
In
statistical mechanics
In physics, statistical mechanics is a mathematical framework that applies statistical methods and probability theory to large assemblies of microscopic entities. It does not assume or postulate any natural laws, but explains the macroscopic be ...
, Boltzmann's equation (also known as the Boltzmann–Planck equation) is a probability equation relating the
entropy , also written as
, of an
ideal gas to the
multiplicity (commonly denoted as
or
), the number of real
microstates corresponding to the gas's
macrostate:
where
is the
Boltzmann constant (also written as simply
) and equal to 1.380649 × 10
−23 J/K, and
is the
natural logarithm
The natural logarithm of a number is its logarithm to the base of the mathematical constant , which is an irrational and transcendental number approximately equal to . The natural logarithm of is generally written as , , or sometimes, if ...
function.
In short, the Boltzmann formula shows the relationship between entropy and the number of ways the
atoms or
molecules of a certain kind of
thermodynamic system can be arranged.
History
The equation was originally formulated by
Ludwig Boltzmann between 1872 and 1875, but later put into its current form by
Max Planck in about 1900. To quote Planck, "the
logarithmic connection between
entropy and
probability was first stated by L. Boltzmann in his
kinetic theory of gases".
A 'microstate' is a state specified in terms of the constituent particles of a body of matter or radiation that has been specified as a macrostate in terms of such variables as internal energy and pressure. A macrostate is experimentally observable, with at least a finite extent in
spacetime. A microstate can be instantaneous, or can be a trajectory composed of a temporal progression of instantaneous microstates. In experimental practice, such are scarcely observable. The present account concerns instantaneous microstates.
The value of was originally intended to be proportional to the ''Wahrscheinlichkeit'' (the German word for probability) of a
macroscopic state for some probability distribution of possible
microstates—the collection of (unobservable microscopic single particle) "ways" in which the (observable macroscopic)
thermodynamic state of a system can be realized by assigning different
positions and
momenta
Momenta is an autonomous driving company headquartered in Beijing, China that aims to build the 'Brains' for autonomous vehicles.
In December 2021, Momenta and BYD established a 100 million yuan ($15.7 million) joint venture to deploy autonomous ...
to the respective molecules.
There are many instantaneous microstates that apply to a given macrostate. Boltzmann considered collections of such microstates. For a given macrostate, he called the collection of all possible instantaneous microstates of a certain kind by the name ''monode'', for which Gibbs' term ''ensemble'' is used nowadays. For single particle instantaneous microstates, Boltzmann called the collection an ''ergode''. Subsequently, Gibbs called it a ''microcanonical ensemble'', and this name is widely used today, perhaps partly because Bohr was more interested in the writings of Gibbs than of Boltzmann.
Interpreted in this way, Boltzmann's formula is the most basic formula for the thermodynamic
entropy. Boltzmann's
paradigm
In science and philosophy, a paradigm () is a distinct set of concepts or thought patterns, including theories, research methods, postulates, and standards for what constitute legitimate contributions to a field.
Etymology
''Paradigm'' comes f ...
was an
ideal gas of ''identical'' particles, of which are in the -th microscopic condition (range) of position and momentum. For this case, the probability of each microstate of the system is equal, so it was equivalent for Boltzmann to calculate the number of microstates associated with a macrostate. was historically misinterpreted as literally meaning the number of microstates, and that is what it usually means today. can be counted using the formula for
permutations
where ranges over all possible molecular conditions and "" denotes
factorial
In mathematics, the factorial of a non-negative denoted is the product of all positive integers less than or equal The factorial also equals the product of n with the next smaller factorial:
\begin
n! &= n \times (n-1) \times (n-2) \t ...
. The "correction" in the denominator is due to the fact that identical particles in the same condition are
indistinguishable. is sometimes called the "thermodynamic probability" since it is an
integer greater than one, while
mathematical probabilities are always
numbers between zero and one.
Generalization
Boltzmann's formula applies to microstates of a system, each possible microstate of which is presumed to be equally probable.
But in thermodynamics, the universe is divided into a
system
A system is a group of Interaction, interacting or interrelated elements that act according to a set of rules to form a unified whole. A system, surrounded and influenced by its environment (systems), environment, is described by its boundaries, ...
of interest, plus its surroundings; then the entropy of Boltzmann's microscopically specified system can be identified with the system entropy in classical thermodynamics. The microstates of such a thermodynamic system are ''not'' equally probable—for example, high energy microstates are less probable than low energy microstates for a thermodynamic system kept at a fixed temperature by allowing contact with a heat bath.
For thermodynamic systems where microstates of the system may not have equal probabilities, the appropriate generalization, called the
Gibbs entropy, is:
This reduces to equation () if the probabilities ''p''
i are all equal.
Boltzmann used a
formula as early as 1866.
He interpreted as a density in phase space—without mentioning probability—but since this satisfies the axiomatic definition of a probability measure we can retrospectively interpret it as a probability anyway.
Gibbs
Gibbs or GIBBS is a surname and acronym. It may refer to:
People
* Gibbs (surname)
Places
* Gibbs (crater), on the Moon
* Gibbs, Missouri, US
* Gibbs, Tennessee, US
* Gibbs Island (South Shetland Islands), Antarctica
* 2937 Gibbs, an asteroid
...
gave an explicitly probabilistic interpretation in 1878.
Boltzmann himself used an expression equivalent to () in his later work
[;
] and recognized it as more general than equation (). That is, equation () is a corollary of
equation ()—and not vice versa. In every situation where equation () is valid,
equation () is valid also—and not vice versa.
Boltzmann entropy excludes statistical dependencies
The term Boltzmann entropy is also sometimes used to indicate entropies calculated based on the approximation that the overall probability can be factored into an identical separate term for each particle—i.e., assuming each particle has an identical independent probability distribution, and ignoring interactions and correlations between the particles. This is exact for an ideal gas of identical particles that move independently apart from instantaneous collisions, and is an approximation, possibly a poor one, for other systems.
[ Jaynes, E. T. (1965)]
Gibbs vs Boltzmann entropies
''American Journal of Physics'', 33, 391-8.
The Boltzmann entropy is obtained if one assumes one can treat all the component particles of a
thermodynamic system as statistically independent. The probability distribution of the system as a whole then factorises into the product of ''N'' separate identical terms, one term for each particle; and when the summation is taken over each possible state in the 6-dimensional
phase space
In dynamical system theory, a phase space is a space in which all possible states of a system are represented, with each possible state corresponding to one unique point in the phase space. For mechanical systems, the phase space usually ...
of a ''single'' particle (rather than the 6''N''-dimensional phase space of the system as a whole), the Gibbs entropy
simplifies to the Boltzmann entropy
.
This reflects the original statistical entropy function introduced by
Ludwig Boltzmann in 1872. For the special case of an
ideal gas it exactly corresponds to the proper
thermodynamic entropy.
For anything but the most dilute of real gases,
leads to increasingly wrong predictions of entropies and physical behaviours, by ignoring the interactions and correlations between different molecules. Instead one must consider the
ensemble of states of the system as a whole, called by Boltzmann a ''holode'', rather than single particle states.
[Cercignani, C. (1998). ''Ludwig Boltzmann: the Man who Trusted Atoms'', Oxford University Press, Oxford UK, , p. 134.] Gibbs considered several such kinds of ensembles; relevant here is the ''canonical'' one.
[
]
See also
* History of entropy The concept of entropy developed in response to the observation that a certain amount of functional energy released from combustion reactions is always lost to dissipation or friction and is thus not transformed into useful work. Early heat-power ...
* Gibbs entropy
* nat (unit)
* Shannon entropy
* von Neumann entropy
References
External links
Introduction to Boltzmann's Equation
Vorlesungen über Gastheorie, Ludwig Boltzmann (1896) vol. I, J.A. Barth, Leipzig
Vorlesungen über Gastheorie, Ludwig Boltzmann (1898) vol. II. J.A. Barth, Leipzig.
{{Statistical mechanics topics
Equations of physics
Thermodynamic entropy
Thermodynamic equations
Ludwig Boltzmann