltzmann's statistical formula

Ludwig Boltzmann linked entropy to the number of microstates of a system with the formula:

S = k × ln(W)

  • k — Boltzmann's constant, approx. 1.38 × 10⁻²³ J/K,
  • W — the number of microstates corresponding to a given macroscopic state,
  • ln — the natural logarithm.

This formula shows the statistical origin of entropy: the more ways there are to arrange the particles that give the same macroscopic state, the greater the entropy. The formula is so significant to physics that it is engraved on Boltzmann's gravestone in Vienna.

Entropy in everyday life

  • Mixing coffee with milk — once mixed, the components cannot spontaneously separate again, because the mixed state has much higher entropy.
  • Ice melting in a warm room — a process that increases entropy (a transition from an ordered crystalline structure to a disordered liquid).
  • Perfume spreading through the air — the molecules move toward the state with the greatest number of possible configurations, that is, uniform dispersion throughout the room.

Entropy and the arrow of time

Entropy is one of the few physical quantities that clearly "point" in the direction of the flow of time — this phenomenon is called the arrow of time. The fundamental laws of mechanics (Newton's laws, electromagnetism) are symmetric under time reversal, but the increase of entropy in isolated systems gives the direction "past → future" physical meaning.

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Frequently asked questions about entropy

What is entropy in simple terms?

Entropy is a measure of disorder, or of the number of possible ways to arrange the particles of a system that correspond to the same macroscopic state. The greater the disorder or the number of possible configurations, the higher the entropy.

Can entropy decrease?

In an isolated system entropy cannot decrease — that's the content of the second law of thermodynamics. It can, however, decrease locally within a subsystem, if this is accompanied by an even greater increase in entropy in its surroundings (for example, a refrigerator cools its interior but generates more heat outside).

What is the unit of entropy?

The SI unit of entropy is joule per kelvin (J/K). In the statistical framework, entropy is also expressed as a multiple of Boltzmann's constant.

How does entropy differ from energy?

Energy describes a system's ability to do work and is conserved (the first law of thermodynamics). Entropy describes the degree of disorder and, in an isolated system, increases rather than being conserved.

What is maximum entropy?

The state of thermodynamic equilibrium is the state of maximum possible entropy for a given system under specific external conditions (energy, volume, number of particles). A system spontaneously moves toward this state.

Does life contradict the second law of thermodynamics?

No. Living organisms are open systems — they maintain low entropy locally at the cost of increasing the entropy of their surroundings (for example, by releasing metabolic heat), so the total entropy of the universe still increases.

How is entropy related to information?

In information theory there is an analogous concept called Shannon entropy, which measures the unpredictability or amount of information contained in a signal. The mathematical form of the formula is similar to Boltzmann entropy, though the context of application differs.

Does the entropy of the universe increase forever?

According to currently accepted cosmological models, the entropy of the universe increases and tends toward a state called "heat death", in which no macroscopic physical processes would occur anymore. This is a topic still being researched and debated in theoretical physics.

Can entropy be measured directly?

Entropy is not measured directly like temperature; instead, its change is calculated from measurements of heat, temperature and other thermodynamic quantities of the system.